diff --git a/thejoin-aact-clinicaltrials/db/browse_conditions.parquet b/join-aact-clinicaltrials/db/browse_conditions.parquet similarity index 100% rename from thejoin-aact-clinicaltrials/db/browse_conditions.parquet rename to join-aact-clinicaltrials/db/browse_conditions.parquet diff --git a/thejoin-aact-clinicaltrials/db/browse_interventions.parquet b/join-aact-clinicaltrials/db/browse_interventions.parquet similarity index 100% rename from thejoin-aact-clinicaltrials/db/browse_interventions.parquet rename to join-aact-clinicaltrials/db/browse_interventions.parquet diff --git a/thejoin-aact-clinicaltrials/db/conditions.parquet b/join-aact-clinicaltrials/db/conditions.parquet similarity index 100% rename from thejoin-aact-clinicaltrials/db/conditions.parquet rename to join-aact-clinicaltrials/db/conditions.parquet diff --git a/thejoin-aact-clinicaltrials/db/design_groups.parquet b/join-aact-clinicaltrials/db/design_groups.parquet similarity index 100% rename from thejoin-aact-clinicaltrials/db/design_groups.parquet rename to join-aact-clinicaltrials/db/design_groups.parquet diff --git a/thejoin-aact-clinicaltrials/db/eligibilities.parquet b/join-aact-clinicaltrials/db/eligibilities.parquet similarity index 100% rename from thejoin-aact-clinicaltrials/db/eligibilities.parquet rename to join-aact-clinicaltrials/db/eligibilities.parquet diff --git a/thejoin-aact-clinicaltrials/db/facilities.parquet b/join-aact-clinicaltrials/db/facilities.parquet similarity index 100% rename from thejoin-aact-clinicaltrials/db/facilities.parquet rename to join-aact-clinicaltrials/db/facilities.parquet diff --git a/thejoin-aact-clinicaltrials/db/interventions.parquet b/join-aact-clinicaltrials/db/interventions.parquet similarity index 100% rename from thejoin-aact-clinicaltrials/db/interventions.parquet rename to join-aact-clinicaltrials/db/interventions.parquet diff --git a/thejoin-aact-clinicaltrials/db/outcomes.parquet b/join-aact-clinicaltrials/db/outcomes.parquet similarity index 100% rename from thejoin-aact-clinicaltrials/db/outcomes.parquet rename to join-aact-clinicaltrials/db/outcomes.parquet diff --git a/thejoin-aact-clinicaltrials/db/sponsors.parquet b/join-aact-clinicaltrials/db/sponsors.parquet similarity index 100% rename from thejoin-aact-clinicaltrials/db/sponsors.parquet rename to join-aact-clinicaltrials/db/sponsors.parquet diff --git a/thejoin-aact-clinicaltrials/db/studies.parquet b/join-aact-clinicaltrials/db/studies.parquet similarity index 100% rename from thejoin-aact-clinicaltrials/db/studies.parquet rename to join-aact-clinicaltrials/db/studies.parquet diff --git a/join-aact-clinicaltrials/manifest.yaml b/join-aact-clinicaltrials/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e491212cd51a55f5a6760794aca9bb46c7295aaf --- /dev/null +++ b/join-aact-clinicaltrials/manifest.yaml @@ -0,0 +1,54 @@ +name: join-aact-clinicaltrials +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + browse_conditions: + pkey: null + time_col: null + fkeys: + nct_id: studies + browse_interventions: + pkey: null + time_col: null + fkeys: + nct_id: studies + conditions: + pkey: null + time_col: null + fkeys: + nct_id: studies + design_groups: + pkey: null + time_col: null + fkeys: + nct_id: studies + eligibilities: + pkey: null + time_col: null + fkeys: + nct_id: studies + facilities: + pkey: null + time_col: null + fkeys: + nct_id: studies + interventions: + pkey: null + time_col: null + fkeys: + nct_id: studies + outcomes: + pkey: null + time_col: null + fkeys: + nct_id: studies + sponsors: + pkey: null + time_col: null + fkeys: + nct_id: studies + studies: + pkey: nct_id + time_col: start_date + fkeys: {} diff --git a/thejoin-act-mooc/db/activities.parquet b/join-act-mooc/db/activities.parquet similarity index 100% rename from thejoin-act-mooc/db/activities.parquet rename to join-act-mooc/db/activities.parquet diff --git a/thejoin-act-mooc/db/interactions.parquet b/join-act-mooc/db/interactions.parquet similarity index 100% rename from thejoin-act-mooc/db/interactions.parquet rename to join-act-mooc/db/interactions.parquet diff --git a/thejoin-act-mooc/db/students.parquet b/join-act-mooc/db/students.parquet similarity index 100% rename from thejoin-act-mooc/db/students.parquet rename to join-act-mooc/db/students.parquet diff --git a/join-act-mooc/manifest.yaml b/join-act-mooc/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3700532b9c1efb80c6184fe0383a115d7837b823 --- /dev/null +++ b/join-act-mooc/manifest.yaml @@ -0,0 +1,19 @@ +name: join-act-mooc +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + activities: + pkey: activity_id + time_col: null + fkeys: {} + interactions: + pkey: null + time_col: timestamp + fkeys: + student_id: students + activity_id: activities + students: + pkey: student_id + time_col: null + fkeys: {} diff --git a/join-act-mooc/tasks/activity-active-streak/manifest.yaml b/join-act-mooc/tasks/activity-active-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e2889e7cb752c00a0062044bd869e2993c4b4f9d --- /dev/null +++ b/join-act-mooc/tasks/activity-active-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: activity-active-streak +kind: external +task_type: regression +description: Longest consecutive-sub-period streak during which this activity received at least one interaction. +entity_table: activities +entity_col: activity_id +target_col: streak +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-active-streak/train.parquet b/join-act-mooc/tasks/activity-active-streak/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-activity-active-streak/train.parquet rename to join-act-mooc/tasks/activity-active-streak/train.parquet diff --git a/join-act-mooc/tasks/activity-any-positive-label/manifest.yaml b/join-act-mooc/tasks/activity-any-positive-label/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..eb7e8b7f6e0368a22549bcbc3bb1ce0f1e48391d --- /dev/null +++ b/join-act-mooc/tasks/activity-any-positive-label/manifest.yaml @@ -0,0 +1,10 @@ +name: activity-any-positive-label +kind: external +task_type: binary_classification +description: Predict whether an activity records any positive label (max label >= 1) next window. +entity_table: activities +entity_col: activity_id +target_col: activity_has_positive +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-any-positive-label/train.parquet b/join-act-mooc/tasks/activity-any-positive-label/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-activity-any-positive-label/train.parquet rename to join-act-mooc/tasks/activity-any-positive-label/train.parquet diff --git a/join-act-mooc/tasks/activity-appears-interactions/manifest.yaml b/join-act-mooc/tasks/activity-appears-interactions/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..14fb844785cb8781aff78fd48b7d253bf5676ee3 --- /dev/null +++ b/join-act-mooc/tasks/activity-appears-interactions/manifest.yaml @@ -0,0 +1,10 @@ +name: activity-appears-interactions +kind: external +task_type: binary_classification +description: Whether an activity is interacted with by any student next window. +entity_table: activities +entity_col: activity_id +target_col: is_used +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-appears-interactions/train.parquet b/join-act-mooc/tasks/activity-appears-interactions/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-activity-appears-interactions/train.parquet rename to join-act-mooc/tasks/activity-appears-interactions/train.parquet diff --git a/join-act-mooc/tasks/activity-avg-feature0/manifest.yaml b/join-act-mooc/tasks/activity-avg-feature0/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0b54f63dc8a4bb9082a3cdd177bcc9d92d711973 --- /dev/null +++ b/join-act-mooc/tasks/activity-avg-feature0/manifest.yaml @@ -0,0 +1,10 @@ +name: activity-avg-feature0 +kind: external +task_type: regression +description: Predict the mean feature0 value across all student interactions with an activity over the next time window +entity_table: activities +entity_col: activity_id +target_col: pred_feature0 +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-avg-feature0/train.parquet b/join-act-mooc/tasks/activity-avg-feature0/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-activity-avg-feature0/train.parquet rename to join-act-mooc/tasks/activity-avg-feature0/train.parquet diff --git a/join-act-mooc/tasks/activity-churn/manifest.yaml b/join-act-mooc/tasks/activity-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..49d99321b7586a186d1ba9ddf3676dd8cba5c9de --- /dev/null +++ b/join-act-mooc/tasks/activity-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: activity-churn +kind: external +task_type: binary_classification +description: Predict whether an activity has no student interactions in the next time window (unused activity) +entity_table: activities +entity_col: activity_id +target_col: predict_activity_churn +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-churn/train.parquet b/join-act-mooc/tasks/activity-churn/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-activity-churn/train.parquet rename to join-act-mooc/tasks/activity-churn/train.parquet diff --git a/join-act-mooc/tasks/activity-feature2-volatility/manifest.yaml b/join-act-mooc/tasks/activity-feature2-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7a680d3b6bf4ca6b646d9b02704a1a35535e0726 --- /dev/null +++ b/join-act-mooc/tasks/activity-feature2-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: activity-feature2-volatility +kind: external +task_type: regression +description: Standard deviation of feature2 across interactions with this activity over the next window. +entity_table: activities +entity_col: activity_id +target_col: std_f2 +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-feature2-volatility/train.parquet b/join-act-mooc/tasks/activity-feature2-volatility/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-activity-feature2-volatility/train.parquet rename to join-act-mooc/tasks/activity-feature2-volatility/train.parquet diff --git a/join-act-mooc/tasks/activity-interaction-count/manifest.yaml b/join-act-mooc/tasks/activity-interaction-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..13d7a79a0534bf6afa3af86d10a8205c1fae166c --- /dev/null +++ b/join-act-mooc/tasks/activity-interaction-count/manifest.yaml @@ -0,0 +1,10 @@ +name: activity-interaction-count +kind: external +task_type: regression +description: Predict the number of student interactions with an activity over the next time window (activity popularity) +entity_table: activities +entity_col: activity_id +target_col: predict_activity_interaction_count +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-interaction-count/train.parquet b/join-act-mooc/tasks/activity-interaction-count/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-activity-interaction-count/train.parquet rename to join-act-mooc/tasks/activity-interaction-count/train.parquet diff --git a/join-act-mooc/tasks/activity-mean-feature2/manifest.yaml b/join-act-mooc/tasks/activity-mean-feature2/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..33d6e64e1bf2fe67d58be28ee562ca3a94f82383 --- /dev/null +++ b/join-act-mooc/tasks/activity-mean-feature2/manifest.yaml @@ -0,0 +1,10 @@ +name: activity-mean-feature2 +kind: external +task_type: regression +description: Average feature2 for an activity's interactions next window. +entity_table: activities +entity_col: activity_id +target_col: mean_feat2 +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-mean-feature2/train.parquet b/join-act-mooc/tasks/activity-mean-feature2/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-activity-mean-feature2/train.parquet rename to join-act-mooc/tasks/activity-mean-feature2/train.parquet diff --git a/join-act-mooc/tasks/activity-mean-label/manifest.yaml b/join-act-mooc/tasks/activity-mean-label/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fffab84dc2318ed7a2cebd9810b29ac59b194a7e --- /dev/null +++ b/join-act-mooc/tasks/activity-mean-label/manifest.yaml @@ -0,0 +1,10 @@ +name: activity-mean-label +kind: external +task_type: regression +description: Predict the mean label value observed at an activity next window (positive-label rate). +entity_table: activities +entity_col: activity_id +target_col: mean_label +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-mean-label/train.parquet b/join-act-mooc/tasks/activity-mean-label/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-activity-mean-label/train.parquet rename to join-act-mooc/tasks/activity-mean-label/train.parquet diff --git a/join-act-mooc/tasks/activity-new-student-adoption/manifest.yaml b/join-act-mooc/tasks/activity-new-student-adoption/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c0fdb82ceb85d6158874ea7add01ba650c39c1f8 --- /dev/null +++ b/join-act-mooc/tasks/activity-new-student-adoption/manifest.yaml @@ -0,0 +1,10 @@ +name: activity-new-student-adoption +kind: external +task_type: binary_classification +description: Whether this activity is accessed by a student who has never previously used it in the next window. +entity_table: activities +entity_col: activity_id +target_col: new_student +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-new-student-adoption/train.parquet b/join-act-mooc/tasks/activity-new-student-adoption/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-activity-new-student-adoption/train.parquet rename to join-act-mooc/tasks/activity-new-student-adoption/train.parquet diff --git a/join-act-mooc/tasks/activity-positive-rate/manifest.yaml b/join-act-mooc/tasks/activity-positive-rate/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..51c6a2b95d3f574f7f18fe75511060ee640e967e --- /dev/null +++ b/join-act-mooc/tasks/activity-positive-rate/manifest.yaml @@ -0,0 +1,10 @@ +name: activity-positive-rate +kind: external +task_type: regression +description: Predict the fraction of positive-label events on an activity next window. +entity_table: activities +entity_col: activity_id +target_col: positive_rate +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-positive-rate/train.parquet b/join-act-mooc/tasks/activity-positive-rate/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-activity-positive-rate/train.parquet rename to join-act-mooc/tasks/activity-positive-rate/train.parquet diff --git a/join-act-mooc/tasks/activity-rank-within-student/manifest.yaml b/join-act-mooc/tasks/activity-rank-within-student/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e824137b53a5705e9db69d8048e59068d0e551ff --- /dev/null +++ b/join-act-mooc/tasks/activity-rank-within-student/manifest.yaml @@ -0,0 +1,10 @@ +name: activity-rank-within-student +kind: external +task_type: regression +description: Activity's mean popularity rank (by feature1 sum) within each student's set of activities in the next window. +entity_table: activities +entity_col: activity_id +target_col: mean_rank +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-rank-within-student/train.parquet b/join-act-mooc/tasks/activity-rank-within-student/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-activity-rank-within-student/train.parquet rename to join-act-mooc/tasks/activity-rank-within-student/train.parquet diff --git a/join-act-mooc/tasks/activity-sum-feature1/manifest.yaml b/join-act-mooc/tasks/activity-sum-feature1/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7a73af7f081e83480e32b601b0f6f7856e4bb98e --- /dev/null +++ b/join-act-mooc/tasks/activity-sum-feature1/manifest.yaml @@ -0,0 +1,10 @@ +name: activity-sum-feature1 +kind: external +task_type: regression +description: Predict the sum of feature1 contributions for an activity next window. +entity_table: activities +entity_col: activity_id +target_col: feat1_sum +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-sum-feature1/train.parquet b/join-act-mooc/tasks/activity-sum-feature1/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-activity-sum-feature1/train.parquet rename to join-act-mooc/tasks/activity-sum-feature1/train.parquet diff --git a/join-act-mooc/tasks/activity-time-until-next-interaction/manifest.yaml b/join-act-mooc/tasks/activity-time-until-next-interaction/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0cf8e10141e57b9f2aa05d56171fdbbafc384b70 --- /dev/null +++ b/join-act-mooc/tasks/activity-time-until-next-interaction/manifest.yaml @@ -0,0 +1,10 @@ +name: activity-time-until-next-interaction +kind: external +task_type: regression +description: Days until this MOOC activity is next accessed by any student. +entity_table: activities +entity_col: activity_id +target_col: days_to_next +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-time-until-next-interaction/train.parquet b/join-act-mooc/tasks/activity-time-until-next-interaction/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-activity-time-until-next-interaction/train.parquet rename to join-act-mooc/tasks/activity-time-until-next-interaction/train.parquet diff --git a/join-act-mooc/tasks/student-active-streak/manifest.yaml b/join-act-mooc/tasks/student-active-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f40610dda453f8a74d8ad07753e672951d87bcdb --- /dev/null +++ b/join-act-mooc/tasks/student-active-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: student-active-streak +kind: external +task_type: regression +description: Longest consecutive-sub-period active streak for the student in the next window. +entity_table: students +entity_col: student_id +target_col: streak +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-active-streak/train.parquet b/join-act-mooc/tasks/student-active-streak/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-active-streak/train.parquet rename to join-act-mooc/tasks/student-active-streak/train.parquet diff --git a/join-act-mooc/tasks/student-appears-interactions/manifest.yaml b/join-act-mooc/tasks/student-appears-interactions/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..68a38f7e8ca60feccfd5eee69465bbc3b4ac4606 --- /dev/null +++ b/join-act-mooc/tasks/student-appears-interactions/manifest.yaml @@ -0,0 +1,10 @@ +name: student-appears-interactions +kind: external +task_type: binary_classification +description: Whether a student has any activity interaction next window. +entity_table: students +entity_col: student_id +target_col: is_active +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-appears-interactions/train.parquet b/join-act-mooc/tasks/student-appears-interactions/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-appears-interactions/train.parquet rename to join-act-mooc/tasks/student-appears-interactions/train.parquet diff --git a/join-act-mooc/tasks/student-avg-feature0/manifest.yaml b/join-act-mooc/tasks/student-avg-feature0/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..aa5393a87af4b5dca69e78de2f87bf6c0232aa9d --- /dev/null +++ b/join-act-mooc/tasks/student-avg-feature0/manifest.yaml @@ -0,0 +1,10 @@ +name: student-avg-feature0 +kind: external +task_type: regression +description: Predict the mean value of feature0 for a student's interactions over the next time window +entity_table: students +entity_col: student_id +target_col: pred_feature0 +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-avg-feature0/train.parquet b/join-act-mooc/tasks/student-avg-feature0/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-avg-feature0/train.parquet rename to join-act-mooc/tasks/student-avg-feature0/train.parquet diff --git a/join-act-mooc/tasks/student-distinct-activities/manifest.yaml b/join-act-mooc/tasks/student-distinct-activities/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..873c2c10bf72b949c0f344fe6e25fa74fb5f5a3c --- /dev/null +++ b/join-act-mooc/tasks/student-distinct-activities/manifest.yaml @@ -0,0 +1,10 @@ +name: student-distinct-activities +kind: external +task_type: regression +description: Predict how many distinct activities a student will interact with next window. +entity_table: students +entity_col: student_id +target_col: distinct_activities +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-distinct-activities/train.parquet b/join-act-mooc/tasks/student-distinct-activities/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-distinct-activities/train.parquet rename to join-act-mooc/tasks/student-distinct-activities/train.parquet diff --git a/join-act-mooc/tasks/student-dropout/manifest.yaml b/join-act-mooc/tasks/student-dropout/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7834457cb0fb9a0e909bc43f6740cb753a33843d --- /dev/null +++ b/join-act-mooc/tasks/student-dropout/manifest.yaml @@ -0,0 +1,10 @@ +name: student-dropout +kind: external +task_type: binary_classification +description: Predict whether a student has no interactions in the next time window (dropout) +entity_table: students +entity_col: student_id +target_col: predict_student_dropout +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-dropout/train.parquet b/join-act-mooc/tasks/student-dropout/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-dropout/train.parquet rename to join-act-mooc/tasks/student-dropout/train.parquet diff --git a/join-act-mooc/tasks/student-engagement-concentration/manifest.yaml b/join-act-mooc/tasks/student-engagement-concentration/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cb27c7f1cdea72ac11d568a29e6a376c04932a82 --- /dev/null +++ b/join-act-mooc/tasks/student-engagement-concentration/manifest.yaml @@ -0,0 +1,10 @@ +name: student-engagement-concentration +kind: external +task_type: regression +description: Student's share of the total platform-wide feature0 sum in the next window. +entity_table: students +entity_col: student_id +target_col: share +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-engagement-concentration/train.parquet b/join-act-mooc/tasks/student-engagement-concentration/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-engagement-concentration/train.parquet rename to join-act-mooc/tasks/student-engagement-concentration/train.parquet diff --git a/join-act-mooc/tasks/student-feature0-spike/manifest.yaml b/join-act-mooc/tasks/student-feature0-spike/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cb83c727fe3c0e3dc08024dc20c60d0238a4135f --- /dev/null +++ b/join-act-mooc/tasks/student-feature0-spike/manifest.yaml @@ -0,0 +1,10 @@ +name: student-feature0-spike +kind: external +task_type: binary_classification +description: Predict whether a student hits a feature0 value above 5 (max feature0 > 5) next window. +entity_table: students +entity_col: student_id +target_col: feat0_spike +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-feature0-spike/train.parquet b/join-act-mooc/tasks/student-feature0-spike/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-feature0-spike/train.parquet rename to join-act-mooc/tasks/student-feature0-spike/train.parquet diff --git a/join-act-mooc/tasks/student-feature0-volatility/manifest.yaml b/join-act-mooc/tasks/student-feature0-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..16146af0719ced60e0bddfb093b9f8a2f3b4b9b2 --- /dev/null +++ b/join-act-mooc/tasks/student-feature0-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: student-feature0-volatility +kind: external +task_type: regression +description: Predict the standard deviation of a student's feature0 values across interactions next window. +entity_table: students +entity_col: student_id +target_col: feature0_std +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-feature0-volatility/train.parquet b/join-act-mooc/tasks/student-feature0-volatility/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-feature0-volatility/train.parquet rename to join-act-mooc/tasks/student-feature0-volatility/train.parquet diff --git a/join-act-mooc/tasks/student-feature1-change/manifest.yaml b/join-act-mooc/tasks/student-feature1-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e05e153c66a5bcc2789755764c17b0d8f9804616 --- /dev/null +++ b/join-act-mooc/tasks/student-feature1-change/manifest.yaml @@ -0,0 +1,10 @@ +name: student-feature1-change +kind: external +task_type: regression +description: Predict the change in a student's mean feature1 from the current window to the next window. +entity_table: students +entity_col: student_id +target_col: feature1_delta +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-feature1-change/train.parquet b/join-act-mooc/tasks/student-feature1-change/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-feature1-change/train.parquet rename to join-act-mooc/tasks/student-feature1-change/train.parquet diff --git a/join-act-mooc/tasks/student-feature1-to-feature0-ratio/manifest.yaml b/join-act-mooc/tasks/student-feature1-to-feature0-ratio/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..81adbc453ca31d7e0bc18bf846dd7968fce4644b --- /dev/null +++ b/join-act-mooc/tasks/student-feature1-to-feature0-ratio/manifest.yaml @@ -0,0 +1,10 @@ +name: student-feature1-to-feature0-ratio +kind: external +task_type: regression +description: Ratio of the student's feature1 sum to feature0 sum in the next window (relative engagement signal). +entity_table: students +entity_col: student_id +target_col: f1_f0_ratio +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-feature1-to-feature0-ratio/train.parquet b/join-act-mooc/tasks/student-feature1-to-feature0-ratio/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-feature1-to-feature0-ratio/train.parquet rename to join-act-mooc/tasks/student-feature1-to-feature0-ratio/train.parquet diff --git a/join-act-mooc/tasks/student-has-interaction/manifest.yaml b/join-act-mooc/tasks/student-has-interaction/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8f17059876084a94458901bceb710544c9d98bb3 --- /dev/null +++ b/join-act-mooc/tasks/student-has-interaction/manifest.yaml @@ -0,0 +1,10 @@ +name: student-has-interaction +kind: external +task_type: binary_classification +description: Predict whether a student has any interactions in the next time window +entity_table: students +entity_col: student_id +target_col: predict_student_has_interaction +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-has-interaction/train.parquet b/join-act-mooc/tasks/student-has-interaction/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-has-interaction/train.parquet rename to join-act-mooc/tasks/student-has-interaction/train.parquet diff --git a/join-act-mooc/tasks/student-has-positive-label/manifest.yaml b/join-act-mooc/tasks/student-has-positive-label/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..80a18d6083e8f7457df4fd2458809ae7ec53b835 --- /dev/null +++ b/join-act-mooc/tasks/student-has-positive-label/manifest.yaml @@ -0,0 +1,10 @@ +name: student-has-positive-label +kind: external +task_type: binary_classification +description: Predict whether the student has at least one positive-label event next window. +entity_table: students +entity_col: student_id +target_col: has_positive +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-has-positive-label/train.parquet b/join-act-mooc/tasks/student-has-positive-label/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-has-positive-label/train.parquet rename to join-act-mooc/tasks/student-has-positive-label/train.parquet diff --git a/join-act-mooc/tasks/student-high-engagement/manifest.yaml b/join-act-mooc/tasks/student-high-engagement/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d30cfd578a707fea9559d630c1fd85f26aa1f7eb --- /dev/null +++ b/join-act-mooc/tasks/student-high-engagement/manifest.yaml @@ -0,0 +1,10 @@ +name: student-high-engagement +kind: external +task_type: binary_classification +description: Predict whether a student's mean feature1 exceeds the median over the next time window +entity_table: students +entity_col: student_id +target_col: pred_feature1 +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-high-engagement/train.parquet b/join-act-mooc/tasks/student-high-engagement/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-high-engagement/train.parquet rename to join-act-mooc/tasks/student-high-engagement/train.parquet diff --git a/join-act-mooc/tasks/student-interaction-count-long/manifest.yaml b/join-act-mooc/tasks/student-interaction-count-long/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..55640c07bc9d38b8805490cc94a5039a7fa8e26c --- /dev/null +++ b/join-act-mooc/tasks/student-interaction-count-long/manifest.yaml @@ -0,0 +1,10 @@ +name: student-interaction-count-long +kind: external +task_type: regression +description: Predict how many interactions a student makes over a 2x horizon. +entity_table: students +entity_col: student_id +target_col: count_long +time_col: timestamp +timedelta: 0 days 11:41:36.400000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-interaction-count-long/train.parquet b/join-act-mooc/tasks/student-interaction-count-long/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-interaction-count-long/train.parquet rename to join-act-mooc/tasks/student-interaction-count-long/train.parquet diff --git a/join-act-mooc/tasks/student-interaction-count/manifest.yaml b/join-act-mooc/tasks/student-interaction-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..01f61171e71211c27dc0c8b868a0125ffe9a8c64 --- /dev/null +++ b/join-act-mooc/tasks/student-interaction-count/manifest.yaml @@ -0,0 +1,10 @@ +name: student-interaction-count +kind: external +task_type: regression +description: Predict the number of interactions a student has over the next time window (engagement level) +entity_table: students +entity_col: student_id +target_col: predict_student_interaction_count +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-interaction-count/train.parquet b/join-act-mooc/tasks/student-interaction-count/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-interaction-count/train.parquet rename to join-act-mooc/tasks/student-interaction-count/train.parquet diff --git a/join-act-mooc/tasks/student-interaction-trend/manifest.yaml b/join-act-mooc/tasks/student-interaction-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..92eac9bce834c065e41ea29de9ca3167dfa4de33 --- /dev/null +++ b/join-act-mooc/tasks/student-interaction-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: student-interaction-trend +kind: external +task_type: binary_classification +description: Predict whether a student's interaction count increases in the next window compared to the current window. +entity_table: students +entity_col: student_id +target_col: interaction_count_trend +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-interaction-trend/train.parquet b/join-act-mooc/tasks/student-interaction-trend/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-interaction-trend/train.parquet rename to join-act-mooc/tasks/student-interaction-trend/train.parquet diff --git a/join-act-mooc/tasks/student-max-feature0/manifest.yaml b/join-act-mooc/tasks/student-max-feature0/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0d7c67c70d048957236aac06986c241744c4ee56 --- /dev/null +++ b/join-act-mooc/tasks/student-max-feature0/manifest.yaml @@ -0,0 +1,10 @@ +name: student-max-feature0 +kind: external +task_type: regression +description: Predict the peak feature0 value observed for a student next window. +entity_table: students +entity_col: student_id +target_col: max_feature0 +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-max-feature0/train.parquet b/join-act-mooc/tasks/student-max-feature0/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-max-feature0/train.parquet rename to join-act-mooc/tasks/student-max-feature0/train.parquet diff --git a/join-act-mooc/tasks/student-max-feature3/manifest.yaml b/join-act-mooc/tasks/student-max-feature3/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..53f8f2d740c13a428420753e7e80d10c50721175 --- /dev/null +++ b/join-act-mooc/tasks/student-max-feature3/manifest.yaml @@ -0,0 +1,10 @@ +name: student-max-feature3 +kind: external +task_type: regression +description: Predict the peak feature3 value observed for a student next window. +entity_table: students +entity_col: student_id +target_col: max_feature3 +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-max-feature3/train.parquet b/join-act-mooc/tasks/student-max-feature3/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-max-feature3/train.parquet rename to join-act-mooc/tasks/student-max-feature3/train.parquet diff --git a/join-act-mooc/tasks/student-mean-feature0-long/manifest.yaml b/join-act-mooc/tasks/student-mean-feature0-long/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..523a60c7c94e9e19ca3b90ee257e268fce69c938 --- /dev/null +++ b/join-act-mooc/tasks/student-mean-feature0-long/manifest.yaml @@ -0,0 +1,10 @@ +name: student-mean-feature0-long +kind: external +task_type: regression +description: Predict the mean feature0 value for a student over a 2x horizon. +entity_table: students +entity_col: student_id +target_col: mean_feat0_long +time_col: timestamp +timedelta: 0 days 11:41:36.400000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-mean-feature0-long/train.parquet b/join-act-mooc/tasks/student-mean-feature0-long/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-mean-feature0-long/train.parquet rename to join-act-mooc/tasks/student-mean-feature0-long/train.parquet diff --git a/join-act-mooc/tasks/student-mean-feature1/manifest.yaml b/join-act-mooc/tasks/student-mean-feature1/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..49f24fd29218f0a2cfa5e8963edfebe0629d0e52 --- /dev/null +++ b/join-act-mooc/tasks/student-mean-feature1/manifest.yaml @@ -0,0 +1,10 @@ +name: student-mean-feature1 +kind: external +task_type: regression +description: Predict mean feature1 on a student's interactions next window. +entity_table: students +entity_col: student_id +target_col: mean_feature1 +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-mean-feature1/train.parquet b/join-act-mooc/tasks/student-mean-feature1/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-mean-feature1/train.parquet rename to join-act-mooc/tasks/student-mean-feature1/train.parquet diff --git a/join-act-mooc/tasks/student-mean-feature2/manifest.yaml b/join-act-mooc/tasks/student-mean-feature2/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ad0f30f533f90abea54f5630453589c4c75195de --- /dev/null +++ b/join-act-mooc/tasks/student-mean-feature2/manifest.yaml @@ -0,0 +1,10 @@ +name: student-mean-feature2 +kind: external +task_type: regression +description: Predict mean feature2 for a student's interactions next window. +entity_table: students +entity_col: student_id +target_col: mean_feature2 +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-mean-feature2/train.parquet b/join-act-mooc/tasks/student-mean-feature2/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-mean-feature2/train.parquet rename to join-act-mooc/tasks/student-mean-feature2/train.parquet diff --git a/join-act-mooc/tasks/student-min-feature1/manifest.yaml b/join-act-mooc/tasks/student-min-feature1/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..db5b5d565a828296c2768335167a62f8b3ea2e74 --- /dev/null +++ b/join-act-mooc/tasks/student-min-feature1/manifest.yaml @@ -0,0 +1,10 @@ +name: student-min-feature1 +kind: external +task_type: regression +description: Predict the minimum feature1 value for a student's interactions next window. +entity_table: students +entity_col: student_id +target_col: min_feat1 +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-min-feature1/train.parquet b/join-act-mooc/tasks/student-min-feature1/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-min-feature1/train.parquet rename to join-act-mooc/tasks/student-min-feature1/train.parquet diff --git a/join-act-mooc/tasks/student-negative-feature2/manifest.yaml b/join-act-mooc/tasks/student-negative-feature2/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5d8a7ed975dc62f72b5788036ced06034f385e68 --- /dev/null +++ b/join-act-mooc/tasks/student-negative-feature2/manifest.yaml @@ -0,0 +1,10 @@ +name: student-negative-feature2 +kind: external +task_type: binary_classification +description: Predict whether a student's minimum feature2 value is below 0 (negative reading) next window. +entity_table: students +entity_col: student_id +target_col: neg_feat2 +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-negative-feature2/train.parquet b/join-act-mooc/tasks/student-negative-feature2/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-negative-feature2/train.parquet rename to join-act-mooc/tasks/student-negative-feature2/train.parquet diff --git a/join-act-mooc/tasks/student-new-activity-adoption/manifest.yaml b/join-act-mooc/tasks/student-new-activity-adoption/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cd10fde114d26d1ed5f7e54f8d7fa46fd68f694d --- /dev/null +++ b/join-act-mooc/tasks/student-new-activity-adoption/manifest.yaml @@ -0,0 +1,10 @@ +name: student-new-activity-adoption +kind: external +task_type: binary_classification +description: Whether the student interacts with a MOOC activity they have never touched before in the next window. +entity_table: students +entity_col: student_id +target_col: adopts_new +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-new-activity-adoption/train.parquet b/join-act-mooc/tasks/student-new-activity-adoption/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-new-activity-adoption/train.parquet rename to join-act-mooc/tasks/student-new-activity-adoption/train.parquet diff --git a/join-act-mooc/tasks/student-peer-outperform-feature2/manifest.yaml b/join-act-mooc/tasks/student-peer-outperform-feature2/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..aa14474ecae5bae22d6333dc35ff5f10b7cf53e2 --- /dev/null +++ b/join-act-mooc/tasks/student-peer-outperform-feature2/manifest.yaml @@ -0,0 +1,10 @@ +name: student-peer-outperform-feature2 +kind: external +task_type: binary_classification +description: Whether the student's mean feature2 exceeds the peer-group (activity) mean in the next window. +entity_table: students +entity_col: student_id +target_col: beats_peers_f2 +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-peer-outperform-feature2/train.parquet b/join-act-mooc/tasks/student-peer-outperform-feature2/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-peer-outperform-feature2/train.parquet rename to join-act-mooc/tasks/student-peer-outperform-feature2/train.parquet diff --git a/join-act-mooc/tasks/student-rank-improvement-by-activity/manifest.yaml b/join-act-mooc/tasks/student-rank-improvement-by-activity/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..554a4037aaa6bb07d480358dfd24f8dbc7b0e3f9 --- /dev/null +++ b/join-act-mooc/tasks/student-rank-improvement-by-activity/manifest.yaml @@ -0,0 +1,10 @@ +name: student-rank-improvement-by-activity +kind: external +task_type: binary_classification +description: Whether the student's engagement rank within an activity improves by at least 5 positions in the next window. +entity_table: students +entity_col: student_id +target_col: rank_up +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-rank-improvement-by-activity/train.parquet b/join-act-mooc/tasks/student-rank-improvement-by-activity/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-rank-improvement-by-activity/train.parquet rename to join-act-mooc/tasks/student-rank-improvement-by-activity/train.parquet diff --git a/join-act-mooc/tasks/student-rank-within-activity/manifest.yaml b/join-act-mooc/tasks/student-rank-within-activity/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bedaab16273115f7e8b6379821f9fb7859cef9a1 --- /dev/null +++ b/join-act-mooc/tasks/student-rank-within-activity/manifest.yaml @@ -0,0 +1,10 @@ +name: student-rank-within-activity +kind: external +task_type: regression +description: Student's mean engagement rank (by feature0 sum) within each activity group in the next window (1=most engaged). +entity_table: students +entity_col: student_id +target_col: mean_rank +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-rank-within-activity/train.parquet b/join-act-mooc/tasks/student-rank-within-activity/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-rank-within-activity/train.parquet rename to join-act-mooc/tasks/student-rank-within-activity/train.parquet diff --git a/join-act-mooc/tasks/student-repeats-last-activity/manifest.yaml b/join-act-mooc/tasks/student-repeats-last-activity/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..df16c9ebbd63105ce3246db712baa73666b3c480 --- /dev/null +++ b/join-act-mooc/tasks/student-repeats-last-activity/manifest.yaml @@ -0,0 +1,10 @@ +name: student-repeats-last-activity +kind: external +task_type: binary_classification +description: Whether the student's next interaction is on the same activity as their most recent past interaction. +entity_table: students +entity_col: student_id +target_col: repeats_last +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-repeats-last-activity/train.parquet b/join-act-mooc/tasks/student-repeats-last-activity/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-repeats-last-activity/train.parquet rename to join-act-mooc/tasks/student-repeats-last-activity/train.parquet diff --git a/join-act-mooc/tasks/student-return-after-dropout/manifest.yaml b/join-act-mooc/tasks/student-return-after-dropout/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c665d7e3f5d08254275808a23d6be91ee2aa7429 --- /dev/null +++ b/join-act-mooc/tasks/student-return-after-dropout/manifest.yaml @@ -0,0 +1,10 @@ +name: student-return-after-dropout +kind: external +task_type: binary_classification +description: Predict whether an inactive student will return and interact with any activity next window. +entity_table: students +entity_col: student_id +target_col: student_returned +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-return-after-dropout/train.parquet b/join-act-mooc/tasks/student-return-after-dropout/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-return-after-dropout/train.parquet rename to join-act-mooc/tasks/student-return-after-dropout/train.parquet diff --git a/join-act-mooc/tasks/student-sum-feature0/manifest.yaml b/join-act-mooc/tasks/student-sum-feature0/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..61852cd2afbbe3dc9d86196d068fb6d7683f055d --- /dev/null +++ b/join-act-mooc/tasks/student-sum-feature0/manifest.yaml @@ -0,0 +1,10 @@ +name: student-sum-feature0 +kind: external +task_type: regression +description: Predict the cumulative feature0 contribution a student makes next window. +entity_table: students +entity_col: student_id +target_col: sum_feat0 +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-sum-feature0/train.parquet b/join-act-mooc/tasks/student-sum-feature0/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-sum-feature0/train.parquet rename to join-act-mooc/tasks/student-sum-feature0/train.parquet diff --git a/join-act-mooc/tasks/student-sum-label/manifest.yaml b/join-act-mooc/tasks/student-sum-label/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..10a7ade25776aa5e4856e22cf788fd821a3db1ac --- /dev/null +++ b/join-act-mooc/tasks/student-sum-label/manifest.yaml @@ -0,0 +1,10 @@ +name: student-sum-label +kind: external +task_type: regression +description: Predict the count of labeled events (label=1) for a student next window. +entity_table: students +entity_col: student_id +target_col: label_sum +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-sum-label/train.parquet b/join-act-mooc/tasks/student-sum-label/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-sum-label/train.parquet rename to join-act-mooc/tasks/student-sum-label/train.parquet diff --git a/join-act-mooc/tasks/student-time-until-next-interaction/manifest.yaml b/join-act-mooc/tasks/student-time-until-next-interaction/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5c93f253cb714fe91fa19fc7e5ab5d5e149978eb --- /dev/null +++ b/join-act-mooc/tasks/student-time-until-next-interaction/manifest.yaml @@ -0,0 +1,10 @@ +name: student-time-until-next-interaction +kind: external +task_type: regression +description: Days until the student's next MOOC interaction event. +entity_table: students +entity_col: student_id +target_col: days_to_next +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-time-until-next-interaction/train.parquet b/join-act-mooc/tasks/student-time-until-next-interaction/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-time-until-next-interaction/train.parquet rename to join-act-mooc/tasks/student-time-until-next-interaction/train.parquet diff --git a/join-act-mooc/tasks/student-top-feature0/manifest.yaml b/join-act-mooc/tasks/student-top-feature0/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..64113d8f13997325291f59604daabe394da1decc --- /dev/null +++ b/join-act-mooc/tasks/student-top-feature0/manifest.yaml @@ -0,0 +1,10 @@ +name: student-top-feature0 +kind: external +task_type: binary_classification +description: Predict whether a student will be in the top 25% by mean feature0 next window. +entity_table: students +entity_col: student_id +target_col: is_top_feature0 +time_col: timestamp +timedelta: 0 days 05:50:48.200000 +manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-top-feature0/train.parquet b/join-act-mooc/tasks/student-top-feature0/train.parquet similarity index 100% rename from thejoin-act-mooc/tasks/predict-student-top-feature0/train.parquet rename to join-act-mooc/tasks/student-top-feature0/train.parquet diff --git a/thejoin-adventureworks2014/db/address.parquet b/join-adventureworks2014/db/address.parquet similarity index 100% rename from thejoin-adventureworks2014/db/address.parquet rename to join-adventureworks2014/db/address.parquet diff --git a/thejoin-adventureworks2014/db/addresstype.parquet b/join-adventureworks2014/db/addresstype.parquet similarity index 100% rename from thejoin-adventureworks2014/db/addresstype.parquet rename to join-adventureworks2014/db/addresstype.parquet diff --git a/thejoin-adventureworks2014/db/awbuildversion.parquet b/join-adventureworks2014/db/awbuildversion.parquet similarity index 100% rename from thejoin-adventureworks2014/db/awbuildversion.parquet rename to join-adventureworks2014/db/awbuildversion.parquet diff --git a/thejoin-adventureworks2014/db/billofmaterials.parquet b/join-adventureworks2014/db/billofmaterials.parquet similarity index 100% rename from thejoin-adventureworks2014/db/billofmaterials.parquet rename to join-adventureworks2014/db/billofmaterials.parquet diff --git a/thejoin-adventureworks2014/db/businessentity.parquet b/join-adventureworks2014/db/businessentity.parquet similarity index 100% rename from thejoin-adventureworks2014/db/businessentity.parquet rename to join-adventureworks2014/db/businessentity.parquet diff --git a/thejoin-adventureworks2014/db/businessentityaddress.parquet b/join-adventureworks2014/db/businessentityaddress.parquet similarity index 100% rename from thejoin-adventureworks2014/db/businessentityaddress.parquet rename to join-adventureworks2014/db/businessentityaddress.parquet diff --git a/thejoin-adventureworks2014/db/businessentitycontact.parquet b/join-adventureworks2014/db/businessentitycontact.parquet similarity index 100% rename from thejoin-adventureworks2014/db/businessentitycontact.parquet rename to join-adventureworks2014/db/businessentitycontact.parquet diff --git a/thejoin-adventureworks2014/db/contacttype.parquet b/join-adventureworks2014/db/contacttype.parquet similarity index 100% rename from thejoin-adventureworks2014/db/contacttype.parquet rename to join-adventureworks2014/db/contacttype.parquet diff --git a/thejoin-adventureworks2014/db/countryregion.parquet b/join-adventureworks2014/db/countryregion.parquet similarity index 100% rename from thejoin-adventureworks2014/db/countryregion.parquet rename to join-adventureworks2014/db/countryregion.parquet diff --git a/thejoin-adventureworks2014/db/countryregioncurrency.parquet b/join-adventureworks2014/db/countryregioncurrency.parquet similarity index 100% rename from thejoin-adventureworks2014/db/countryregioncurrency.parquet rename to join-adventureworks2014/db/countryregioncurrency.parquet diff --git a/thejoin-adventureworks2014/db/creditcard.parquet b/join-adventureworks2014/db/creditcard.parquet similarity index 100% rename from thejoin-adventureworks2014/db/creditcard.parquet rename to join-adventureworks2014/db/creditcard.parquet diff --git a/thejoin-adventureworks2014/db/culture.parquet b/join-adventureworks2014/db/culture.parquet similarity index 100% rename from thejoin-adventureworks2014/db/culture.parquet rename to join-adventureworks2014/db/culture.parquet diff --git a/thejoin-adventureworks2014/db/currency.parquet b/join-adventureworks2014/db/currency.parquet similarity index 100% rename from thejoin-adventureworks2014/db/currency.parquet rename to join-adventureworks2014/db/currency.parquet diff --git a/thejoin-adventureworks2014/db/currencyrate.parquet b/join-adventureworks2014/db/currencyrate.parquet similarity index 100% rename from thejoin-adventureworks2014/db/currencyrate.parquet rename to join-adventureworks2014/db/currencyrate.parquet diff --git a/thejoin-adventureworks2014/db/customer.parquet b/join-adventureworks2014/db/customer.parquet similarity index 100% rename from thejoin-adventureworks2014/db/customer.parquet rename to join-adventureworks2014/db/customer.parquet diff --git a/thejoin-adventureworks2014/db/databaselog.parquet b/join-adventureworks2014/db/databaselog.parquet similarity index 100% rename from thejoin-adventureworks2014/db/databaselog.parquet rename to join-adventureworks2014/db/databaselog.parquet diff --git a/thejoin-adventureworks2014/db/department.parquet b/join-adventureworks2014/db/department.parquet similarity index 100% rename from thejoin-adventureworks2014/db/department.parquet rename to join-adventureworks2014/db/department.parquet diff --git a/thejoin-adventureworks2014/db/document.parquet b/join-adventureworks2014/db/document.parquet similarity index 100% rename from thejoin-adventureworks2014/db/document.parquet rename to join-adventureworks2014/db/document.parquet diff --git a/thejoin-adventureworks2014/db/emailaddress.parquet b/join-adventureworks2014/db/emailaddress.parquet similarity index 100% rename from thejoin-adventureworks2014/db/emailaddress.parquet rename to join-adventureworks2014/db/emailaddress.parquet diff --git a/thejoin-adventureworks2014/db/employee.parquet b/join-adventureworks2014/db/employee.parquet similarity index 100% rename from thejoin-adventureworks2014/db/employee.parquet rename to join-adventureworks2014/db/employee.parquet diff --git a/thejoin-adventureworks2014/db/employeedepartmenthistory.parquet b/join-adventureworks2014/db/employeedepartmenthistory.parquet similarity index 100% rename from thejoin-adventureworks2014/db/employeedepartmenthistory.parquet rename to join-adventureworks2014/db/employeedepartmenthistory.parquet diff --git a/thejoin-adventureworks2014/db/employeepayhistory.parquet b/join-adventureworks2014/db/employeepayhistory.parquet similarity index 100% rename from thejoin-adventureworks2014/db/employeepayhistory.parquet rename to join-adventureworks2014/db/employeepayhistory.parquet diff --git a/thejoin-adventureworks2014/db/illustration.parquet b/join-adventureworks2014/db/illustration.parquet similarity index 100% rename from thejoin-adventureworks2014/db/illustration.parquet rename to join-adventureworks2014/db/illustration.parquet diff --git a/thejoin-adventureworks2014/db/jobcandidate.parquet b/join-adventureworks2014/db/jobcandidate.parquet similarity index 100% rename from thejoin-adventureworks2014/db/jobcandidate.parquet rename to join-adventureworks2014/db/jobcandidate.parquet diff --git a/thejoin-adventureworks2014/db/location.parquet b/join-adventureworks2014/db/location.parquet similarity index 100% rename from thejoin-adventureworks2014/db/location.parquet rename to join-adventureworks2014/db/location.parquet diff --git a/thejoin-adventureworks2014/db/password.parquet b/join-adventureworks2014/db/password.parquet similarity index 100% rename from thejoin-adventureworks2014/db/password.parquet rename to join-adventureworks2014/db/password.parquet diff --git a/thejoin-adventureworks2014/db/person.parquet b/join-adventureworks2014/db/person.parquet similarity index 100% rename from thejoin-adventureworks2014/db/person.parquet rename to join-adventureworks2014/db/person.parquet diff --git a/thejoin-adventureworks2014/db/personcreditcard.parquet b/join-adventureworks2014/db/personcreditcard.parquet similarity index 100% rename from thejoin-adventureworks2014/db/personcreditcard.parquet rename to join-adventureworks2014/db/personcreditcard.parquet diff --git a/thejoin-adventureworks2014/db/personphone.parquet b/join-adventureworks2014/db/personphone.parquet similarity index 100% rename from thejoin-adventureworks2014/db/personphone.parquet rename to join-adventureworks2014/db/personphone.parquet diff --git a/thejoin-adventureworks2014/db/phonenumbertype.parquet b/join-adventureworks2014/db/phonenumbertype.parquet similarity index 100% rename from thejoin-adventureworks2014/db/phonenumbertype.parquet rename to join-adventureworks2014/db/phonenumbertype.parquet diff --git a/thejoin-adventureworks2014/db/product.parquet b/join-adventureworks2014/db/product.parquet similarity index 100% rename from thejoin-adventureworks2014/db/product.parquet rename to join-adventureworks2014/db/product.parquet diff --git a/thejoin-adventureworks2014/db/productcategory.parquet b/join-adventureworks2014/db/productcategory.parquet similarity index 100% rename from thejoin-adventureworks2014/db/productcategory.parquet rename to join-adventureworks2014/db/productcategory.parquet diff --git a/thejoin-adventureworks2014/db/productcosthistory.parquet b/join-adventureworks2014/db/productcosthistory.parquet similarity index 100% rename from thejoin-adventureworks2014/db/productcosthistory.parquet rename to join-adventureworks2014/db/productcosthistory.parquet diff --git a/thejoin-adventureworks2014/db/productdescription.parquet b/join-adventureworks2014/db/productdescription.parquet similarity index 100% rename from thejoin-adventureworks2014/db/productdescription.parquet rename to join-adventureworks2014/db/productdescription.parquet diff --git a/thejoin-adventureworks2014/db/productdocument.parquet b/join-adventureworks2014/db/productdocument.parquet similarity index 100% rename from thejoin-adventureworks2014/db/productdocument.parquet rename to join-adventureworks2014/db/productdocument.parquet diff --git a/thejoin-adventureworks2014/db/productinventory.parquet b/join-adventureworks2014/db/productinventory.parquet similarity index 100% rename from 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a/thejoin-adventureworks2014/db/productmodelproductdescriptionculture.parquet b/join-adventureworks2014/db/productmodelproductdescriptionculture.parquet similarity index 100% rename from thejoin-adventureworks2014/db/productmodelproductdescriptionculture.parquet rename to join-adventureworks2014/db/productmodelproductdescriptionculture.parquet diff --git a/thejoin-adventureworks2014/db/productphoto.parquet b/join-adventureworks2014/db/productphoto.parquet similarity index 100% rename from thejoin-adventureworks2014/db/productphoto.parquet rename to join-adventureworks2014/db/productphoto.parquet diff --git a/thejoin-adventureworks2014/db/productproductphoto.parquet b/join-adventureworks2014/db/productproductphoto.parquet similarity index 100% rename from thejoin-adventureworks2014/db/productproductphoto.parquet rename to join-adventureworks2014/db/productproductphoto.parquet diff --git a/thejoin-adventureworks2014/db/productreview.parquet b/join-adventureworks2014/db/productreview.parquet similarity index 100% rename from thejoin-adventureworks2014/db/productreview.parquet rename to join-adventureworks2014/db/productreview.parquet diff --git a/thejoin-adventureworks2014/db/productsubcategory.parquet b/join-adventureworks2014/db/productsubcategory.parquet similarity index 100% rename from thejoin-adventureworks2014/db/productsubcategory.parquet rename to join-adventureworks2014/db/productsubcategory.parquet diff --git a/thejoin-adventureworks2014/db/productvendor.parquet b/join-adventureworks2014/db/productvendor.parquet similarity index 100% rename from thejoin-adventureworks2014/db/productvendor.parquet rename to join-adventureworks2014/db/productvendor.parquet diff --git a/thejoin-adventureworks2014/db/purchaseorderdetail.parquet b/join-adventureworks2014/db/purchaseorderdetail.parquet similarity index 100% rename from thejoin-adventureworks2014/db/purchaseorderdetail.parquet rename to join-adventureworks2014/db/purchaseorderdetail.parquet diff --git a/thejoin-adventureworks2014/db/purchaseorderheader.parquet b/join-adventureworks2014/db/purchaseorderheader.parquet similarity index 100% rename from thejoin-adventureworks2014/db/purchaseorderheader.parquet rename to join-adventureworks2014/db/purchaseorderheader.parquet diff --git a/thejoin-adventureworks2014/db/salesorderdetail.parquet b/join-adventureworks2014/db/salesorderdetail.parquet similarity index 100% rename from thejoin-adventureworks2014/db/salesorderdetail.parquet rename to join-adventureworks2014/db/salesorderdetail.parquet diff --git a/thejoin-adventureworks2014/db/salesorderheader.parquet b/join-adventureworks2014/db/salesorderheader.parquet similarity index 100% rename from thejoin-adventureworks2014/db/salesorderheader.parquet rename to join-adventureworks2014/db/salesorderheader.parquet diff --git a/thejoin-adventureworks2014/db/salesorderheadersalesreason.parquet b/join-adventureworks2014/db/salesorderheadersalesreason.parquet similarity index 100% rename from thejoin-adventureworks2014/db/salesorderheadersalesreason.parquet rename to join-adventureworks2014/db/salesorderheadersalesreason.parquet diff --git a/thejoin-adventureworks2014/db/salesperson.parquet b/join-adventureworks2014/db/salesperson.parquet similarity index 100% rename from thejoin-adventureworks2014/db/salesperson.parquet rename to join-adventureworks2014/db/salesperson.parquet diff --git a/thejoin-adventureworks2014/db/salespersonquotahistory.parquet b/join-adventureworks2014/db/salespersonquotahistory.parquet similarity index 100% rename from thejoin-adventureworks2014/db/salespersonquotahistory.parquet rename to join-adventureworks2014/db/salespersonquotahistory.parquet diff --git a/thejoin-adventureworks2014/db/salesreason.parquet b/join-adventureworks2014/db/salesreason.parquet similarity index 100% rename from thejoin-adventureworks2014/db/salesreason.parquet rename to join-adventureworks2014/db/salesreason.parquet diff --git a/thejoin-adventureworks2014/db/salestaxrate.parquet b/join-adventureworks2014/db/salestaxrate.parquet similarity index 100% rename from thejoin-adventureworks2014/db/salestaxrate.parquet rename to join-adventureworks2014/db/salestaxrate.parquet diff --git a/thejoin-adventureworks2014/db/salesterritory.parquet b/join-adventureworks2014/db/salesterritory.parquet similarity index 100% rename from thejoin-adventureworks2014/db/salesterritory.parquet rename to join-adventureworks2014/db/salesterritory.parquet diff --git a/thejoin-adventureworks2014/db/salesterritoryhistory.parquet b/join-adventureworks2014/db/salesterritoryhistory.parquet similarity index 100% rename from thejoin-adventureworks2014/db/salesterritoryhistory.parquet rename to join-adventureworks2014/db/salesterritoryhistory.parquet diff --git a/thejoin-adventureworks2014/db/scrapreason.parquet b/join-adventureworks2014/db/scrapreason.parquet similarity index 100% rename from thejoin-adventureworks2014/db/scrapreason.parquet rename to join-adventureworks2014/db/scrapreason.parquet diff --git a/thejoin-adventureworks2014/db/shift.parquet b/join-adventureworks2014/db/shift.parquet similarity index 100% rename from thejoin-adventureworks2014/db/shift.parquet rename to join-adventureworks2014/db/shift.parquet diff --git a/thejoin-adventureworks2014/db/shipmethod.parquet b/join-adventureworks2014/db/shipmethod.parquet similarity index 100% rename from thejoin-adventureworks2014/db/shipmethod.parquet rename to join-adventureworks2014/db/shipmethod.parquet diff --git a/thejoin-adventureworks2014/db/shoppingcartitem.parquet b/join-adventureworks2014/db/shoppingcartitem.parquet similarity index 100% rename from thejoin-adventureworks2014/db/shoppingcartitem.parquet rename to join-adventureworks2014/db/shoppingcartitem.parquet diff --git a/thejoin-adventureworks2014/db/specialoffer.parquet b/join-adventureworks2014/db/specialoffer.parquet similarity index 100% rename from thejoin-adventureworks2014/db/specialoffer.parquet rename to join-adventureworks2014/db/specialoffer.parquet diff --git a/thejoin-adventureworks2014/db/specialofferproduct.parquet b/join-adventureworks2014/db/specialofferproduct.parquet similarity index 100% rename from thejoin-adventureworks2014/db/specialofferproduct.parquet rename to join-adventureworks2014/db/specialofferproduct.parquet diff --git a/thejoin-adventureworks2014/db/stateprovince.parquet b/join-adventureworks2014/db/stateprovince.parquet similarity index 100% rename from thejoin-adventureworks2014/db/stateprovince.parquet rename to join-adventureworks2014/db/stateprovince.parquet diff --git a/thejoin-adventureworks2014/db/store.parquet b/join-adventureworks2014/db/store.parquet similarity index 100% rename from thejoin-adventureworks2014/db/store.parquet rename to join-adventureworks2014/db/store.parquet diff --git a/thejoin-adventureworks2014/db/transactionhistory.parquet b/join-adventureworks2014/db/transactionhistory.parquet similarity index 100% rename from thejoin-adventureworks2014/db/transactionhistory.parquet rename to join-adventureworks2014/db/transactionhistory.parquet diff --git a/thejoin-adventureworks2014/db/transactionhistoryarchive.parquet b/join-adventureworks2014/db/transactionhistoryarchive.parquet similarity index 100% rename from thejoin-adventureworks2014/db/transactionhistoryarchive.parquet rename to join-adventureworks2014/db/transactionhistoryarchive.parquet diff --git a/thejoin-adventureworks2014/db/unitmeasure.parquet b/join-adventureworks2014/db/unitmeasure.parquet similarity index 100% rename from thejoin-adventureworks2014/db/unitmeasure.parquet rename to join-adventureworks2014/db/unitmeasure.parquet diff --git a/thejoin-adventureworks2014/db/vendor.parquet b/join-adventureworks2014/db/vendor.parquet similarity index 100% rename from thejoin-adventureworks2014/db/vendor.parquet rename to join-adventureworks2014/db/vendor.parquet diff --git a/thejoin-adventureworks2014/db/workorder.parquet b/join-adventureworks2014/db/workorder.parquet similarity index 100% rename from thejoin-adventureworks2014/db/workorder.parquet rename to join-adventureworks2014/db/workorder.parquet diff --git a/thejoin-adventureworks2014/db/workorderrouting.parquet b/join-adventureworks2014/db/workorderrouting.parquet similarity index 100% rename from thejoin-adventureworks2014/db/workorderrouting.parquet rename to join-adventureworks2014/db/workorderrouting.parquet diff --git a/join-adventureworks2014/manifest.yaml b/join-adventureworks2014/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b9bd26a213da6cc58d90e4c60441726428e8c48a --- /dev/null +++ b/join-adventureworks2014/manifest.yaml @@ -0,0 +1,374 @@ +name: join-adventureworks2014 +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + address: + pkey: address_id + time_col: modified_date + fkeys: + state_province_id: stateprovince + addresstype: + pkey: address_type_id + time_col: null + fkeys: {} + awbuildversion: + pkey: system_information_id + time_col: null + fkeys: {} + billofmaterials: + pkey: bill_of_materials_id + time_col: modified_date + fkeys: + unit_measure_code: unitmeasure + component_id: product + product_assembly_id: product + businessentity: + pkey: business_entity_id + time_col: modified_date + fkeys: {} + businessentityaddress: + pkey: __PK__ + time_col: modified_date + fkeys: + address_type_id: addresstype + address_id: address + business_entity_id: businessentity + businessentitycontact: + pkey: __PK__ + time_col: modified_date + fkeys: + business_entity_id: businessentity + contact_type_id: contacttype + person_id: person + contacttype: + pkey: contact_type_id + time_col: null + fkeys: {} + countryregion: + pkey: country_region_code + time_col: null + fkeys: {} + countryregioncurrency: + pkey: null + time_col: null + fkeys: + country_region_code: countryregion + currency_code: currency + creditcard: + pkey: credit_card_id + time_col: exp_year + fkeys: {} + culture: + pkey: culture_id + time_col: null + fkeys: {} + currency: + pkey: currency_code + time_col: null + fkeys: {} + currencyrate: + pkey: currency_rate_id + time_col: modified_date + fkeys: + from_currency_code: currency + to_currency_code: currency + customer: + pkey: customer_id + time_col: null + fkeys: + person_id: person + territory_id: salesterritory + store_id: store + databaselog: + pkey: database_log_id + time_col: post_time + fkeys: {} + department: + pkey: department_id + time_col: null + fkeys: {} + document: + pkey: document_node + time_col: modified_date + fkeys: + owner: employee + emailaddress: + pkey: __PK__ + time_col: modified_date + fkeys: + business_entity_id: person + employee: + pkey: __PK__ + time_col: birth_date + fkeys: + business_entity_id: person + employeedepartmenthistory: + pkey: null + time_col: start_date + fkeys: + department_id: department + business_entity_id: employee + shift_id: shift + employeepayhistory: + pkey: null + time_col: rate_change_date + fkeys: + business_entity_id: employee + illustration: + pkey: illustration_id + time_col: null + fkeys: {} + jobcandidate: + pkey: job_candidate_id + time_col: null + fkeys: + business_entity_id: employee + location: + pkey: location_id + time_col: null + fkeys: {} + password: + pkey: __PK__ + time_col: modified_date + fkeys: + business_entity_id: person + person: + pkey: __PK__ + time_col: modified_date + fkeys: + business_entity_id: businessentity + personcreditcard: + pkey: __PK__ + time_col: modified_date + fkeys: + credit_card_id: creditcard + business_entity_id: person + personphone: + pkey: __PK__ + time_col: modified_date + fkeys: + business_entity_id: person + phone_number_type_id: phonenumbertype + phonenumbertype: + pkey: phone_number_type_id + time_col: null + fkeys: {} + product: + pkey: product_id + time_col: sell_start_date + fkeys: + product_model_id: productmodel + product_subcategory_id: productsubcategory + size_unit_measure_code: unitmeasure + weight_unit_measure_code: unitmeasure + productcategory: + pkey: product_category_id + time_col: null + fkeys: {} + productcosthistory: + pkey: null + time_col: modified_date + fkeys: + product_id: product + productdescription: + pkey: product_description_id + time_col: null + fkeys: {} + productdocument: + pkey: null + time_col: null + fkeys: + document_node: document + product_id: product + productinventory: + pkey: null + time_col: modified_date + fkeys: + location_id: location + product_id: product + productlistpricehistory: + pkey: null + time_col: modified_date + fkeys: + product_id: product + productmodel: + pkey: product_model_id + time_col: modified_date + fkeys: {} + productmodelillustration: + pkey: null + time_col: null + fkeys: + illustration_id: illustration + product_model_id: productmodel + productmodelproductdescriptionculture: + pkey: __PK__ + time_col: null + fkeys: + product_description_id: productdescription + product_model_id: productmodel + culture_id: culture + productphoto: + pkey: product_photo_id + time_col: modified_date + fkeys: {} + productproductphoto: + pkey: __PK__ + time_col: modified_date + fkeys: + product_id: product + product_photo_id: productphoto + productreview: + pkey: product_review_id + time_col: modified_date + fkeys: + product_id: product + productsubcategory: + pkey: product_subcategory_id + time_col: null + fkeys: + product_category_id: productcategory + productvendor: + pkey: null + time_col: last_receipt_date + fkeys: + product_id: product + unit_measure_code: unitmeasure + business_entity_id: vendor + purchaseorderdetail: + pkey: purchase_order_detail_id + time_col: due_date + fkeys: + product_id: product + purchase_order_id: purchaseorderheader + purchaseorderheader: + pkey: purchase_order_id + time_col: order_date + fkeys: + employee_id: employee + ship_method_id: shipmethod + vendor_id: vendor + salesorderdetail: + pkey: sales_order_detail_id + time_col: modified_date + fkeys: + sales_order_id: salesorderheader + salesorderheader: + pkey: sales_order_id + time_col: modified_date + fkeys: + credit_card_id: creditcard + currency_rate_id: currencyrate + territory_id: salesterritory + ship_method_id: shipmethod + bill_to_address_id: address + ship_to_address_id: address + customer_id: customer + sales_person_id: salesperson + salesorderheadersalesreason: + pkey: null + time_col: modified_date + fkeys: + sales_reason_id: salesreason + sales_order_id: salesorderheader + salesperson: + pkey: __PK__ + time_col: modified_date + fkeys: + business_entity_id: employee + territory_id: salesterritory + salespersonquotahistory: + pkey: null + time_col: modified_date + fkeys: + business_entity_id: salesperson + salesreason: + pkey: sales_reason_id + time_col: null + fkeys: {} + salestaxrate: + pkey: sales_tax_rate_id + time_col: null + fkeys: + state_province_id: stateprovince + salesterritory: + pkey: territory_id + time_col: null + fkeys: + country_region_code: countryregion + salesterritoryhistory: + pkey: null + time_col: modified_date + fkeys: + territory_id: salesterritory + business_entity_id: salesperson + scrapreason: + pkey: scrap_reason_id + time_col: null + fkeys: {} + shift: + pkey: shift_id + time_col: null + fkeys: {} + shipmethod: + pkey: ship_method_id + time_col: null + fkeys: {} + shoppingcartitem: + pkey: shopping_cart_item_id + time_col: null + fkeys: + product_id: product + specialoffer: + pkey: special_offer_id + time_col: end_date + fkeys: {} + specialofferproduct: + pkey: null + time_col: modified_date + fkeys: + special_offer_id: specialoffer + product_id: product + stateprovince: + pkey: state_province_id + time_col: null + fkeys: + country_region_code: countryregion + territory_id: salesterritory + store: + pkey: __PK__ + time_col: null + fkeys: + business_entity_id: businessentity + sales_person_id: salesperson + transactionhistory: + pkey: transaction_id + time_col: modified_date + fkeys: + product_id: product + transactionhistoryarchive: + pkey: transaction_id + time_col: modified_date + fkeys: {} + unitmeasure: + pkey: unit_measure_code + time_col: null + fkeys: {} + vendor: + pkey: __PK__ + time_col: modified_date + fkeys: + business_entity_id: businessentity + workorder: + pkey: work_order_id + time_col: end_date + fkeys: + scrap_reason_id: scrapreason + product_id: product + workorderrouting: + pkey: null + time_col: scheduled_end_date + fkeys: + work_order_id: workorder + location_id: location diff --git a/thejoin-airline/db/l_airline_id.parquet b/join-airline/db/l_airline_id.parquet similarity index 100% rename from thejoin-airline/db/l_airline_id.parquet rename to join-airline/db/l_airline_id.parquet diff --git a/thejoin-airline/db/l_airport.parquet b/join-airline/db/l_airport.parquet similarity index 100% rename from thejoin-airline/db/l_airport.parquet rename to join-airline/db/l_airport.parquet diff --git a/thejoin-airline/db/l_airport_id.parquet b/join-airline/db/l_airport_id.parquet similarity index 100% rename from thejoin-airline/db/l_airport_id.parquet rename to join-airline/db/l_airport_id.parquet diff --git a/thejoin-airline/db/l_airport_seq_id.parquet b/join-airline/db/l_airport_seq_id.parquet similarity index 100% rename from thejoin-airline/db/l_airport_seq_id.parquet rename to join-airline/db/l_airport_seq_id.parquet diff --git a/thejoin-airline/db/l_cancellation.parquet b/join-airline/db/l_cancellation.parquet similarity index 100% rename from thejoin-airline/db/l_cancellation.parquet rename to join-airline/db/l_cancellation.parquet diff --git a/thejoin-airline/db/l_city_market_id.parquet b/join-airline/db/l_city_market_id.parquet similarity index 100% rename from thejoin-airline/db/l_city_market_id.parquet rename to join-airline/db/l_city_market_id.parquet diff --git a/thejoin-airline/db/l_deparrblk.parquet b/join-airline/db/l_deparrblk.parquet similarity index 100% rename from thejoin-airline/db/l_deparrblk.parquet rename to join-airline/db/l_deparrblk.parquet diff --git a/thejoin-airline/db/l_distance_group_250.parquet b/join-airline/db/l_distance_group_250.parquet similarity index 100% rename from thejoin-airline/db/l_distance_group_250.parquet rename to join-airline/db/l_distance_group_250.parquet diff --git a/thejoin-airline/db/l_diversions.parquet b/join-airline/db/l_diversions.parquet similarity index 100% rename from thejoin-airline/db/l_diversions.parquet rename to join-airline/db/l_diversions.parquet diff --git a/thejoin-airline/db/l_months.parquet b/join-airline/db/l_months.parquet similarity index 100% rename from thejoin-airline/db/l_months.parquet rename to join-airline/db/l_months.parquet diff --git a/thejoin-airline/db/l_ontime_delay_groups.parquet b/join-airline/db/l_ontime_delay_groups.parquet similarity index 100% rename from thejoin-airline/db/l_ontime_delay_groups.parquet rename to join-airline/db/l_ontime_delay_groups.parquet diff --git a/thejoin-airline/db/l_quarters.parquet b/join-airline/db/l_quarters.parquet similarity index 100% rename from thejoin-airline/db/l_quarters.parquet rename to join-airline/db/l_quarters.parquet diff --git a/thejoin-airline/db/l_state_abr_aviation.parquet b/join-airline/db/l_state_abr_aviation.parquet similarity index 100% rename from thejoin-airline/db/l_state_abr_aviation.parquet rename to join-airline/db/l_state_abr_aviation.parquet diff --git a/thejoin-airline/db/l_state_fips.parquet b/join-airline/db/l_state_fips.parquet similarity index 100% rename from thejoin-airline/db/l_state_fips.parquet rename to join-airline/db/l_state_fips.parquet diff --git a/thejoin-airline/db/l_unique_carriers.parquet b/join-airline/db/l_unique_carriers.parquet similarity index 100% rename from thejoin-airline/db/l_unique_carriers.parquet rename to join-airline/db/l_unique_carriers.parquet diff --git a/thejoin-airline/db/l_weekdays.parquet b/join-airline/db/l_weekdays.parquet similarity index 100% rename from thejoin-airline/db/l_weekdays.parquet rename to join-airline/db/l_weekdays.parquet diff --git a/thejoin-airline/db/l_world_area_codes.parquet b/join-airline/db/l_world_area_codes.parquet similarity index 100% rename from thejoin-airline/db/l_world_area_codes.parquet rename to join-airline/db/l_world_area_codes.parquet diff --git a/thejoin-airline/db/l_yesno_resp.parquet b/join-airline/db/l_yesno_resp.parquet similarity index 100% rename from thejoin-airline/db/l_yesno_resp.parquet rename to join-airline/db/l_yesno_resp.parquet diff --git a/thejoin-airline/db/on_time_on_time_performance_2016_1.parquet b/join-airline/db/on_time_on_time_performance_2016_1.parquet similarity index 100% rename from thejoin-airline/db/on_time_on_time_performance_2016_1.parquet rename to join-airline/db/on_time_on_time_performance_2016_1.parquet diff --git a/join-airline/manifest.yaml b/join-airline/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8a578cded5832150b77390af05aa1900900c9b2a --- /dev/null +++ b/join-airline/manifest.yaml @@ -0,0 +1,114 @@ +name: join-airline +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + l_airline_id: + pkey: code + time_col: null + fkeys: {} + l_airport: + pkey: code + time_col: null + fkeys: {} + l_airport_id: + pkey: code + time_col: null + fkeys: {} + l_airport_seq_id: + pkey: code + time_col: null + fkeys: {} + l_cancellation: + pkey: code + time_col: null + fkeys: {} + l_city_market_id: + pkey: code + time_col: null + fkeys: {} + l_deparrblk: + pkey: code + time_col: null + fkeys: {} + l_distance_group_250: + pkey: code + time_col: null + fkeys: {} + l_diversions: + pkey: code + time_col: null + fkeys: {} + l_months: + pkey: code + time_col: null + fkeys: {} + l_ontime_delay_groups: + pkey: code + time_col: null + fkeys: {} + l_quarters: + pkey: code + time_col: null + fkeys: {} + l_state_abr_aviation: + pkey: code + time_col: null + fkeys: {} + l_state_fips: + pkey: code + time_col: null + fkeys: {} + l_unique_carriers: + pkey: code + time_col: null + fkeys: {} + l_weekdays: + pkey: code + time_col: null + fkeys: {} + l_world_area_codes: + pkey: code + time_col: null + fkeys: {} + l_yesno_resp: + pkey: code + time_col: null + fkeys: {} + on_time_on_time_performance_2016_1: + pkey: null + time_col: flight_date + fkeys: + arr_del15: l_yesno_resp + arrival_delay_groups: l_ontime_delay_groups + cancelled: l_yesno_resp + day_of_week: l_weekdays + dep_del15: l_yesno_resp + departure_delay_groups: l_ontime_delay_groups + dest_state_fips: l_state_fips + dest_wac: l_world_area_codes + distance_group: l_distance_group_250 + div_airport_landings: l_diversions + diverted: l_yesno_resp + month: l_months + origin_state_fips: l_state_fips + origin_wac: l_world_area_codes + quarter: l_quarters + airline_id: l_airline_id + cancellation_code: l_cancellation + dep_time_blk: l_deparrblk + dest_airport_id: l_airport_id + dest_airport_seq_id: l_airport_seq_id + dest_city_market_id: l_city_market_id + dest_state: l_state_abr_aviation + dest: l_airport + div1_airport_id: l_airport_id + div1_airport_seq_id: l_airport_seq_id + div2_airport_id: l_airport_id + div2_airport_seq_id: l_airport_seq_id + origin_airport_id: l_airport_id + origin_airport_seq_id: l_airport_seq_id + origin_city_market_id: l_city_market_id + origin_state: l_state_abr_aviation + origin: l_airport + unique_carrier: l_unique_carriers diff --git a/thejoin-amazon-appliances/db/products.parquet b/join-amazon-appliances/db/products.parquet similarity index 100% rename from thejoin-amazon-appliances/db/products.parquet rename to join-amazon-appliances/db/products.parquet diff --git a/thejoin-amazon-appliances/db/reviewers.parquet b/join-amazon-appliances/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-appliances/db/reviewers.parquet rename to join-amazon-appliances/db/reviewers.parquet diff --git a/thejoin-amazon-appliances/db/reviews.parquet b/join-amazon-appliances/db/reviews.parquet similarity index 100% rename from thejoin-amazon-appliances/db/reviews.parquet rename to join-amazon-appliances/db/reviews.parquet diff --git a/join-amazon-appliances/manifest.yaml b/join-amazon-appliances/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..983a06bea5255e80c606d518511105c563df744c --- /dev/null +++ b/join-amazon-appliances/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-appliances +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/thejoin-amazon-arts-crafts/db/products.parquet b/join-amazon-arts-crafts/db/products.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/db/products.parquet rename to join-amazon-arts-crafts/db/products.parquet diff --git a/thejoin-amazon-arts-crafts/db/reviewers.parquet b/join-amazon-arts-crafts/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/db/reviewers.parquet rename to join-amazon-arts-crafts/db/reviewers.parquet diff --git a/thejoin-amazon-arts-crafts/db/reviews.parquet b/join-amazon-arts-crafts/db/reviews.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/db/reviews.parquet rename to join-amazon-arts-crafts/db/reviews.parquet diff --git a/join-amazon-arts-crafts/manifest.yaml b/join-amazon-arts-crafts/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..85eb8bccfa6cec12a200bc60430bb9df35e8d7a7 --- /dev/null +++ b/join-amazon-arts-crafts/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-arts-crafts +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/join-amazon-arts-crafts/tasks/product-avg-rating/manifest.yaml b/join-amazon-arts-crafts/tasks/product-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c1bcef9fd3288553dbf40decdd59b46ffa9e8634 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/product-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-avg-rating +kind: external +task_type: regression +description: Predict the mean star rating an arts and crafts product will receive in the next window. +entity_table: products +entity_col: product_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-avg-rating/train.parquet b/join-amazon-arts-crafts/tasks/product-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-product-avg-rating/train.parquet rename to join-amazon-arts-crafts/tasks/product-avg-rating/train.parquet diff --git a/join-amazon-arts-crafts/tasks/product-churn-4w/manifest.yaml b/join-amazon-arts-crafts/tasks/product-churn-4w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1bc95797c61a99d75ffe4e27df3240d97b5f52f3 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/product-churn-4w/manifest.yaml @@ -0,0 +1,10 @@ +name: product-churn-4w +kind: external +task_type: binary_classification +description: Whether product receives no reviews over the next 4-window horizon. +entity_table: products +entity_col: product_id +target_col: prod_churned_4w +time_col: timestamp +timedelta: 182 days 04:48:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-churn-4w/train.parquet b/join-amazon-arts-crafts/tasks/product-churn-4w/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-product-churn-4w/train.parquet rename to join-amazon-arts-crafts/tasks/product-churn-4w/train.parquet diff --git a/join-amazon-arts-crafts/tasks/product-churn-6w/manifest.yaml b/join-amazon-arts-crafts/tasks/product-churn-6w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ace715e5c9140e3c5e7f6670b3b02a47cc6deb8a --- /dev/null +++ b/join-amazon-arts-crafts/tasks/product-churn-6w/manifest.yaml @@ -0,0 +1,10 @@ +name: product-churn-6w +kind: external +task_type: binary_classification +description: Whether product gets zero reviews over the next 6-window horizon. +entity_table: products +entity_col: product_id +target_col: prod_churned_6w +time_col: timestamp +timedelta: 273 days 07:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-churn-6w/train.parquet b/join-amazon-arts-crafts/tasks/product-churn-6w/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-product-churn-6w/train.parquet rename to join-amazon-arts-crafts/tasks/product-churn-6w/train.parquet diff --git a/join-amazon-arts-crafts/tasks/product-distinct-reviewers/manifest.yaml b/join-amazon-arts-crafts/tasks/product-distinct-reviewers/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7a8a0db2eda8c7bf6180808808ff6b3763d6a705 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/product-distinct-reviewers/manifest.yaml @@ -0,0 +1,10 @@ +name: product-distinct-reviewers +kind: external +task_type: regression +description: Number of distinct reviewers who review the product in the next window. +entity_table: products +entity_col: product_id +target_col: distinct_reviewers +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-distinct-reviewers/train.parquet b/join-amazon-arts-crafts/tasks/product-distinct-reviewers/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-product-distinct-reviewers/train.parquet rename to join-amazon-arts-crafts/tasks/product-distinct-reviewers/train.parquet diff --git a/join-amazon-arts-crafts/tasks/product-high-rating/manifest.yaml b/join-amazon-arts-crafts/tasks/product-high-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..17dc5b4d5cfa92fd09a4bf9474297c909591adde --- /dev/null +++ b/join-amazon-arts-crafts/tasks/product-high-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-high-rating +kind: external +task_type: binary_classification +description: Predict whether a product's mean rating will exceed 4.5 in the next window. +entity_table: products +entity_col: product_id +target_col: high_rating_flag +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-high-rating/train.parquet b/join-amazon-arts-crafts/tasks/product-high-rating/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-product-high-rating/train.parquet rename to join-amazon-arts-crafts/tasks/product-high-rating/train.parquet diff --git a/join-amazon-arts-crafts/tasks/product-rating-change/manifest.yaml b/join-amazon-arts-crafts/tasks/product-rating-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cf18fd0840f1d22a2e9bef3746ee2233675a68b3 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/product-rating-change/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-change +kind: external +task_type: regression +description: Predict the change in mean rating for an arts and crafts product between the prior and next window. +entity_table: products +entity_col: product_id +target_col: rating_change +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-rating-change/train.parquet b/join-amazon-arts-crafts/tasks/product-rating-change/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-product-rating-change/train.parquet rename to join-amazon-arts-crafts/tasks/product-rating-change/train.parquet diff --git a/join-amazon-arts-crafts/tasks/product-rating-volatility/manifest.yaml b/join-amazon-arts-crafts/tasks/product-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dd4bf735e38adbd714a22ae980258a408e13fac1 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/product-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings an arts and crafts product will receive in the next window. +entity_table: products +entity_col: product_id +target_col: rating_volatility +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-rating-volatility/train.parquet b/join-amazon-arts-crafts/tasks/product-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-product-rating-volatility/train.parquet rename to join-amazon-arts-crafts/tasks/product-rating-volatility/train.parquet diff --git a/join-amazon-arts-crafts/tasks/product-return-4w/manifest.yaml b/join-amazon-arts-crafts/tasks/product-return-4w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..34fb0b71831f18c37d6e03d163a449139096cf59 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/product-return-4w/manifest.yaml @@ -0,0 +1,10 @@ +name: product-return-4w +kind: external +task_type: binary_classification +description: Whether dormant product receives new reviews in the next 4-window horizon. +entity_table: products +entity_col: product_id +target_col: prod_returned_4w +time_col: timestamp +timedelta: 182 days 04:48:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-return-4w/train.parquet b/join-amazon-arts-crafts/tasks/product-return-4w/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-product-return-4w/train.parquet rename to join-amazon-arts-crafts/tasks/product-return-4w/train.parquet diff --git a/join-amazon-arts-crafts/tasks/product-return-5w/manifest.yaml b/join-amazon-arts-crafts/tasks/product-return-5w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6bd0c92aa7f83cbba71d203e80d1224a1b2ff56f --- /dev/null +++ b/join-amazon-arts-crafts/tasks/product-return-5w/manifest.yaml @@ -0,0 +1,10 @@ +name: product-return-5w +kind: external +task_type: binary_classification +description: Whether dormant product reactivates with reviews over the next 5-window horizon. +entity_table: products +entity_col: product_id +target_col: prod_returned_5w +time_col: timestamp +timedelta: 227 days 18:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-return-5w/train.parquet b/join-amazon-arts-crafts/tasks/product-return-5w/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-product-return-5w/train.parquet rename to join-amazon-arts-crafts/tasks/product-return-5w/train.parquet diff --git a/join-amazon-arts-crafts/tasks/product-return-6w/manifest.yaml b/join-amazon-arts-crafts/tasks/product-return-6w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5fd4f542d7c6d5419d08153e72bd151e7c9ae33b --- /dev/null +++ b/join-amazon-arts-crafts/tasks/product-return-6w/manifest.yaml @@ -0,0 +1,10 @@ +name: product-return-6w +kind: external +task_type: binary_classification +description: Whether dormant product comes back with reviews over the next 6-window horizon. +entity_table: products +entity_col: product_id +target_col: prod_returned_6w +time_col: timestamp +timedelta: 273 days 07:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-return-6w/train.parquet b/join-amazon-arts-crafts/tasks/product-return-6w/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-product-return-6w/train.parquet rename to join-amazon-arts-crafts/tasks/product-return-6w/train.parquet diff --git a/join-amazon-arts-crafts/tasks/product-review-count/manifest.yaml b/join-amazon-arts-crafts/tasks/product-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..74426bb4373dfbe7e119f8d3117dffd9b3b3323f --- /dev/null +++ b/join-amazon-arts-crafts/tasks/product-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-count +kind: external +task_type: regression +description: Predict how many reviews an arts and crafts product will receive in the next window. +entity_table: products +entity_col: product_id +target_col: review_count_next +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-review-count/train.parquet b/join-amazon-arts-crafts/tasks/product-review-count/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-product-review-count/train.parquet rename to join-amazon-arts-crafts/tasks/product-review-count/train.parquet diff --git a/join-amazon-arts-crafts/tasks/product-review-streak/manifest.yaml b/join-amazon-arts-crafts/tasks/product-review-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c497dc5e15c0e2e92d5b6a62720eb0c63662f594 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/product-review-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-streak +kind: external +task_type: regression +description: Longest consecutive-sub-period stretch in which the product received at least one review in the next window. +entity_table: products +entity_col: product_id +target_col: max_streak_buckets +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-review-streak/train.parquet b/join-amazon-arts-crafts/tasks/product-review-streak/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-product-review-streak/train.parquet rename to join-amazon-arts-crafts/tasks/product-review-streak/train.parquet diff --git a/join-amazon-arts-crafts/tasks/product-review-volume-trend-reversal/manifest.yaml b/join-amazon-arts-crafts/tasks/product-review-volume-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2e61b567054e6d54485df7ee0b00bd597e02ad21 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/product-review-volume-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-volume-trend-reversal +kind: external +task_type: binary_classification +description: Whether the direction of change in the product's total review length flips between current and next windows. +entity_table: products +entity_col: product_id +target_col: review_volume_flips +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-review-volume-trend-reversal/train.parquet b/join-amazon-arts-crafts/tasks/product-review-volume-trend-reversal/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-product-review-volume-trend-reversal/train.parquet rename to join-amazon-arts-crafts/tasks/product-review-volume-trend-reversal/train.parquet diff --git a/join-amazon-arts-crafts/tasks/product-time-until-next-5w/manifest.yaml b/join-amazon-arts-crafts/tasks/product-time-until-next-5w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..73d4082ca0d865b199a9f161eadfac166bf9e8ad --- /dev/null +++ b/join-amazon-arts-crafts/tasks/product-time-until-next-5w/manifest.yaml @@ -0,0 +1,10 @@ +name: product-time-until-next-5w +kind: external +task_type: regression +description: Days until product's next review within a 5-window lookforward. +entity_table: products +entity_col: product_id +target_col: prod_days_to_next_5w +time_col: timestamp +timedelta: 227 days 18:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-time-until-next-5w/train.parquet b/join-amazon-arts-crafts/tasks/product-time-until-next-5w/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-product-time-until-next-5w/train.parquet rename to join-amazon-arts-crafts/tasks/product-time-until-next-5w/train.parquet diff --git a/join-amazon-arts-crafts/tasks/product-time-until-next-review/manifest.yaml b/join-amazon-arts-crafts/tasks/product-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ea3bf681b3a1c01e106fd89ba8e84b9555ae5c0e --- /dev/null +++ b/join-amazon-arts-crafts/tasks/product-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-time-until-next-review +kind: external +task_type: regression +description: Days until the product receives its next review after the window start. +entity_table: products +entity_col: product_id +target_col: days_to_next_review +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-time-until-next-review/train.parquet b/join-amazon-arts-crafts/tasks/product-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-product-time-until-next-review/train.parquet rename to join-amazon-arts-crafts/tasks/product-time-until-next-review/train.parquet diff --git a/join-amazon-arts-crafts/tasks/product-top-reviewed/manifest.yaml b/join-amazon-arts-crafts/tasks/product-top-reviewed/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..358ced4e2c2a1c074dfb0e7530175fc6eee38c05 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/product-top-reviewed/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-reviewed +kind: external +task_type: binary_classification +description: Predict whether a product will be in the top 25% of products by review count in the next window. +entity_table: products +entity_col: product_id +target_col: top_reviewed_flag +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-top-reviewed/train.parquet b/join-amazon-arts-crafts/tasks/product-top-reviewed/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-product-top-reviewed/train.parquet rename to join-amazon-arts-crafts/tasks/product-top-reviewed/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-active/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-active/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9a70c0338dbc0af72daf51189237bbe8c00e383b --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-active/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post at least one review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_review +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-active/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-active/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-active/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-active/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-avg-rating/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..63358505dc8aa74604d057ad9d23f9618c99f9d8 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-avg-rating +kind: external +task_type: regression +description: Predict the mean star rating a reviewer will give across their reviews in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-avg-rating/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-avg-rating/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-avg-rating/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-churn-4w/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-churn-4w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..74c8d15f6fdb26649d1743ac674230e42eae094a --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-churn-4w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-4w +kind: external +task_type: binary_classification +description: Whether reviewer posts no reviews over the next 4-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_4w +time_col: timestamp +timedelta: 182 days 04:48:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-churn-4w/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-churn-4w/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-churn-4w/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-churn-4w/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-churn-5w/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-churn-5w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7af28306cb87229098957fbfc0ecc020aaf07a9a --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-churn-5w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-5w +kind: external +task_type: binary_classification +description: Whether reviewer stays dormant over the next 5-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_5w +time_col: timestamp +timedelta: 227 days 18:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-churn-5w/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-churn-5w/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-churn-5w/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-churn-5w/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-churn-6w/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-churn-6w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7ec8d8b8a5ced40f537feca4d6f2ad07d6e3b3b6 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-churn-6w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-6w +kind: external +task_type: binary_classification +description: Whether reviewer writes zero reviews over the next 6-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_6w +time_col: timestamp +timedelta: 273 days 07:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-churn-6w/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-churn-6w/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-churn-6w/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-churn-6w/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-churn/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a116b7ca58750ab6610c2170bd5451b6e2105b12 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will stop posting any reviews in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-churn/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-distinct-products-reviewed/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-distinct-products-reviewed/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4afd24c04b198cfdbec842385a5ba6efab6d6df4 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-distinct-products-reviewed/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-distinct-products-reviewed +kind: external +task_type: regression +description: Number of distinct products the reviewer reviews in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: distinct_products +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-distinct-products-reviewed/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-distinct-products-reviewed/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-distinct-products-reviewed/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-distinct-products-reviewed/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-distinct-products/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-distinct-products/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..143c5fbdf9ef297c553d000b9bcad0539767bf12 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-distinct-products/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-distinct-products +kind: external +task_type: regression +description: Predict how many distinct products a reviewer will review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: distinct_products_reviewed +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-distinct-products/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-distinct-products/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-distinct-products/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-distinct-products/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-long-review/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-long-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..91f9c84e3516fff5808432d567bba9cbc8308671 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-long-review/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-long-review +kind: external +task_type: binary_classification +description: Predict whether a reviewer's mean review length will exceed 200 characters in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: long_review_flag +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-long-review/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-long-review/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-long-review/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-long-review/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-new-product-adoption/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-new-product-adoption/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ad775fad3a42bd0300309d119b418427ff7ac357 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-new-product-adoption/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-new-product-adoption +kind: external +task_type: binary_classification +description: Whether the reviewer reviews a product they have never reviewed before in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: adopts_new_product +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-new-product-adoption/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-new-product-adoption/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-new-product-adoption/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-new-product-adoption/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-rating-trend-reversal/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-rating-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6a0b233547b437b566199f1d35a8961ab3e3b283 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-rating-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-trend-reversal +kind: external +task_type: binary_classification +description: Whether the direction of change in the reviewer's mean rating flips between the current and the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: rating_trend_flips +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-rating-trend-reversal/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-rating-trend-reversal/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-rating-trend-reversal/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-rating-trend-reversal/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-rating-trend/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..609f35a3706727c5d88d721ae6941a6efc6b2f4b --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a reviewer's mean rating will increase in the next window relative to the prior window. +entity_table: reviewers +entity_col: reviewer_id +target_col: rating_trend_up +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-rating-trend/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-rating-trend/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-rating-trend/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-return-4w/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-return-4w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d49a82c6fc84fa720d07cb136f1ea015d7150e57 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-return-4w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-4w +kind: external +task_type: binary_classification +description: Whether dormant reviewer reactivates within the next 4-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_4w +time_col: timestamp +timedelta: 182 days 04:48:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-return-4w/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-return-4w/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-return-4w/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-return-4w/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-return-5w/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-return-5w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fb29e7bc8ca9891c257f365e8f6f98aadd0db123 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-return-5w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-5w +kind: external +task_type: binary_classification +description: Whether dormant reviewer posts again within the next 5-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_5w +time_col: timestamp +timedelta: 227 days 18:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-return-5w/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-return-5w/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-return-5w/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-return-5w/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-return-6w/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-return-6w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0fd011fdc4b8ae9a55b4232ed1b6a1c9b904330e --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-return-6w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-6w +kind: external +task_type: binary_classification +description: Whether dormant reviewer returns over the next 6-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_6w +time_col: timestamp +timedelta: 273 days 07:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-return-6w/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-return-6w/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-return-6w/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-return-6w/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-return/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a8c4e7080759b51a3abc28fc13d49aded32f85d7 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a previously active reviewer will return to post reviews in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_return +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-return/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-return/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-return/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-review-length-volatility/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-review-length-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9fac69377e93c33ca679aa34d81fb7fb7c705f71 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-review-length-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-length-volatility +kind: external +task_type: regression +description: Standard deviation of the reviewer's review lengths in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: review_len_stddev +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-review-length-volatility/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-review-length-volatility/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-review-length-volatility/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-review-length-volatility/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-review-streak/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-review-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4b17309b26e908adc0d56fdbbc2da95e6af30d5b --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-review-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-streak +kind: external +task_type: regression +description: Longest consecutive-sub-period active streak for the reviewer across the next window (7 buckets). +entity_table: reviewers +entity_col: reviewer_id +target_col: max_streak_buckets +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-review-streak/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-review-streak/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-review-streak/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-review-streak/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-time-until-next-4w/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-time-until-next-4w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dafa0d1749fb0a9bcd3958c517448339e3861cee --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-time-until-next-4w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-4w +kind: external +task_type: regression +description: Days until reviewer's next review within a 4-window lookforward. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_4w +time_col: timestamp +timedelta: 182 days 04:48:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-time-until-next-4w/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-time-until-next-4w/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-time-until-next-4w/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-time-until-next-4w/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-time-until-next-5w/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-time-until-next-5w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9b5bd31da650def96d2ca0c7b6f5c0b02f4176f3 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-time-until-next-5w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-5w +kind: external +task_type: regression +description: Days until reviewer's next review within a 5-window lookforward. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_5w +time_col: timestamp +timedelta: 227 days 18:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-time-until-next-5w/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-time-until-next-5w/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-time-until-next-5w/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-time-until-next-5w/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-time-until-next-6w/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-time-until-next-6w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a774d544e3a1418117436320a2f3fb0c272a93b0 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-time-until-next-6w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-6w +kind: external +task_type: regression +description: Days until reviewer's next review within a 6-window lookforward. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_6w +time_col: timestamp +timedelta: 273 days 07:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-time-until-next-6w/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-time-until-next-6w/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-time-until-next-6w/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-time-until-next-6w/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-time-until-next-review/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..15e5e79065c50643f961ccba365455417180cd8d --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-review +kind: external +task_type: regression +description: Days until the reviewer posts their next review after the window start. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_review +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-time-until-next-review/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-time-until-next-review/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-time-until-next-review/train.parquet diff --git a/join-amazon-arts-crafts/tasks/reviewer-will-repeat-last-product/manifest.yaml b/join-amazon-arts-crafts/tasks/reviewer-will-repeat-last-product/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..268ab07bc58a84bc1eb130806d98082acabf0c39 --- /dev/null +++ b/join-amazon-arts-crafts/tasks/reviewer-will-repeat-last-product/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-will-repeat-last-product +kind: external +task_type: binary_classification +description: Whether the reviewer's next review is of the same product as their most recent past review. +entity_table: reviewers +entity_col: reviewer_id +target_col: repeats_last_product +time_col: timestamp +timedelta: 45 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-will-repeat-last-product/train.parquet b/join-amazon-arts-crafts/tasks/reviewer-will-repeat-last-product/train.parquet similarity index 100% rename from thejoin-amazon-arts-crafts/tasks/predict-reviewer-will-repeat-last-product/train.parquet rename to join-amazon-arts-crafts/tasks/reviewer-will-repeat-last-product/train.parquet diff --git a/thejoin-amazon-automotive/db/products.parquet b/join-amazon-automotive/db/products.parquet similarity index 100% rename from thejoin-amazon-automotive/db/products.parquet rename to join-amazon-automotive/db/products.parquet diff --git a/thejoin-amazon-automotive/db/reviewers.parquet b/join-amazon-automotive/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-automotive/db/reviewers.parquet rename to join-amazon-automotive/db/reviewers.parquet diff --git a/thejoin-amazon-automotive/db/reviews.parquet b/join-amazon-automotive/db/reviews.parquet similarity index 100% rename from thejoin-amazon-automotive/db/reviews.parquet rename to join-amazon-automotive/db/reviews.parquet diff --git a/join-amazon-automotive/manifest.yaml b/join-amazon-automotive/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7ab3bd8212aaba81393f10b5980d4ec7206db2d1 --- /dev/null +++ b/join-amazon-automotive/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-automotive +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/join-amazon-automotive/tasks/new-product-any-activity-cold-start/manifest.yaml b/join-amazon-automotive/tasks/new-product-any-activity-cold-start/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e1fd8d55d95a7f4893e6bfe63855933e00f8551d --- /dev/null +++ b/join-amazon-automotive/tasks/new-product-any-activity-cold-start/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-any-activity-cold-start +kind: external +task_type: binary_classification +description: Predict whether a never-before-seen product receives any review in its initial cold-start window. +entity_table: products +entity_col: product_id +target_col: new_item_active +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-new-product-any-activity-cold-start/train.parquet b/join-amazon-automotive/tasks/new-product-any-activity-cold-start/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-new-product-any-activity-cold-start/train.parquet rename to join-amazon-automotive/tasks/new-product-any-activity-cold-start/train.parquet diff --git a/join-amazon-automotive/tasks/new-product-repeat-cold-start/manifest.yaml b/join-amazon-automotive/tasks/new-product-repeat-cold-start/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ba5f2a81e83eddc6dda97fb812e6a0db71640bcc --- /dev/null +++ b/join-amazon-automotive/tasks/new-product-repeat-cold-start/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-repeat-cold-start +kind: external +task_type: binary_classification +description: Predict if a newly reviewed product attracts further reviews in its first few windows. +entity_table: products +entity_col: product_id +target_col: repeat_reviewed +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-new-product-repeat-cold-start/train.parquet b/join-amazon-automotive/tasks/new-product-repeat-cold-start/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-new-product-repeat-cold-start/train.parquet rename to join-amazon-automotive/tasks/new-product-repeat-cold-start/train.parquet diff --git a/join-amazon-automotive/tasks/new-product-short-horizon-cold-start/manifest.yaml b/join-amazon-automotive/tasks/new-product-short-horizon-cold-start/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..19ae37368cd2b6c5b8a0b9f93705b55f0ea195c9 --- /dev/null +++ b/join-amazon-automotive/tasks/new-product-short-horizon-cold-start/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-short-horizon-cold-start +kind: external +task_type: binary_classification +description: Predict immediate repeat reviews for a brand-new product within one cold-start window. +entity_table: products +entity_col: product_id +target_col: short_horizon_reviewed +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-new-product-short-horizon-cold-start/train.parquet b/join-amazon-automotive/tasks/new-product-short-horizon-cold-start/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-new-product-short-horizon-cold-start/train.parquet rename to join-amazon-automotive/tasks/new-product-short-horizon-cold-start/train.parquet diff --git a/join-amazon-automotive/tasks/new-product-verified-cold-start/manifest.yaml b/join-amazon-automotive/tasks/new-product-verified-cold-start/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fe5cfb74902f4cf45d577f5af02a1449800fccbd --- /dev/null +++ b/join-amazon-automotive/tasks/new-product-verified-cold-start/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-verified-cold-start +kind: external +task_type: binary_classification +description: Predict whether a newly listed product draws further verified-purchase reviews during its cold-start horizon. +entity_table: products +entity_col: product_id +target_col: verified_cold_start +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-new-product-verified-cold-start/train.parquet b/join-amazon-automotive/tasks/new-product-verified-cold-start/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-new-product-verified-cold-start/train.parquet rename to join-amazon-automotive/tasks/new-product-verified-cold-start/train.parquet diff --git a/join-amazon-automotive/tasks/new-reviewer-any-activity-cold-start/manifest.yaml b/join-amazon-automotive/tasks/new-reviewer-any-activity-cold-start/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7b780c15bb88488dbac5ab1e771f67bad41bbefd --- /dev/null +++ b/join-amazon-automotive/tasks/new-reviewer-any-activity-cold-start/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-any-activity-cold-start +kind: external +task_type: binary_classification +description: Predict whether a never-before-seen reviewer produces any review in their initial cold-start window. +entity_table: reviewers +entity_col: reviewer_id +target_col: new_user_active +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-new-reviewer-any-activity-cold-start/train.parquet b/join-amazon-automotive/tasks/new-reviewer-any-activity-cold-start/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-new-reviewer-any-activity-cold-start/train.parquet rename to join-amazon-automotive/tasks/new-reviewer-any-activity-cold-start/train.parquet diff --git a/join-amazon-automotive/tasks/new-reviewer-repeat-cold-start/manifest.yaml b/join-amazon-automotive/tasks/new-reviewer-repeat-cold-start/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..86e47ce56d1578f5ec7773b034cc479648b4c475 --- /dev/null +++ b/join-amazon-automotive/tasks/new-reviewer-repeat-cold-start/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-repeat-cold-start +kind: external +task_type: binary_classification +description: Predict if a first-time reviewer posts any further review in their first few windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: repeat_active +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-new-reviewer-repeat-cold-start/train.parquet b/join-amazon-automotive/tasks/new-reviewer-repeat-cold-start/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-new-reviewer-repeat-cold-start/train.parquet rename to join-amazon-automotive/tasks/new-reviewer-repeat-cold-start/train.parquet diff --git a/join-amazon-automotive/tasks/new-reviewer-repeat-long-cold-start/manifest.yaml b/join-amazon-automotive/tasks/new-reviewer-repeat-long-cold-start/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..69223c9786fc659081cca9169bab5620bbcc879d --- /dev/null +++ b/join-amazon-automotive/tasks/new-reviewer-repeat-long-cold-start/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-repeat-long-cold-start +kind: external +task_type: binary_classification +description: Predict if a first-time reviewer is still active across a longer cold-start horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: repeat_active_long +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-new-reviewer-repeat-long-cold-start/train.parquet b/join-amazon-automotive/tasks/new-reviewer-repeat-long-cold-start/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-new-reviewer-repeat-long-cold-start/train.parquet rename to join-amazon-automotive/tasks/new-reviewer-repeat-long-cold-start/train.parquet diff --git a/join-amazon-automotive/tasks/new-reviewer-short-horizon-cold-start/manifest.yaml b/join-amazon-automotive/tasks/new-reviewer-short-horizon-cold-start/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c99869283bb10caba8ce1c4fe5cd7a55aa246e28 --- /dev/null +++ b/join-amazon-automotive/tasks/new-reviewer-short-horizon-cold-start/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-short-horizon-cold-start +kind: external +task_type: binary_classification +description: Predict immediate reactivation of a brand-new reviewer within one cold-start window. +entity_table: reviewers +entity_col: reviewer_id +target_col: short_horizon_active +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-new-reviewer-short-horizon-cold-start/train.parquet b/join-amazon-automotive/tasks/new-reviewer-short-horizon-cold-start/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-new-reviewer-short-horizon-cold-start/train.parquet rename to join-amazon-automotive/tasks/new-reviewer-short-horizon-cold-start/train.parquet diff --git a/join-amazon-automotive/tasks/new-reviewer-verified-cold-start/manifest.yaml b/join-amazon-automotive/tasks/new-reviewer-verified-cold-start/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a8eb9f928ba9b692d2644973505c68dad968b537 --- /dev/null +++ b/join-amazon-automotive/tasks/new-reviewer-verified-cold-start/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-verified-cold-start +kind: external +task_type: binary_classification +description: Predict whether a first-time reviewer returns with further verified-purchase activity in their cold-start window. +entity_table: reviewers +entity_col: reviewer_id +target_col: verified_cold_start +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-new-reviewer-verified-cold-start/train.parquet b/join-amazon-automotive/tasks/new-reviewer-verified-cold-start/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-new-reviewer-verified-cold-start/train.parquet rename to join-amazon-automotive/tasks/new-reviewer-verified-cold-start/train.parquet diff --git a/join-amazon-automotive/tasks/product-avg-rating/manifest.yaml b/join-amazon-automotive/tasks/product-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5e5e792f44c49ca2f2dc5b8347103d682b8f1c69 --- /dev/null +++ b/join-amazon-automotive/tasks/product-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-avg-rating +kind: external +task_type: regression +description: Predict the mean star rating an automotive product will receive in the next window. +entity_table: products +entity_col: product_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-avg-rating/train.parquet b/join-amazon-automotive/tasks/product-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-product-avg-rating/train.parquet rename to join-amazon-automotive/tasks/product-avg-rating/train.parquet diff --git a/join-amazon-automotive/tasks/product-burst-reviews-rare/manifest.yaml b/join-amazon-automotive/tasks/product-burst-reviews-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0a0e756e004e30bf1b4b2054ca822ffa4416f449 --- /dev/null +++ b/join-amazon-automotive/tasks/product-burst-reviews-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-burst-reviews-rare +kind: external +task_type: binary_classification +description: Predict if product experiences a rare review burst (5+ reviews) next window. +entity_table: products +entity_col: product_id +target_col: has_burst +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-burst-reviews-rare/train.parquet b/join-amazon-automotive/tasks/product-burst-reviews-rare/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-product-burst-reviews-rare/train.parquet rename to join-amazon-automotive/tasks/product-burst-reviews-rare/train.parquet diff --git a/join-amazon-automotive/tasks/product-high-rating/manifest.yaml b/join-amazon-automotive/tasks/product-high-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..18d9b066c3d9d90608f6447d0f6f4f1cc2deb89b --- /dev/null +++ b/join-amazon-automotive/tasks/product-high-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-high-rating +kind: external +task_type: binary_classification +description: Predict whether a product's mean rating will exceed 4.0 in the next window. +entity_table: products +entity_col: product_id +target_col: high_rating_flag +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-high-rating/train.parquet b/join-amazon-automotive/tasks/product-high-rating/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-product-high-rating/train.parquet rename to join-amazon-automotive/tasks/product-high-rating/train.parquet diff --git a/join-amazon-automotive/tasks/product-multi-one-star-rare/manifest.yaml b/join-amazon-automotive/tasks/product-multi-one-star-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..416f588694cf9f820c5ef1ddc533f657b40c3558 --- /dev/null +++ b/join-amazon-automotive/tasks/product-multi-one-star-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-multi-one-star-rare +kind: external +task_type: binary_classification +description: Predict if product accumulates 2+ rare 1-star reviews next window (severe-complaint cluster). +entity_table: products +entity_col: product_id +target_col: multi_one_star +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-multi-one-star-rare/train.parquet b/join-amazon-automotive/tasks/product-multi-one-star-rare/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-product-multi-one-star-rare/train.parquet rename to join-amazon-automotive/tasks/product-multi-one-star-rare/train.parquet diff --git a/join-amazon-automotive/tasks/product-one-star-rare/manifest.yaml b/join-amazon-automotive/tasks/product-one-star-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0ec30d341354c3e52b76c62e0a192d1a36c0c737 --- /dev/null +++ b/join-amazon-automotive/tasks/product-one-star-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-one-star-rare +kind: external +task_type: binary_classification +description: Predict if product receives at least one 1-star review next window (rare-complaint signal). +entity_table: products +entity_col: product_id +target_col: has_one_star +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-one-star-rare/train.parquet b/join-amazon-automotive/tasks/product-one-star-rare/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-product-one-star-rare/train.parquet rename to join-amazon-automotive/tasks/product-one-star-rare/train.parquet diff --git a/join-amazon-automotive/tasks/product-premium-review-rare/manifest.yaml b/join-amazon-automotive/tasks/product-premium-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3824343652a64630054b448fb47e10ee52bee4bc --- /dev/null +++ b/join-amazon-automotive/tasks/product-premium-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-premium-review-rare +kind: external +task_type: binary_classification +description: Predict if a premium-priced product receives any review next window (rare among full catalog). +entity_table: products +entity_col: product_id +target_col: has_premium_review +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-premium-review-rare/train.parquet b/join-amazon-automotive/tasks/product-premium-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-product-premium-review-rare/train.parquet rename to join-amazon-automotive/tasks/product-premium-review-rare/train.parquet diff --git a/join-amazon-automotive/tasks/product-rating-change/manifest.yaml b/join-amazon-automotive/tasks/product-rating-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ff8fa3a78174a632bafb8853a68a4468d0616292 --- /dev/null +++ b/join-amazon-automotive/tasks/product-rating-change/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-change +kind: external +task_type: regression +description: Predict the change in mean rating for an automotive product between the prior and next window. +entity_table: products +entity_col: product_id +target_col: rating_change +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-rating-change/train.parquet b/join-amazon-automotive/tasks/product-rating-change/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-product-rating-change/train.parquet rename to join-amazon-automotive/tasks/product-rating-change/train.parquet diff --git a/join-amazon-automotive/tasks/product-rating-delta/manifest.yaml b/join-amazon-automotive/tasks/product-rating-delta/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6bd9b8f77783b1625cfaecaa0320868ffab80b6b --- /dev/null +++ b/join-amazon-automotive/tasks/product-rating-delta/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-delta +kind: external +task_type: regression +description: Absolute change in the product's mean rating between current and next window. +entity_table: products +entity_col: product_id +target_col: rating_delta +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-rating-delta/train.parquet b/join-amazon-automotive/tasks/product-rating-delta/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-product-rating-delta/train.parquet rename to join-amazon-automotive/tasks/product-rating-delta/train.parquet diff --git a/join-amazon-automotive/tasks/product-rating-trend-reversal/manifest.yaml b/join-amazon-automotive/tasks/product-rating-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..91c53dd294c30db7a0a77b9fa853f1fea373076b --- /dev/null +++ b/join-amazon-automotive/tasks/product-rating-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend-reversal +kind: external +task_type: binary_classification +description: Whether the direction of change in the product's mean rating flips between current and next window. +entity_table: products +entity_col: product_id +target_col: rating_trend_flips +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-rating-trend-reversal/train.parquet b/join-amazon-automotive/tasks/product-rating-trend-reversal/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-product-rating-trend-reversal/train.parquet rename to join-amazon-automotive/tasks/product-rating-trend-reversal/train.parquet diff --git a/join-amazon-automotive/tasks/product-rating-trend/manifest.yaml b/join-amazon-automotive/tasks/product-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e754100b7dca5727d387e7d808ccff061da5c60f --- /dev/null +++ b/join-amazon-automotive/tasks/product-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend +kind: external +task_type: binary_classification +description: Predict whether an automotive product's mean rating will improve in the next window compared to the prior window. +entity_table: products +entity_col: product_id +target_col: rating_trend_up +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-rating-trend/train.parquet b/join-amazon-automotive/tasks/product-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-product-rating-trend/train.parquet rename to join-amazon-automotive/tasks/product-rating-trend/train.parquet diff --git a/join-amazon-automotive/tasks/product-rating-volatility/manifest.yaml b/join-amazon-automotive/tasks/product-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4dc08b6a3d6d536d877bbabb8acfe259a95987e7 --- /dev/null +++ b/join-amazon-automotive/tasks/product-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings an automotive product will receive in the next window. +entity_table: products +entity_col: product_id +target_col: rating_volatility +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-rating-volatility/train.parquet b/join-amazon-automotive/tasks/product-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-product-rating-volatility/train.parquet rename to join-amazon-automotive/tasks/product-rating-volatility/train.parquet diff --git a/join-amazon-automotive/tasks/product-review-count/manifest.yaml b/join-amazon-automotive/tasks/product-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..86ab9d5c834acf562b22cd5c643c76ea8ff90e1d --- /dev/null +++ b/join-amazon-automotive/tasks/product-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-count +kind: external +task_type: regression +description: Predict how many reviews an automotive product will receive in the next window. +entity_table: products +entity_col: product_id +target_col: review_count_next +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-review-count/train.parquet b/join-amazon-automotive/tasks/product-review-count/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-product-review-count/train.parquet rename to join-amazon-automotive/tasks/product-review-count/train.parquet diff --git a/join-amazon-automotive/tasks/product-review-len-concentration/manifest.yaml b/join-amazon-automotive/tasks/product-review-len-concentration/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2b76f1aefc3da099a8486736a7d7fba2c6f0e92f --- /dev/null +++ b/join-amazon-automotive/tasks/product-review-len-concentration/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-len-concentration +kind: external +task_type: regression +description: Predict the share of total review word count attributed to the single longest review for a product in the next window. +entity_table: products +entity_col: product_id +target_col: review_len_concentration +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-review-len-concentration/train.parquet b/join-amazon-automotive/tasks/product-review-len-concentration/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-product-review-len-concentration/train.parquet rename to join-amazon-automotive/tasks/product-review-len-concentration/train.parquet diff --git a/join-amazon-automotive/tasks/product-review-streak/manifest.yaml b/join-amazon-automotive/tasks/product-review-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..81cd0f4998d877c17756a8ad8ae2f189f7837ab5 --- /dev/null +++ b/join-amazon-automotive/tasks/product-review-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-streak +kind: external +task_type: regression +description: Longest run of consecutive sub-periods in which the product receives at least one review during the next window. +entity_table: products +entity_col: product_id +target_col: longest_active_streak +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-review-streak/train.parquet b/join-amazon-automotive/tasks/product-review-streak/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-product-review-streak/train.parquet rename to join-amazon-automotive/tasks/product-review-streak/train.parquet diff --git a/join-amazon-automotive/tasks/product-time-until-next-review/manifest.yaml b/join-amazon-automotive/tasks/product-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..158fe4490f0b63ff7dd9817a2f0a4ffc812778bc --- /dev/null +++ b/join-amazon-automotive/tasks/product-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-time-until-next-review +kind: external +task_type: regression +description: Days until the product receives its next review. +entity_table: products +entity_col: product_id +target_col: days_to_next_review +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-time-until-next-review/train.parquet b/join-amazon-automotive/tasks/product-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-product-time-until-next-review/train.parquet rename to join-amazon-automotive/tasks/product-time-until-next-review/train.parquet diff --git a/join-amazon-automotive/tasks/product-top-rated/manifest.yaml b/join-amazon-automotive/tasks/product-top-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bfc9b789833f72151d05cd01c320d67ac3b61445 --- /dev/null +++ b/join-amazon-automotive/tasks/product-top-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-rated +kind: external +task_type: binary_classification +description: Predict whether a product will rank in the top 25% by mean rating among reviewed products in the next window. +entity_table: products +entity_col: product_id +target_col: top_rated_flag +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-top-rated/train.parquet b/join-amazon-automotive/tasks/product-top-rated/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-product-top-rated/train.parquet rename to join-amazon-automotive/tasks/product-top-rated/train.parquet diff --git a/join-amazon-automotive/tasks/product-voted-review-rare/manifest.yaml b/join-amazon-automotive/tasks/product-voted-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f7fe306382ec0f3ca444b54d4a3086031e417b0a --- /dev/null +++ b/join-amazon-automotive/tasks/product-voted-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-voted-review-rare +kind: external +task_type: binary_classification +description: Predict if product earns a helpful-voted review next window (rare virality signal). +entity_table: products +entity_col: product_id +target_col: has_voted_review +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-voted-review-rare/train.parquet b/join-amazon-automotive/tasks/product-voted-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-product-voted-review-rare/train.parquet rename to join-amazon-automotive/tasks/product-voted-review-rare/train.parquet diff --git a/join-amazon-automotive/tasks/reviewer-active/manifest.yaml b/join-amazon-automotive/tasks/reviewer-active/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ba9b2b04e92c8185f5311a904afe967e7bd17607 --- /dev/null +++ b/join-amazon-automotive/tasks/reviewer-active/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post at least one automotive review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_review +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-active/train.parquet b/join-amazon-automotive/tasks/reviewer-active/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-reviewer-active/train.parquet rename to join-amazon-automotive/tasks/reviewer-active/train.parquet diff --git a/join-amazon-automotive/tasks/reviewer-avg-rating/manifest.yaml b/join-amazon-automotive/tasks/reviewer-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e4147f0a966b1d3417f20c737a02a469b1cebb67 --- /dev/null +++ b/join-amazon-automotive/tasks/reviewer-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-avg-rating +kind: external +task_type: regression +description: Predict the mean star rating a reviewer will assign across their automotive reviews in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-avg-rating/train.parquet b/join-amazon-automotive/tasks/reviewer-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-reviewer-avg-rating/train.parquet rename to join-amazon-automotive/tasks/reviewer-avg-rating/train.parquet diff --git a/join-amazon-automotive/tasks/reviewer-churn/manifest.yaml b/join-amazon-automotive/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8fcf7d4dd8807bc8d1da9400c561909cba75bcd5 --- /dev/null +++ b/join-amazon-automotive/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will stop posting reviews in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-churn/train.parquet b/join-amazon-automotive/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-automotive/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-automotive/tasks/reviewer-distinct-products-next/manifest.yaml b/join-amazon-automotive/tasks/reviewer-distinct-products-next/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..865fbc261c469dbf7ac9905992951ded8ec4edc6 --- /dev/null +++ b/join-amazon-automotive/tasks/reviewer-distinct-products-next/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-distinct-products-next +kind: external +task_type: regression +description: Number of distinct products the reviewer reviews next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: distinct_products_next +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-distinct-products-next/train.parquet b/join-amazon-automotive/tasks/reviewer-distinct-products-next/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-reviewer-distinct-products-next/train.parquet rename to join-amazon-automotive/tasks/reviewer-distinct-products-next/train.parquet diff --git a/join-amazon-automotive/tasks/reviewer-distinct-products/manifest.yaml b/join-amazon-automotive/tasks/reviewer-distinct-products/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..94b6d632c567300e5870a169d9196881634d34ee --- /dev/null +++ b/join-amazon-automotive/tasks/reviewer-distinct-products/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-distinct-products +kind: external +task_type: regression +description: Predict how many distinct automotive products a reviewer will review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: distinct_products_reviewed +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-distinct-products/train.parquet b/join-amazon-automotive/tasks/reviewer-distinct-products/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-reviewer-distinct-products/train.parquet rename to join-amazon-automotive/tasks/reviewer-distinct-products/train.parquet diff --git a/join-amazon-automotive/tasks/reviewer-long-review-rare/manifest.yaml b/join-amazon-automotive/tasks/reviewer-long-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..830518a76390b76f3e6cae2fe790290c95632375 --- /dev/null +++ b/join-amazon-automotive/tasks/reviewer-long-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-long-review-rare +kind: external +task_type: binary_classification +description: Predict if reviewer writes a long-form (1000+ char) review next window (rare deep-engagement). +entity_table: reviewers +entity_col: reviewer_id +target_col: has_long_review +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-long-review-rare/train.parquet b/join-amazon-automotive/tasks/reviewer-long-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-reviewer-long-review-rare/train.parquet rename to join-amazon-automotive/tasks/reviewer-long-review-rare/train.parquet diff --git a/join-amazon-automotive/tasks/reviewer-new-product-adoption/manifest.yaml b/join-amazon-automotive/tasks/reviewer-new-product-adoption/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..14fc3c1ef0f4bd8c0a6ac883af4f5bf6cfb0238f --- /dev/null +++ b/join-amazon-automotive/tasks/reviewer-new-product-adoption/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-new-product-adoption +kind: external +task_type: binary_classification +description: Whether the reviewer reviews a product they have never reviewed before during the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviews_new_product +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-new-product-adoption/train.parquet b/join-amazon-automotive/tasks/reviewer-new-product-adoption/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-reviewer-new-product-adoption/train.parquet rename to join-amazon-automotive/tasks/reviewer-new-product-adoption/train.parquet diff --git a/join-amazon-automotive/tasks/reviewer-one-star-rare/manifest.yaml b/join-amazon-automotive/tasks/reviewer-one-star-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ccb4479b8d007198d0f48018a677717df8a4ed4d --- /dev/null +++ b/join-amazon-automotive/tasks/reviewer-one-star-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-one-star-rare +kind: external +task_type: binary_classification +description: Predict if reviewer writes at least one 1-star review next window (rare negative event). +entity_table: reviewers +entity_col: reviewer_id +target_col: has_one_star +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-one-star-rare/train.parquet b/join-amazon-automotive/tasks/reviewer-one-star-rare/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-reviewer-one-star-rare/train.parquet rename to join-amazon-automotive/tasks/reviewer-one-star-rare/train.parquet diff --git a/join-amazon-automotive/tasks/reviewer-return/manifest.yaml b/join-amazon-automotive/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6f36930c6362e193968b1b2b696b79eb944249f0 --- /dev/null +++ b/join-amazon-automotive/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a previously active reviewer will return to post automotive reviews in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_return +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-return/train.parquet b/join-amazon-automotive/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-reviewer-return/train.parquet rename to join-amazon-automotive/tasks/reviewer-return/train.parquet diff --git a/join-amazon-automotive/tasks/reviewer-review-length-volatility/manifest.yaml b/join-amazon-automotive/tasks/reviewer-review-length-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9082fd3521b9d8a6d681318f605de4d6c190a87f --- /dev/null +++ b/join-amazon-automotive/tasks/reviewer-review-length-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-length-volatility +kind: external +task_type: regression +description: Standard deviation of the reviewer's review lengths next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: review_len_stddev +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-review-length-volatility/train.parquet b/join-amazon-automotive/tasks/reviewer-review-length-volatility/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-reviewer-review-length-volatility/train.parquet rename to join-amazon-automotive/tasks/reviewer-review-length-volatility/train.parquet diff --git a/join-amazon-automotive/tasks/reviewer-review-streak/manifest.yaml b/join-amazon-automotive/tasks/reviewer-review-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ba1bde2de84c5935625a20e7aabed28f9ae13c48 --- /dev/null +++ b/join-amazon-automotive/tasks/reviewer-review-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-streak +kind: external +task_type: regression +description: Longest run of consecutive sub-periods (7 buckets) in which the reviewer posts at least one review during the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: longest_active_streak +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-review-streak/train.parquet b/join-amazon-automotive/tasks/reviewer-review-streak/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-reviewer-review-streak/train.parquet rename to join-amazon-automotive/tasks/reviewer-review-streak/train.parquet diff --git a/join-amazon-automotive/tasks/reviewer-time-until-next-review/manifest.yaml b/join-amazon-automotive/tasks/reviewer-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bc4393aff6c888e568661805c8fef017737b9624 --- /dev/null +++ b/join-amazon-automotive/tasks/reviewer-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-review +kind: external +task_type: regression +description: Days until the reviewer's next review after the window start. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_review +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-time-until-next-review/train.parquet b/join-amazon-automotive/tasks/reviewer-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-reviewer-time-until-next-review/train.parquet rename to join-amazon-automotive/tasks/reviewer-time-until-next-review/train.parquet diff --git a/join-amazon-automotive/tasks/reviewer-verbose/manifest.yaml b/join-amazon-automotive/tasks/reviewer-verbose/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..555dfcfab98575e88f2a3351d2c30f97ec115ca0 --- /dev/null +++ b/join-amazon-automotive/tasks/reviewer-verbose/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verbose +kind: external +task_type: binary_classification +description: Predict whether a reviewer's mean review length will exceed 200 characters in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: verbose_flag +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-verbose/train.parquet b/join-amazon-automotive/tasks/reviewer-verbose/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-reviewer-verbose/train.parquet rename to join-amazon-automotive/tasks/reviewer-verbose/train.parquet diff --git a/join-amazon-automotive/tasks/reviewer-verified-multi-rare/manifest.yaml b/join-amazon-automotive/tasks/reviewer-verified-multi-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9d9a1aff03d23e7d0cae199441b128ae42f091a4 --- /dev/null +++ b/join-amazon-automotive/tasks/reviewer-verified-multi-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-multi-rare +kind: external +task_type: binary_classification +description: Predict if reviewer posts 2+ verified-purchase reviews next window (rare power-purchaser). +entity_table: reviewers +entity_col: reviewer_id +target_col: multi_verified +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-verified-multi-rare/train.parquet b/join-amazon-automotive/tasks/reviewer-verified-multi-rare/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-reviewer-verified-multi-rare/train.parquet rename to join-amazon-automotive/tasks/reviewer-verified-multi-rare/train.parquet diff --git a/join-amazon-automotive/tasks/reviewer-verified-purchase-rare/manifest.yaml b/join-amazon-automotive/tasks/reviewer-verified-purchase-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d1cfcf3b7c8752198547710088ebe63b30d3b0aa --- /dev/null +++ b/join-amazon-automotive/tasks/reviewer-verified-purchase-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-purchase-rare +kind: external +task_type: binary_classification +description: Predict if reviewer posts at least one verified-purchase review next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: has_verified +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-verified-purchase-rare/train.parquet b/join-amazon-automotive/tasks/reviewer-verified-purchase-rare/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-reviewer-verified-purchase-rare/train.parquet rename to join-amazon-automotive/tasks/reviewer-verified-purchase-rare/train.parquet diff --git a/join-amazon-automotive/tasks/reviewer-voted-review-rare/manifest.yaml b/join-amazon-automotive/tasks/reviewer-voted-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..946fa25fe3cce2972650ecb0169b4f84f7af0d96 --- /dev/null +++ b/join-amazon-automotive/tasks/reviewer-voted-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-voted-review-rare +kind: external +task_type: binary_classification +description: Predict if reviewer's next-window review receives helpful votes (rare engagement event). +entity_table: reviewers +entity_col: reviewer_id +target_col: has_voted_review +time_col: timestamp +timedelta: 56 days 05:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-voted-review-rare/train.parquet b/join-amazon-automotive/tasks/reviewer-voted-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-automotive/tasks/predict-reviewer-voted-review-rare/train.parquet rename to join-amazon-automotive/tasks/reviewer-voted-review-rare/train.parquet diff --git a/thejoin-amazon-beauty/db/products.parquet b/join-amazon-beauty/db/products.parquet similarity index 100% rename from thejoin-amazon-beauty/db/products.parquet rename to join-amazon-beauty/db/products.parquet diff --git a/thejoin-amazon-beauty/db/reviewers.parquet b/join-amazon-beauty/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-beauty/db/reviewers.parquet rename to join-amazon-beauty/db/reviewers.parquet diff --git a/thejoin-amazon-beauty/db/reviews.parquet b/join-amazon-beauty/db/reviews.parquet similarity index 100% rename from thejoin-amazon-beauty/db/reviews.parquet rename to join-amazon-beauty/db/reviews.parquet diff --git a/join-amazon-beauty/manifest.yaml b/join-amazon-beauty/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..863acc0a1c449476765ae383d86248cc6cb2d68d --- /dev/null +++ b/join-amazon-beauty/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-beauty +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/join-amazon-beauty/tasks/product-avg-rating/manifest.yaml b/join-amazon-beauty/tasks/product-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..597bc39d6785ed1fd6a588f9fe1fa1fd091ebe7e --- /dev/null +++ b/join-amazon-beauty/tasks/product-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-avg-rating +kind: external +task_type: regression +description: Predict the mean star rating a beauty product will receive in the next window. +entity_table: products +entity_col: product_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 45 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-product-avg-rating/train.parquet b/join-amazon-beauty/tasks/product-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-beauty/tasks/predict-product-avg-rating/train.parquet rename to join-amazon-beauty/tasks/product-avg-rating/train.parquet diff --git a/join-amazon-beauty/tasks/product-churn-4x/manifest.yaml b/join-amazon-beauty/tasks/product-churn-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..228c029c77b554c424ca6e507c99ce5f1457cc29 --- /dev/null +++ b/join-amazon-beauty/tasks/product-churn-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: product-churn-4x +kind: external +task_type: binary_classification +description: Predict if product receives no reviews in the next 4-window horizon. +entity_table: products +entity_col: product_id +target_col: prod_churned_lh4 +time_col: timestamp +timedelta: 181 days 01:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-product-churn-4x/train.parquet b/join-amazon-beauty/tasks/product-churn-4x/train.parquet similarity index 100% rename from thejoin-amazon-beauty/tasks/predict-product-churn-4x/train.parquet rename to join-amazon-beauty/tasks/product-churn-4x/train.parquet diff --git a/join-amazon-beauty/tasks/product-high-rating/manifest.yaml b/join-amazon-beauty/tasks/product-high-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f9ae05033af0530c4b8dffbc3728a7a1ac3e0368 --- /dev/null +++ b/join-amazon-beauty/tasks/product-high-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-high-rating +kind: external +task_type: binary_classification +description: Predict whether a beauty product's mean rating will exceed 4.5 in the next window. +entity_table: products +entity_col: product_id +target_col: high_rating_flag +time_col: timestamp +timedelta: 45 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-product-high-rating/train.parquet b/join-amazon-beauty/tasks/product-high-rating/train.parquet similarity index 100% rename from thejoin-amazon-beauty/tasks/predict-product-high-rating/train.parquet rename to join-amazon-beauty/tasks/product-high-rating/train.parquet diff --git a/join-amazon-beauty/tasks/product-rating-change/manifest.yaml b/join-amazon-beauty/tasks/product-rating-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4f4274b430670f4d6e7e253efb548c27fd6c5897 --- /dev/null +++ b/join-amazon-beauty/tasks/product-rating-change/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-change +kind: external +task_type: regression +description: Predict the change in mean rating for a beauty product between the prior and next window. +entity_table: products +entity_col: product_id +target_col: rating_change +time_col: timestamp +timedelta: 45 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-product-rating-change/train.parquet b/join-amazon-beauty/tasks/product-rating-change/train.parquet similarity index 100% rename from thejoin-amazon-beauty/tasks/predict-product-rating-change/train.parquet rename to join-amazon-beauty/tasks/product-rating-change/train.parquet diff --git a/join-amazon-beauty/tasks/product-rating-trend/manifest.yaml b/join-amazon-beauty/tasks/product-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..25be44e2ffece20ef14ffadafd0036d7b2b33415 --- /dev/null +++ b/join-amazon-beauty/tasks/product-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a beauty product's mean rating will rise in the next window compared to the prior window. +entity_table: products +entity_col: product_id +target_col: rating_trend_up +time_col: timestamp +timedelta: 45 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-product-rating-trend/train.parquet b/join-amazon-beauty/tasks/product-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-beauty/tasks/predict-product-rating-trend/train.parquet rename to join-amazon-beauty/tasks/product-rating-trend/train.parquet diff --git a/join-amazon-beauty/tasks/product-rating-volatility/manifest.yaml b/join-amazon-beauty/tasks/product-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a908ecfdda4bf45288ec311f4e41d066539cc808 --- /dev/null +++ b/join-amazon-beauty/tasks/product-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings a beauty product will receive in the next window. +entity_table: products +entity_col: product_id +target_col: rating_volatility +time_col: timestamp +timedelta: 45 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-product-rating-volatility/train.parquet b/join-amazon-beauty/tasks/product-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-beauty/tasks/predict-product-rating-volatility/train.parquet rename to join-amazon-beauty/tasks/product-rating-volatility/train.parquet diff --git a/join-amazon-beauty/tasks/product-streak-length/manifest.yaml b/join-amazon-beauty/tasks/product-streak-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1554cf47b2ad4c755c40c93f5ffe5014692f5595 --- /dev/null +++ b/join-amazon-beauty/tasks/product-streak-length/manifest.yaml @@ -0,0 +1,10 @@ +name: product-streak-length +kind: external +task_type: regression +description: Longest consecutive-sub-period streak of a product receiving reviews within the future window. +entity_table: products +entity_col: product_id +target_col: streak +time_col: timestamp +timedelta: 45 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-product-streak-length/train.parquet b/join-amazon-beauty/tasks/product-streak-length/train.parquet similarity index 100% rename from thejoin-amazon-beauty/tasks/predict-product-streak-length/train.parquet rename to join-amazon-beauty/tasks/product-streak-length/train.parquet diff --git a/join-amazon-beauty/tasks/product-time-until-next-review/manifest.yaml b/join-amazon-beauty/tasks/product-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b480f1563c4fbd134095b3b2a681041aabf756a9 --- /dev/null +++ b/join-amazon-beauty/tasks/product-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-time-until-next-review +kind: external +task_type: regression +description: Days until the product receives its next review. +entity_table: products +entity_col: product_id +target_col: days_to_next +time_col: timestamp +timedelta: 45 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-product-time-until-next-review/train.parquet b/join-amazon-beauty/tasks/product-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-beauty/tasks/predict-product-time-until-next-review/train.parquet rename to join-amazon-beauty/tasks/product-time-until-next-review/train.parquet diff --git a/join-amazon-beauty/tasks/product-top-rated/manifest.yaml b/join-amazon-beauty/tasks/product-top-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..63aadd0ad8483e242dfd351ebb818ddf5ad902fa --- /dev/null +++ b/join-amazon-beauty/tasks/product-top-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-rated +kind: external +task_type: binary_classification +description: Predict whether a beauty product will rank in the top 25% by mean rating in the next window. +entity_table: products +entity_col: product_id +target_col: top_rated_flag +time_col: timestamp +timedelta: 45 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-product-top-rated/train.parquet b/join-amazon-beauty/tasks/product-top-rated/train.parquet similarity index 100% rename from thejoin-amazon-beauty/tasks/predict-product-top-rated/train.parquet rename to join-amazon-beauty/tasks/product-top-rated/train.parquet diff --git a/join-amazon-beauty/tasks/reviewer-active/manifest.yaml b/join-amazon-beauty/tasks/reviewer-active/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e8742041348293598b04bcedc08ae0d99f041508 --- /dev/null +++ b/join-amazon-beauty/tasks/reviewer-active/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post at least one beauty review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_review +time_col: timestamp +timedelta: 45 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-reviewer-active/train.parquet b/join-amazon-beauty/tasks/reviewer-active/train.parquet similarity index 100% rename from thejoin-amazon-beauty/tasks/predict-reviewer-active/train.parquet rename to join-amazon-beauty/tasks/reviewer-active/train.parquet diff --git a/join-amazon-beauty/tasks/reviewer-return/manifest.yaml b/join-amazon-beauty/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0027d6de375353e53d392c473dd5a395a2c884b4 --- /dev/null +++ b/join-amazon-beauty/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a previously active reviewer will return to post beauty reviews in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_return +time_col: timestamp +timedelta: 45 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-reviewer-return/train.parquet b/join-amazon-beauty/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-beauty/tasks/predict-reviewer-return/train.parquet rename to join-amazon-beauty/tasks/reviewer-return/train.parquet diff --git a/thejoin-amazon-books/db/books.parquet b/join-amazon-books/db/books.parquet similarity index 100% rename from thejoin-amazon-books/db/books.parquet rename to join-amazon-books/db/books.parquet diff --git a/thejoin-amazon-books/db/reviewers.parquet b/join-amazon-books/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-books/db/reviewers.parquet rename to join-amazon-books/db/reviewers.parquet diff --git a/thejoin-amazon-books/db/reviews.parquet b/join-amazon-books/db/reviews.parquet similarity index 100% rename from thejoin-amazon-books/db/reviews.parquet rename to join-amazon-books/db/reviews.parquet diff --git a/join-amazon-books/manifest.yaml b/join-amazon-books/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..22124083ec2a1e57963c1f33fd42c764e337e3db --- /dev/null +++ b/join-amazon-books/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-books +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + books: + pkey: book_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + book_id: books diff --git a/join-amazon-books/tasks/book-all-verified/manifest.yaml b/join-amazon-books/tasks/book-all-verified/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e1c99bfce942526937ad1b8a7b7e50950364d623 --- /dev/null +++ b/join-amazon-books/tasks/book-all-verified/manifest.yaml @@ -0,0 +1,10 @@ +name: book-all-verified +kind: external +task_type: binary_classification +description: Whether all reviews for a book are verified (mean verified == 1) next window. +entity_table: books +entity_col: book_id +target_col: all_verified +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-all-verified/train.parquet b/join-amazon-books/tasks/book-all-verified/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-all-verified/train.parquet rename to join-amazon-books/tasks/book-all-verified/train.parquet diff --git a/join-amazon-books/tasks/book-any-new-review/manifest.yaml b/join-amazon-books/tasks/book-any-new-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..41a29e7f082fa105188d0eeaafee9d5914513b1f --- /dev/null +++ b/join-amazon-books/tasks/book-any-new-review/manifest.yaml @@ -0,0 +1,10 @@ +name: book-any-new-review +kind: external +task_type: binary_classification +description: Whether the book gets any new review next window. +entity_table: books +entity_col: book_id +target_col: book_has_review +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-any-new-review/train.parquet b/join-amazon-books/tasks/book-any-new-review/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-any-new-review/train.parquet rename to join-amazon-books/tasks/book-any-new-review/train.parquet diff --git a/join-amazon-books/tasks/book-avg-review-length/manifest.yaml b/join-amazon-books/tasks/book-avg-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a84e8153db93b0c14df971be00e3c1001aecb05a --- /dev/null +++ b/join-amazon-books/tasks/book-avg-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: book-avg-review-length +kind: external +task_type: regression +description: Average written review length for a book next window (review depth). +entity_table: books +entity_col: book_id +target_col: avg_review_len +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-avg-review-length/train.parquet b/join-amazon-books/tasks/book-avg-review-length/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-avg-review-length/train.parquet rename to join-amazon-books/tasks/book-avg-review-length/train.parquet diff --git a/join-amazon-books/tasks/book-churn/manifest.yaml b/join-amazon-books/tasks/book-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fcf2d8fc5cfed093272d3c16696516e188f2a086 --- /dev/null +++ b/join-amazon-books/tasks/book-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: book-churn +kind: external +task_type: binary_classification +description: Predict whether a book receives no reviews in the next time window (loss of interest) +entity_table: books +entity_col: book_id +target_col: predict_book_churn +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-churn/train.parquet b/join-amazon-books/tasks/book-churn/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-churn/train.parquet rename to join-amazon-books/tasks/book-churn/train.parquet diff --git a/join-amazon-books/tasks/book-long-review/manifest.yaml b/join-amazon-books/tasks/book-long-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b73168bf6c3012ecbb289e5b2649351dcb4132d7 --- /dev/null +++ b/join-amazon-books/tasks/book-long-review/manifest.yaml @@ -0,0 +1,10 @@ +name: book-long-review +kind: external +task_type: binary_classification +description: Whether any review exceeds 1000 characters next window. +entity_table: books +entity_col: book_id +target_col: long_review +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-long-review/train.parquet b/join-amazon-books/tasks/book-long-review/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-long-review/train.parquet rename to join-amazon-books/tasks/book-long-review/train.parquet diff --git a/join-amazon-books/tasks/book-low-rating-event/manifest.yaml b/join-amazon-books/tasks/book-low-rating-event/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..46655dad568daf174df2daf3bcd429e5dfa4d967 --- /dev/null +++ b/join-amazon-books/tasks/book-low-rating-event/manifest.yaml @@ -0,0 +1,10 @@ +name: book-low-rating-event +kind: external +task_type: binary_classification +description: Whether the book receives any 1-star rating next window. +entity_table: books +entity_col: book_id +target_col: low_rating_event +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-low-rating-event/train.parquet b/join-amazon-books/tasks/book-low-rating-event/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-low-rating-event/train.parquet rename to join-amazon-books/tasks/book-low-rating-event/train.parquet diff --git a/join-amazon-books/tasks/book-low-rating/manifest.yaml b/join-amazon-books/tasks/book-low-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5f4fb1956b73949216438958cd039de501d6f3e6 --- /dev/null +++ b/join-amazon-books/tasks/book-low-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: book-low-rating +kind: external +task_type: binary_classification +description: Whether the average rating for a book drops below 3.5 next window (quality decline). +entity_table: books +entity_col: book_id +target_col: low_rating +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-low-rating/train.parquet b/join-amazon-books/tasks/book-low-rating/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-low-rating/train.parquet rename to join-amazon-books/tasks/book-low-rating/train.parquet diff --git a/join-amazon-books/tasks/book-max-review-len/manifest.yaml b/join-amazon-books/tasks/book-max-review-len/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3a10bfe613607f3063e10e11bcad0341549c4cf9 --- /dev/null +++ b/join-amazon-books/tasks/book-max-review-len/manifest.yaml @@ -0,0 +1,10 @@ +name: book-max-review-len +kind: external +task_type: regression +description: Longest review length posted on a book next window. +entity_table: books +entity_col: book_id +target_col: max_review_len +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-max-review-len/train.parquet b/join-amazon-books/tasks/book-max-review-len/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-max-review-len/train.parquet rename to join-amazon-books/tasks/book-max-review-len/train.parquet diff --git a/join-amazon-books/tasks/book-max-review-length/manifest.yaml b/join-amazon-books/tasks/book-max-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f14c56c68df086e025f2d31ca88540e98fb5ef1c --- /dev/null +++ b/join-amazon-books/tasks/book-max-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: book-max-review-length +kind: external +task_type: regression +description: Longest written review for a book next window. +entity_table: books +entity_col: book_id +target_col: max_review_len +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-max-review-length/train.parquet b/join-amazon-books/tasks/book-max-review-length/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-max-review-length/train.parquet rename to join-amazon-books/tasks/book-max-review-length/train.parquet diff --git a/join-amazon-books/tasks/book-mean-rating/manifest.yaml b/join-amazon-books/tasks/book-mean-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8e2dcc8af1a7297f7b40d017e6fa49cc78900d1a --- /dev/null +++ b/join-amazon-books/tasks/book-mean-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: book-mean-rating +kind: external +task_type: regression +description: Predict the mean rating a book receives in the next time window +entity_table: books +entity_col: book_id +target_col: pred_rating +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-mean-rating/train.parquet b/join-amazon-books/tasks/book-mean-rating/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-mean-rating/train.parquet rename to join-amazon-books/tasks/book-mean-rating/train.parquet diff --git a/join-amazon-books/tasks/book-min-rating/manifest.yaml b/join-amazon-books/tasks/book-min-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b3680962a30b506670cbd16cea6c984b826f2c52 --- /dev/null +++ b/join-amazon-books/tasks/book-min-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: book-min-rating +kind: external +task_type: regression +description: Lowest rating a book receives next window. +entity_table: books +entity_col: book_id +target_col: min_rating +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-min-rating/train.parquet b/join-amazon-books/tasks/book-min-rating/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-min-rating/train.parquet rename to join-amazon-books/tasks/book-min-rating/train.parquet diff --git a/join-amazon-books/tasks/book-popular-next-window/manifest.yaml b/join-amazon-books/tasks/book-popular-next-window/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8f80d08e05f2ade810143fbfeaa604b11160ae90 --- /dev/null +++ b/join-amazon-books/tasks/book-popular-next-window/manifest.yaml @@ -0,0 +1,10 @@ +name: book-popular-next-window +kind: external +task_type: binary_classification +description: Whether a book receives more than 5 reviews (ratings summed) next window. +entity_table: books +entity_col: book_id +target_col: popular +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-popular-next-window/train.parquet b/join-amazon-books/tasks/book-popular-next-window/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-popular-next-window/train.parquet rename to join-amazon-books/tasks/book-popular-next-window/train.parquet diff --git a/join-amazon-books/tasks/book-rating-trend/manifest.yaml b/join-amazon-books/tasks/book-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1ffb74138679eb87647857c5cb61255675f8a583 --- /dev/null +++ b/join-amazon-books/tasks/book-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: book-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a book's mean rating increases in the next window compared to the current window. +entity_table: books +entity_col: book_id +target_col: rating_trend +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-rating-trend/train.parquet b/join-amazon-books/tasks/book-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-rating-trend/train.parquet rename to join-amazon-books/tasks/book-rating-trend/train.parquet diff --git a/join-amazon-books/tasks/book-rating-volatility/manifest.yaml b/join-amazon-books/tasks/book-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6b7cc52e3c413b0a6fc5bb71dcdbfbb9425f21ce --- /dev/null +++ b/join-amazon-books/tasks/book-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: book-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings for a book in the next window, reflecting opinion polarization. +entity_table: books +entity_col: book_id +target_col: rating_volatility +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-rating-volatility/train.parquet b/join-amazon-books/tasks/book-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-rating-volatility/train.parquet rename to join-amazon-books/tasks/book-rating-volatility/train.parquet diff --git a/join-amazon-books/tasks/book-return/manifest.yaml b/join-amazon-books/tasks/book-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9ba4d4c1a5cc7f2f90dcf3d89bb47e30b98bc842 --- /dev/null +++ b/join-amazon-books/tasks/book-return/manifest.yaml @@ -0,0 +1,10 @@ +name: book-return +kind: external +task_type: binary_classification +description: Predict whether a book that received no reviews in the current window will receive reviews again in the next window. +entity_table: books +entity_col: book_id +target_col: book_returns +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-return/train.parquet b/join-amazon-books/tasks/book-return/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-return/train.parquet rename to join-amazon-books/tasks/book-return/train.parquet diff --git a/join-amazon-books/tasks/book-review-concentration/manifest.yaml b/join-amazon-books/tasks/book-review-concentration/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4e07b92166c0c2973580ce389cf620b6c2875ac6 --- /dev/null +++ b/join-amazon-books/tasks/book-review-concentration/manifest.yaml @@ -0,0 +1,10 @@ +name: book-review-concentration +kind: external +task_type: regression +description: Predict a book's share of all reviews on the platform in the next window. +entity_table: books +entity_col: book_id +target_col: review_concentration +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-review-concentration/train.parquet b/join-amazon-books/tasks/book-review-concentration/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-review-concentration/train.parquet rename to join-amazon-books/tasks/book-review-concentration/train.parquet diff --git a/join-amazon-books/tasks/book-review-count/manifest.yaml b/join-amazon-books/tasks/book-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4fc8eecc4ca578a9f2b945c05287a1231bbec469 --- /dev/null +++ b/join-amazon-books/tasks/book-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: book-review-count +kind: external +task_type: regression +description: Predict the number of reviews a book receives in the next time window +entity_table: books +entity_col: book_id +target_col: predict_book_review_count +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-review-count/train.parquet b/join-amazon-books/tasks/book-review-count/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-review-count/train.parquet rename to join-amazon-books/tasks/book-review-count/train.parquet diff --git a/join-amazon-books/tasks/book-review-length-change/manifest.yaml b/join-amazon-books/tasks/book-review-length-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b00902032b815166358ffc0a8f7252ea800e071d --- /dev/null +++ b/join-amazon-books/tasks/book-review-length-change/manifest.yaml @@ -0,0 +1,10 @@ +name: book-review-length-change +kind: external +task_type: regression +description: Predict the change in mean review length for a book between the current and next windows. +entity_table: books +entity_col: book_id +target_col: review_length_change +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-review-length-change/train.parquet b/join-amazon-books/tasks/book-review-length-change/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-review-length-change/train.parquet rename to join-amazon-books/tasks/book-review-length-change/train.parquet diff --git a/join-amazon-books/tasks/book-top-review-volume/manifest.yaml b/join-amazon-books/tasks/book-top-review-volume/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fd52e465278a13069dc396fd0d39e7fa0f7b105d --- /dev/null +++ b/join-amazon-books/tasks/book-top-review-volume/manifest.yaml @@ -0,0 +1,10 @@ +name: book-top-review-volume +kind: external +task_type: binary_classification +description: Predict whether a book is in the top 25% by number of reviews received in the next window. +entity_table: books +entity_col: book_id +target_col: top_review_volume +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-top-review-volume/train.parquet b/join-amazon-books/tasks/book-top-review-volume/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-top-review-volume/train.parquet rename to join-amazon-books/tasks/book-top-review-volume/train.parquet diff --git a/join-amazon-books/tasks/book-total-rating-sum/manifest.yaml b/join-amazon-books/tasks/book-total-rating-sum/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f7326f30c059d83b25f6ffc65182f0984043c1bf --- /dev/null +++ b/join-amazon-books/tasks/book-total-rating-sum/manifest.yaml @@ -0,0 +1,10 @@ +name: book-total-rating-sum +kind: external +task_type: regression +description: Sum of ratings a book receives next window (weighted engagement). +entity_table: books +entity_col: book_id +target_col: rating_sum +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-total-rating-sum/train.parquet b/join-amazon-books/tasks/book-total-rating-sum/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-total-rating-sum/train.parquet rename to join-amazon-books/tasks/book-total-rating-sum/train.parquet diff --git a/join-amazon-books/tasks/book-unique-reviewers/manifest.yaml b/join-amazon-books/tasks/book-unique-reviewers/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..846efc2201de61ca8113d0c1f1858ade7077bc2b --- /dev/null +++ b/join-amazon-books/tasks/book-unique-reviewers/manifest.yaml @@ -0,0 +1,10 @@ +name: book-unique-reviewers +kind: external +task_type: regression +description: Max reviewer_id touching the book (newest cohort) next window. +entity_table: books +entity_col: book_id +target_col: reviewer_range +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-unique-reviewers/train.parquet b/join-amazon-books/tasks/book-unique-reviewers/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-unique-reviewers/train.parquet rename to join-amazon-books/tasks/book-unique-reviewers/train.parquet diff --git a/join-amazon-books/tasks/book-verified-count/manifest.yaml b/join-amazon-books/tasks/book-verified-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cc4a4ffde4a34ca0713870565c0874e622e10208 --- /dev/null +++ b/join-amazon-books/tasks/book-verified-count/manifest.yaml @@ -0,0 +1,10 @@ +name: book-verified-count +kind: external +task_type: regression +description: Number of verified reviews for a book next window. +entity_table: books +entity_col: book_id +target_col: verified_count +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-verified-count/train.parquet b/join-amazon-books/tasks/book-verified-count/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-verified-count/train.parquet rename to join-amazon-books/tasks/book-verified-count/train.parquet diff --git a/join-amazon-books/tasks/book-verified-share/manifest.yaml b/join-amazon-books/tasks/book-verified-share/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1aa8fd1b88c40df85b2d10443f2c2cbc644d8822 --- /dev/null +++ b/join-amazon-books/tasks/book-verified-share/manifest.yaml @@ -0,0 +1,10 @@ +name: book-verified-share +kind: external +task_type: regression +description: Fraction of verified purchases among reviews for a book next window. +entity_table: books +entity_col: book_id +target_col: verified_rate +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-verified-share/train.parquet b/join-amazon-books/tasks/book-verified-share/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-verified-share/train.parquet rename to join-amazon-books/tasks/book-verified-share/train.parquet diff --git a/join-amazon-books/tasks/book-will-be-reviewed/manifest.yaml b/join-amazon-books/tasks/book-will-be-reviewed/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..239b207c88db95efd790cc91c7d54470727ed9b9 --- /dev/null +++ b/join-amazon-books/tasks/book-will-be-reviewed/manifest.yaml @@ -0,0 +1,10 @@ +name: book-will-be-reviewed +kind: external +task_type: binary_classification +description: Whether the book receives any review next window. +entity_table: books +entity_col: book_id +target_col: reviewed_next +time_col: timestamp +timedelta: 63 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-will-be-reviewed/train.parquet b/join-amazon-books/tasks/book-will-be-reviewed/train.parquet similarity index 100% rename from thejoin-amazon-books/tasks/predict-book-will-be-reviewed/train.parquet rename to join-amazon-books/tasks/book-will-be-reviewed/train.parquet diff --git a/thejoin-amazon-cds-vinyl/db/albums.parquet b/join-amazon-cds-vinyl/db/albums.parquet similarity index 100% rename from thejoin-amazon-cds-vinyl/db/albums.parquet rename to join-amazon-cds-vinyl/db/albums.parquet diff --git a/thejoin-amazon-cds-vinyl/db/reviewers.parquet b/join-amazon-cds-vinyl/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-cds-vinyl/db/reviewers.parquet rename to join-amazon-cds-vinyl/db/reviewers.parquet diff --git a/thejoin-amazon-cds-vinyl/db/reviews.parquet b/join-amazon-cds-vinyl/db/reviews.parquet similarity index 100% rename from thejoin-amazon-cds-vinyl/db/reviews.parquet rename to join-amazon-cds-vinyl/db/reviews.parquet diff --git a/join-amazon-cds-vinyl/manifest.yaml b/join-amazon-cds-vinyl/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..17f3b3f4b449e94013690e4908ba509fff514f7b --- /dev/null +++ b/join-amazon-cds-vinyl/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-cds-vinyl +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + albums: + pkey: album_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + album_id: albums diff --git a/join-amazon-cds-vinyl/tasks/album-high-rating/manifest.yaml b/join-amazon-cds-vinyl/tasks/album-high-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5c5bae21db70d2cd261d4e1e9ff47e6a71cf101d --- /dev/null +++ b/join-amazon-cds-vinyl/tasks/album-high-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: album-high-rating +kind: external +task_type: binary_classification +description: Predict whether an album's mean rating will exceed 4.0 in the next window. +entity_table: albums +entity_col: album_id +target_col: high_rating_flag +time_col: timestamp +timedelta: 60 days 00:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-album-high-rating/train.parquet b/join-amazon-cds-vinyl/tasks/album-high-rating/train.parquet similarity index 100% rename from thejoin-amazon-cds-vinyl/tasks/predict-album-high-rating/train.parquet rename to join-amazon-cds-vinyl/tasks/album-high-rating/train.parquet diff --git a/join-amazon-cds-vinyl/tasks/album-rating-change/manifest.yaml b/join-amazon-cds-vinyl/tasks/album-rating-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..74dae4081f67541ccd1d1961261e0ca5e1b45174 --- /dev/null +++ b/join-amazon-cds-vinyl/tasks/album-rating-change/manifest.yaml @@ -0,0 +1,10 @@ +name: album-rating-change +kind: external +task_type: regression +description: Predict the change in mean rating for an album between the prior and next window. +entity_table: albums +entity_col: album_id +target_col: rating_change +time_col: timestamp +timedelta: 60 days 00:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-album-rating-change/train.parquet b/join-amazon-cds-vinyl/tasks/album-rating-change/train.parquet similarity index 100% rename from thejoin-amazon-cds-vinyl/tasks/predict-album-rating-change/train.parquet rename to join-amazon-cds-vinyl/tasks/album-rating-change/train.parquet diff --git a/join-amazon-cds-vinyl/tasks/album-rating-trend/manifest.yaml b/join-amazon-cds-vinyl/tasks/album-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b303709b4f1a1bba020f86466121bbbc1688dded --- /dev/null +++ b/join-amazon-cds-vinyl/tasks/album-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: album-rating-trend +kind: external +task_type: binary_classification +description: Predict whether an album's mean rating will increase in the next window compared to the prior window. +entity_table: albums +entity_col: album_id +target_col: rating_trend_up +time_col: timestamp +timedelta: 60 days 00:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-album-rating-trend/train.parquet b/join-amazon-cds-vinyl/tasks/album-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-cds-vinyl/tasks/predict-album-rating-trend/train.parquet rename to join-amazon-cds-vinyl/tasks/album-rating-trend/train.parquet diff --git a/join-amazon-cds-vinyl/tasks/album-rating-volatility/manifest.yaml b/join-amazon-cds-vinyl/tasks/album-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..49bf54f44f84816999aad6d29db0b9ef4f47546d --- /dev/null +++ b/join-amazon-cds-vinyl/tasks/album-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: album-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings an album will receive in the next window. +entity_table: albums +entity_col: album_id +target_col: rating_volatility +time_col: timestamp +timedelta: 60 days 00:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-album-rating-volatility/train.parquet b/join-amazon-cds-vinyl/tasks/album-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-cds-vinyl/tasks/predict-album-rating-volatility/train.parquet rename to join-amazon-cds-vinyl/tasks/album-rating-volatility/train.parquet diff --git a/join-amazon-cds-vinyl/tasks/album-review-count/manifest.yaml b/join-amazon-cds-vinyl/tasks/album-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0a693a7a4b14ae4d754d4996623c069a95d4f200 --- /dev/null +++ b/join-amazon-cds-vinyl/tasks/album-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: album-review-count +kind: external +task_type: regression +description: Predict how many reviews an album will receive in the next window. +entity_table: albums +entity_col: album_id +target_col: review_count_next +time_col: timestamp +timedelta: 60 days 00:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-album-review-count/train.parquet b/join-amazon-cds-vinyl/tasks/album-review-count/train.parquet similarity index 100% rename from thejoin-amazon-cds-vinyl/tasks/predict-album-review-count/train.parquet rename to join-amazon-cds-vinyl/tasks/album-review-count/train.parquet diff --git a/join-amazon-cds-vinyl/tasks/album-review-len-concentration/manifest.yaml b/join-amazon-cds-vinyl/tasks/album-review-len-concentration/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c33eb1dde23e0e11248997bedc15f69b5759419b --- /dev/null +++ b/join-amazon-cds-vinyl/tasks/album-review-len-concentration/manifest.yaml @@ -0,0 +1,10 @@ +name: album-review-len-concentration +kind: external +task_type: regression +description: Predict the share of total review word count attributed to the single longest review for an album in the next window. +entity_table: albums +entity_col: album_id +target_col: review_len_concentration +time_col: timestamp +timedelta: 60 days 00:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-album-review-len-concentration/train.parquet b/join-amazon-cds-vinyl/tasks/album-review-len-concentration/train.parquet similarity index 100% rename from thejoin-amazon-cds-vinyl/tasks/predict-album-review-len-concentration/train.parquet rename to join-amazon-cds-vinyl/tasks/album-review-len-concentration/train.parquet diff --git a/join-amazon-cds-vinyl/tasks/album-top-rated/manifest.yaml b/join-amazon-cds-vinyl/tasks/album-top-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5cc6e7ea4d28429fa21a37bacf5778ca7e6be2ba --- /dev/null +++ b/join-amazon-cds-vinyl/tasks/album-top-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: album-top-rated +kind: external +task_type: binary_classification +description: Predict whether an album will rank in the top 25% by mean rating among reviewed albums in the next window. +entity_table: albums +entity_col: album_id +target_col: top_rated_flag +time_col: timestamp +timedelta: 60 days 00:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-album-top-rated/train.parquet b/join-amazon-cds-vinyl/tasks/album-top-rated/train.parquet similarity index 100% rename from thejoin-amazon-cds-vinyl/tasks/predict-album-top-rated/train.parquet rename to join-amazon-cds-vinyl/tasks/album-top-rated/train.parquet diff --git a/join-amazon-cds-vinyl/tasks/album-verbose-reviews/manifest.yaml b/join-amazon-cds-vinyl/tasks/album-verbose-reviews/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..872cc640225a905c63b94bcf99eaf9b7394532e8 --- /dev/null +++ b/join-amazon-cds-vinyl/tasks/album-verbose-reviews/manifest.yaml @@ -0,0 +1,10 @@ +name: album-verbose-reviews +kind: external +task_type: binary_classification +description: Predict whether an album's mean review length will exceed 500 characters in the next window. +entity_table: albums +entity_col: album_id +target_col: verbose_reviews_flag +time_col: timestamp +timedelta: 60 days 00:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-album-verbose-reviews/train.parquet b/join-amazon-cds-vinyl/tasks/album-verbose-reviews/train.parquet similarity index 100% rename from thejoin-amazon-cds-vinyl/tasks/predict-album-verbose-reviews/train.parquet rename to join-amazon-cds-vinyl/tasks/album-verbose-reviews/train.parquet diff --git a/join-amazon-cds-vinyl/tasks/reviewer-active/manifest.yaml b/join-amazon-cds-vinyl/tasks/reviewer-active/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e1dfb04ef83698cf8340d950fc3ff1d7a9aa34b7 --- /dev/null +++ b/join-amazon-cds-vinyl/tasks/reviewer-active/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post at least one album review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_review +time_col: timestamp +timedelta: 60 days 00:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-reviewer-active/train.parquet b/join-amazon-cds-vinyl/tasks/reviewer-active/train.parquet similarity index 100% rename from thejoin-amazon-cds-vinyl/tasks/predict-reviewer-active/train.parquet rename to join-amazon-cds-vinyl/tasks/reviewer-active/train.parquet diff --git a/join-amazon-cds-vinyl/tasks/reviewer-avg-rating/manifest.yaml b/join-amazon-cds-vinyl/tasks/reviewer-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..311e4ddda976c8d921c37b5ddcfb990dff5eeb70 --- /dev/null +++ b/join-amazon-cds-vinyl/tasks/reviewer-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-avg-rating +kind: external +task_type: regression +description: Predict the mean star rating a reviewer will give to albums in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 60 days 00:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-reviewer-avg-rating/train.parquet b/join-amazon-cds-vinyl/tasks/reviewer-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-cds-vinyl/tasks/predict-reviewer-avg-rating/train.parquet rename to join-amazon-cds-vinyl/tasks/reviewer-avg-rating/train.parquet diff --git a/join-amazon-cds-vinyl/tasks/reviewer-churn/manifest.yaml b/join-amazon-cds-vinyl/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4e1c2b95efd898ad11d8a0b055fb10bc1e2a86f0 --- /dev/null +++ b/join-amazon-cds-vinyl/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will stop posting album reviews in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned +time_col: timestamp +timedelta: 60 days 00:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-reviewer-churn/train.parquet b/join-amazon-cds-vinyl/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-cds-vinyl/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-cds-vinyl/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-cds-vinyl/tasks/reviewer-return/manifest.yaml b/join-amazon-cds-vinyl/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c58d2c7c60a4309f7d3629a6395500422d44b48e --- /dev/null +++ b/join-amazon-cds-vinyl/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a previously active reviewer will return to post album reviews in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_return +time_col: timestamp +timedelta: 60 days 00:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-reviewer-return/train.parquet b/join-amazon-cds-vinyl/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-cds-vinyl/tasks/predict-reviewer-return/train.parquet rename to join-amazon-cds-vinyl/tasks/reviewer-return/train.parquet diff --git a/thejoin-amazon-cell-phones/db/products.parquet b/join-amazon-cell-phones/db/products.parquet similarity index 100% rename from thejoin-amazon-cell-phones/db/products.parquet rename to join-amazon-cell-phones/db/products.parquet diff --git a/thejoin-amazon-cell-phones/db/reviewers.parquet b/join-amazon-cell-phones/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-cell-phones/db/reviewers.parquet rename to join-amazon-cell-phones/db/reviewers.parquet diff --git a/thejoin-amazon-cell-phones/db/reviews.parquet b/join-amazon-cell-phones/db/reviews.parquet similarity index 100% rename from thejoin-amazon-cell-phones/db/reviews.parquet rename to join-amazon-cell-phones/db/reviews.parquet diff --git a/join-amazon-cell-phones/manifest.yaml b/join-amazon-cell-phones/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..939e821a0ffeec043d9b091b772103420e359c83 --- /dev/null +++ b/join-amazon-cell-phones/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-cell-phones +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/join-amazon-cell-phones/tasks/product-avg-rating/manifest.yaml b/join-amazon-cell-phones/tasks/product-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4b72181d40c5bfcc3e2383a35de42a6add5a1287 --- /dev/null +++ b/join-amazon-cell-phones/tasks/product-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-avg-rating +kind: external +task_type: regression +description: Predict the mean star rating a cell phone product will receive in the next window. +entity_table: products +entity_col: product_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-avg-rating/train.parquet b/join-amazon-cell-phones/tasks/product-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-product-avg-rating/train.parquet rename to join-amazon-cell-phones/tasks/product-avg-rating/train.parquet diff --git a/join-amazon-cell-phones/tasks/product-distinct-reviewers/manifest.yaml b/join-amazon-cell-phones/tasks/product-distinct-reviewers/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..39bff657ca209ea1f5fe9a6188e34778f9ab0c47 --- /dev/null +++ b/join-amazon-cell-phones/tasks/product-distinct-reviewers/manifest.yaml @@ -0,0 +1,10 @@ +name: product-distinct-reviewers +kind: external +task_type: regression +description: Predict the number of distinct reviewers a product attracts in the next window. +entity_table: products +entity_col: product_id +target_col: distinct_reviewers +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-distinct-reviewers/train.parquet b/join-amazon-cell-phones/tasks/product-distinct-reviewers/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-product-distinct-reviewers/train.parquet rename to join-amazon-cell-phones/tasks/product-distinct-reviewers/train.parquet diff --git a/join-amazon-cell-phones/tasks/product-high-rating/manifest.yaml b/join-amazon-cell-phones/tasks/product-high-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..80edef49dd708d80418d04582782b6142b472f1c --- /dev/null +++ b/join-amazon-cell-phones/tasks/product-high-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-high-rating +kind: external +task_type: binary_classification +description: Predict whether a cell phone product's mean rating will exceed 4.0 in the next window. +entity_table: products +entity_col: product_id +target_col: high_rating_flag +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-high-rating/train.parquet b/join-amazon-cell-phones/tasks/product-high-rating/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-product-high-rating/train.parquet rename to join-amazon-cell-phones/tasks/product-high-rating/train.parquet diff --git a/join-amazon-cell-phones/tasks/product-rating-change/manifest.yaml b/join-amazon-cell-phones/tasks/product-rating-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..87cf8e2f378e8cf52bd1ab63821203066fc4ed4a --- /dev/null +++ b/join-amazon-cell-phones/tasks/product-rating-change/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-change +kind: external +task_type: regression +description: Predict the change in mean rating for a cell phone product between the prior and next window. +entity_table: products +entity_col: product_id +target_col: rating_change +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-rating-change/train.parquet b/join-amazon-cell-phones/tasks/product-rating-change/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-product-rating-change/train.parquet rename to join-amazon-cell-phones/tasks/product-rating-change/train.parquet diff --git a/join-amazon-cell-phones/tasks/product-rating-trend-reversal/manifest.yaml b/join-amazon-cell-phones/tasks/product-rating-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..42a50ce8dd14875d24f71fbfad9d25aca435bfb0 --- /dev/null +++ b/join-amazon-cell-phones/tasks/product-rating-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend-reversal +kind: external +task_type: binary_classification +description: Predict whether the direction of change in a product's mean rating flips between current and next windows. +entity_table: products +entity_col: product_id +target_col: trend_flipped +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-rating-trend-reversal/train.parquet b/join-amazon-cell-phones/tasks/product-rating-trend-reversal/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-product-rating-trend-reversal/train.parquet rename to join-amazon-cell-phones/tasks/product-rating-trend-reversal/train.parquet diff --git a/join-amazon-cell-phones/tasks/product-rating-trend/manifest.yaml b/join-amazon-cell-phones/tasks/product-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4e7729ebbd1ca8543b06b9df465c53155f59ab63 --- /dev/null +++ b/join-amazon-cell-phones/tasks/product-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a cell phone product's mean rating will improve in the next window relative to the prior window. +entity_table: products +entity_col: product_id +target_col: rating_trend_up +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-rating-trend/train.parquet b/join-amazon-cell-phones/tasks/product-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-product-rating-trend/train.parquet rename to join-amazon-cell-phones/tasks/product-rating-trend/train.parquet diff --git a/join-amazon-cell-phones/tasks/product-rating-volatility/manifest.yaml b/join-amazon-cell-phones/tasks/product-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8759553728f19548d5128d4112c9d1aaa497df47 --- /dev/null +++ b/join-amazon-cell-phones/tasks/product-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings a cell phone product will receive in the next window. +entity_table: products +entity_col: product_id +target_col: rating_volatility +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-rating-volatility/train.parquet b/join-amazon-cell-phones/tasks/product-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-product-rating-volatility/train.parquet rename to join-amazon-cell-phones/tasks/product-rating-volatility/train.parquet diff --git a/join-amazon-cell-phones/tasks/product-review-concentration/manifest.yaml b/join-amazon-cell-phones/tasks/product-review-concentration/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a8df343ecb506ba4ff48aed4151f96f7c1eca97b --- /dev/null +++ b/join-amazon-cell-phones/tasks/product-review-concentration/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-concentration +kind: external +task_type: regression +description: Predict the product's share of total review activity across the platform in the next window. +entity_table: products +entity_col: product_id +target_col: review_share +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-review-concentration/train.parquet b/join-amazon-cell-phones/tasks/product-review-concentration/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-product-review-concentration/train.parquet rename to join-amazon-cell-phones/tasks/product-review-concentration/train.parquet diff --git a/join-amazon-cell-phones/tasks/product-review-count/manifest.yaml b/join-amazon-cell-phones/tasks/product-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2be10d1632fb98c9650aaae86ab068a16c5236d2 --- /dev/null +++ b/join-amazon-cell-phones/tasks/product-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-count +kind: external +task_type: regression +description: Predict how many reviews a cell phone product will receive in the next window. +entity_table: products +entity_col: product_id +target_col: review_count_next +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-review-count/train.parquet b/join-amazon-cell-phones/tasks/product-review-count/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-product-review-count/train.parquet rename to join-amazon-cell-phones/tasks/product-review-count/train.parquet diff --git a/join-amazon-cell-phones/tasks/product-review-len-concentration/manifest.yaml b/join-amazon-cell-phones/tasks/product-review-len-concentration/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c49b018d39fb1ac1d42652f7e898a91aa5ddb9ca --- /dev/null +++ b/join-amazon-cell-phones/tasks/product-review-len-concentration/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-len-concentration +kind: external +task_type: regression +description: Predict the share of total review word count attributed to the single longest review for a cell phone product in the next window. +entity_table: products +entity_col: product_id +target_col: review_len_concentration +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-review-len-concentration/train.parquet b/join-amazon-cell-phones/tasks/product-review-len-concentration/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-product-review-len-concentration/train.parquet rename to join-amazon-cell-phones/tasks/product-review-len-concentration/train.parquet diff --git a/join-amazon-cell-phones/tasks/product-review-streak/manifest.yaml b/join-amazon-cell-phones/tasks/product-review-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cd7171baae38936242c47cf9251b2fcf008d2593 --- /dev/null +++ b/join-amazon-cell-phones/tasks/product-review-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-streak +kind: external +task_type: regression +description: Predict the longest consecutive-sub-period streak of sub-windows in which a product receives at least one review. +entity_table: products +entity_col: product_id +target_col: streak +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-review-streak/train.parquet b/join-amazon-cell-phones/tasks/product-review-streak/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-product-review-streak/train.parquet rename to join-amazon-cell-phones/tasks/product-review-streak/train.parquet diff --git a/join-amazon-cell-phones/tasks/product-time-until-next-review/manifest.yaml b/join-amazon-cell-phones/tasks/product-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..37a9ce12bea7de8ee64b330ecfc98c67d49169cf --- /dev/null +++ b/join-amazon-cell-phones/tasks/product-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-time-until-next-review +kind: external +task_type: regression +description: Predict the number of days until a product receives its next review. +entity_table: products +entity_col: product_id +target_col: days_to_next +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-time-until-next-review/train.parquet b/join-amazon-cell-phones/tasks/product-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-product-time-until-next-review/train.parquet rename to join-amazon-cell-phones/tasks/product-time-until-next-review/train.parquet diff --git a/join-amazon-cell-phones/tasks/product-top-rated/manifest.yaml b/join-amazon-cell-phones/tasks/product-top-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..24eab6226947a7a2410c59bf27cfa08c7c4a324e --- /dev/null +++ b/join-amazon-cell-phones/tasks/product-top-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-rated +kind: external +task_type: binary_classification +description: Predict whether a cell phone product will rank in the top 25% by mean rating in the next window. +entity_table: products +entity_col: product_id +target_col: top_rated_flag +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-top-rated/train.parquet b/join-amazon-cell-phones/tasks/product-top-rated/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-product-top-rated/train.parquet rename to join-amazon-cell-phones/tasks/product-top-rated/train.parquet diff --git a/join-amazon-cell-phones/tasks/reviewer-active/manifest.yaml b/join-amazon-cell-phones/tasks/reviewer-active/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fe1b27eab0ed28a4e17d55e8be2c1de113ea8ffe --- /dev/null +++ b/join-amazon-cell-phones/tasks/reviewer-active/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post at least one cell phone review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_review +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-reviewer-active/train.parquet b/join-amazon-cell-phones/tasks/reviewer-active/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-reviewer-active/train.parquet rename to join-amazon-cell-phones/tasks/reviewer-active/train.parquet diff --git a/join-amazon-cell-phones/tasks/reviewer-avg-rating/manifest.yaml b/join-amazon-cell-phones/tasks/reviewer-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e2b7dc711dafea660c82793a2c78a5a49775fe90 --- /dev/null +++ b/join-amazon-cell-phones/tasks/reviewer-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-avg-rating +kind: external +task_type: regression +description: Predict the mean star rating a reviewer will give to cell phone products in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-reviewer-avg-rating/train.parquet b/join-amazon-cell-phones/tasks/reviewer-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-reviewer-avg-rating/train.parquet rename to join-amazon-cell-phones/tasks/reviewer-avg-rating/train.parquet diff --git a/join-amazon-cell-phones/tasks/reviewer-churn/manifest.yaml b/join-amazon-cell-phones/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0054bed269542eeb5f7a7d2ab184913b0cb9db7f --- /dev/null +++ b/join-amazon-cell-phones/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will stop posting cell phone reviews in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-reviewer-churn/train.parquet b/join-amazon-cell-phones/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-cell-phones/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-cell-phones/tasks/reviewer-long-review/manifest.yaml b/join-amazon-cell-phones/tasks/reviewer-long-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..015986d35076eded39134c7d64e0e6155d313187 --- /dev/null +++ b/join-amazon-cell-phones/tasks/reviewer-long-review/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-long-review +kind: external +task_type: binary_classification +description: Predict whether a reviewer's mean review length will exceed 300 characters in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: long_review_flag +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-reviewer-long-review/train.parquet b/join-amazon-cell-phones/tasks/reviewer-long-review/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-reviewer-long-review/train.parquet rename to join-amazon-cell-phones/tasks/reviewer-long-review/train.parquet diff --git a/join-amazon-cell-phones/tasks/reviewer-new-product-adoption/manifest.yaml b/join-amazon-cell-phones/tasks/reviewer-new-product-adoption/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0b5a7c9d98e3ed568692a8bb122b862c2b7b6734 --- /dev/null +++ b/join-amazon-cell-phones/tasks/reviewer-new-product-adoption/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-new-product-adoption +kind: external +task_type: binary_classification +description: Predict whether a reviewer reviews a product they have never reviewed before in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: new_product +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-reviewer-new-product-adoption/train.parquet b/join-amazon-cell-phones/tasks/reviewer-new-product-adoption/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-reviewer-new-product-adoption/train.parquet rename to join-amazon-cell-phones/tasks/reviewer-new-product-adoption/train.parquet diff --git a/join-amazon-cell-phones/tasks/reviewer-return/manifest.yaml b/join-amazon-cell-phones/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b5d9021a6b9fde08f037626dd0ad97bdfbbefe9a --- /dev/null +++ b/join-amazon-cell-phones/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a previously active reviewer will return to post cell phone reviews in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_return +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-reviewer-return/train.parquet b/join-amazon-cell-phones/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-reviewer-return/train.parquet rename to join-amazon-cell-phones/tasks/reviewer-return/train.parquet diff --git a/join-amazon-cell-phones/tasks/reviewer-review-concentration/manifest.yaml b/join-amazon-cell-phones/tasks/reviewer-review-concentration/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cd185aa719c0cc401528b9b42353dcea44a86f11 --- /dev/null +++ b/join-amazon-cell-phones/tasks/reviewer-review-concentration/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-concentration +kind: external +task_type: regression +description: Predict a reviewer's share of total platform-wide review length in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: review_share +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-reviewer-review-concentration/train.parquet b/join-amazon-cell-phones/tasks/reviewer-review-concentration/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-reviewer-review-concentration/train.parquet rename to join-amazon-cell-phones/tasks/reviewer-review-concentration/train.parquet diff --git a/join-amazon-cell-phones/tasks/reviewer-review-streak/manifest.yaml b/join-amazon-cell-phones/tasks/reviewer-review-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9de49057cacb114d4ad81f3c5f5e16e6f0cf85c9 --- /dev/null +++ b/join-amazon-cell-phones/tasks/reviewer-review-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-streak +kind: external +task_type: regression +description: Predict the longest consecutive-sub-period review streak for a reviewer within the future window. +entity_table: reviewers +entity_col: reviewer_id +target_col: streak +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-reviewer-review-streak/train.parquet b/join-amazon-cell-phones/tasks/reviewer-review-streak/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-reviewer-review-streak/train.parquet rename to join-amazon-cell-phones/tasks/reviewer-review-streak/train.parquet diff --git a/join-amazon-cell-phones/tasks/reviewer-time-until-next-review/manifest.yaml b/join-amazon-cell-phones/tasks/reviewer-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d8df943ead78cd59edf6347e31a717e47f748063 --- /dev/null +++ b/join-amazon-cell-phones/tasks/reviewer-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-review +kind: external +task_type: regression +description: Predict the number of days until a reviewer posts their next review. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next +time_col: timestamp +timedelta: 48 days 17:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-reviewer-time-until-next-review/train.parquet b/join-amazon-cell-phones/tasks/reviewer-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-cell-phones/tasks/predict-reviewer-time-until-next-review/train.parquet rename to join-amazon-cell-phones/tasks/reviewer-time-until-next-review/train.parquet diff --git a/thejoin-amazon-clothing/db/products.parquet b/join-amazon-clothing/db/products.parquet similarity index 100% rename from thejoin-amazon-clothing/db/products.parquet rename to join-amazon-clothing/db/products.parquet diff --git a/thejoin-amazon-clothing/db/reviewers.parquet b/join-amazon-clothing/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-clothing/db/reviewers.parquet rename to join-amazon-clothing/db/reviewers.parquet diff --git a/thejoin-amazon-clothing/db/reviews.parquet b/join-amazon-clothing/db/reviews.parquet similarity index 100% rename from thejoin-amazon-clothing/db/reviews.parquet rename to join-amazon-clothing/db/reviews.parquet diff --git a/join-amazon-clothing/manifest.yaml b/join-amazon-clothing/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..97741f954cd24f53e88231e790feb8964e533f77 --- /dev/null +++ b/join-amazon-clothing/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-clothing +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/join-amazon-clothing/tasks/cold-reviewer-medium-repeat/manifest.yaml b/join-amazon-clothing/tasks/cold-reviewer-medium-repeat/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c224b14bb1446e58fe9bf30851816f0039fcb493 --- /dev/null +++ b/join-amazon-clothing/tasks/cold-reviewer-medium-repeat/manifest.yaml @@ -0,0 +1,10 @@ +name: cold-reviewer-medium-repeat +kind: external +task_type: binary_classification +description: For a newly-appearing reviewer, whether they return with another review within their first 4 windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_medium_repeat +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-cold-reviewer-medium-repeat/train.parquet b/join-amazon-clothing/tasks/cold-reviewer-medium-repeat/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-cold-reviewer-medium-repeat/train.parquet rename to join-amazon-clothing/tasks/cold-reviewer-medium-repeat/train.parquet diff --git a/join-amazon-clothing/tasks/cold-reviewer-verified-followup/manifest.yaml b/join-amazon-clothing/tasks/cold-reviewer-verified-followup/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4d8233020b786c7cdc00b04a2e694da7c46fed9d --- /dev/null +++ b/join-amazon-clothing/tasks/cold-reviewer-verified-followup/manifest.yaml @@ -0,0 +1,10 @@ +name: cold-reviewer-verified-followup +kind: external +task_type: binary_classification +description: For a newly-appearing reviewer, whether they post a follow-up verified review within their first 2 windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_verified_followup +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-cold-reviewer-verified-followup/train.parquet b/join-amazon-clothing/tasks/cold-reviewer-verified-followup/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-cold-reviewer-verified-followup/train.parquet rename to join-amazon-clothing/tasks/cold-reviewer-verified-followup/train.parquet diff --git a/join-amazon-clothing/tasks/new-reviewer-long-horizon-repeat/manifest.yaml b/join-amazon-clothing/tasks/new-reviewer-long-horizon-repeat/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a1263f5f782219fafd723ca44e33c816a6c88ed0 --- /dev/null +++ b/join-amazon-clothing/tasks/new-reviewer-long-horizon-repeat/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-long-horizon-repeat +kind: external +task_type: binary_classification +description: For a newly-appearing reviewer, whether they return with another review within their first 3 windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_repeat_long +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-new-reviewer-long-horizon-repeat/train.parquet b/join-amazon-clothing/tasks/new-reviewer-long-horizon-repeat/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-new-reviewer-long-horizon-repeat/train.parquet rename to join-amazon-clothing/tasks/new-reviewer-long-horizon-repeat/train.parquet diff --git a/join-amazon-clothing/tasks/new-reviewer-quick-repeat/manifest.yaml b/join-amazon-clothing/tasks/new-reviewer-quick-repeat/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a9974865c66059ddfffabf113409bf8f79803c1e --- /dev/null +++ b/join-amazon-clothing/tasks/new-reviewer-quick-repeat/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-quick-repeat +kind: external +task_type: binary_classification +description: For a newly-appearing reviewer, whether they post a repeat review within their very first window. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_quick_repeat +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-new-reviewer-quick-repeat/train.parquet b/join-amazon-clothing/tasks/new-reviewer-quick-repeat/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-new-reviewer-quick-repeat/train.parquet rename to join-amazon-clothing/tasks/new-reviewer-quick-repeat/train.parquet diff --git a/join-amazon-clothing/tasks/new-reviewer-repeat-activity/manifest.yaml b/join-amazon-clothing/tasks/new-reviewer-repeat-activity/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3573b980206c6bb6d73920e6913ed09c393a2f1e --- /dev/null +++ b/join-amazon-clothing/tasks/new-reviewer-repeat-activity/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-repeat-activity +kind: external +task_type: binary_classification +description: For a newly-appearing reviewer, whether they post another review within their first 2 windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_repeat +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-new-reviewer-repeat-activity/train.parquet b/join-amazon-clothing/tasks/new-reviewer-repeat-activity/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-new-reviewer-repeat-activity/train.parquet rename to join-amazon-clothing/tasks/new-reviewer-repeat-activity/train.parquet diff --git a/join-amazon-clothing/tasks/premium-product-review/manifest.yaml b/join-amazon-clothing/tasks/premium-product-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..42e55170e1e7c1216aa826270cff9eb76dcc37d5 --- /dev/null +++ b/join-amazon-clothing/tasks/premium-product-review/manifest.yaml @@ -0,0 +1,10 @@ +name: premium-product-review +kind: external +task_type: binary_classification +description: Whether the reviewer writes a review for any premium-priced product in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: premium_review +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-premium-product-review/train.parquet b/join-amazon-clothing/tasks/premium-product-review/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-premium-product-review/train.parquet rename to join-amazon-clothing/tasks/premium-product-review/train.parquet diff --git a/join-amazon-clothing/tasks/product-avg-rating/manifest.yaml b/join-amazon-clothing/tasks/product-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..069191f8dae83f80280b30259292592ce9c741fb --- /dev/null +++ b/join-amazon-clothing/tasks/product-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-avg-rating +kind: external +task_type: regression +description: Predict the mean rating a clothing product will receive in the next time window. +entity_table: products +entity_col: product_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-avg-rating/train.parquet b/join-amazon-clothing/tasks/product-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-product-avg-rating/train.parquet rename to join-amazon-clothing/tasks/product-avg-rating/train.parquet diff --git a/join-amazon-clothing/tasks/product-distinct-reviewers/manifest.yaml b/join-amazon-clothing/tasks/product-distinct-reviewers/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..87efff6843b4ec5c519e69d92a87061919040982 --- /dev/null +++ b/join-amazon-clothing/tasks/product-distinct-reviewers/manifest.yaml @@ -0,0 +1,10 @@ +name: product-distinct-reviewers +kind: external +task_type: regression +description: Predict the number of distinct reviewers who will review a clothing product in the next time window. +entity_table: products +entity_col: product_id +target_col: distinct_reviewers_next +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-distinct-reviewers/train.parquet b/join-amazon-clothing/tasks/product-distinct-reviewers/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-product-distinct-reviewers/train.parquet rename to join-amazon-clothing/tasks/product-distinct-reviewers/train.parquet diff --git a/join-amazon-clothing/tasks/product-high-rated/manifest.yaml b/join-amazon-clothing/tasks/product-high-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1487c295c9d1f4a49f5c958572a9742d5126e6d0 --- /dev/null +++ b/join-amazon-clothing/tasks/product-high-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: product-high-rated +kind: external +task_type: binary_classification +description: Predict whether a clothing product receives a mean rating above 4 in the next time window. +entity_table: products +entity_col: product_id +target_col: is_high_rated +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-high-rated/train.parquet b/join-amazon-clothing/tasks/product-high-rated/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-product-high-rated/train.parquet rename to join-amazon-clothing/tasks/product-high-rated/train.parquet diff --git a/join-amazon-clothing/tasks/product-long-review-rare/manifest.yaml b/join-amazon-clothing/tasks/product-long-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fb64191f38d65b48e114db76f35ac2ea70ed309f --- /dev/null +++ b/join-amazon-clothing/tasks/product-long-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-long-review-rare +kind: external +task_type: binary_classification +description: Whether the product receives at least one unusually long (detailed) review in the next window. +entity_table: products +entity_col: product_id +target_col: has_long_review +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-long-review-rare/train.parquet b/join-amazon-clothing/tasks/product-long-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-product-long-review-rare/train.parquet rename to join-amazon-clothing/tasks/product-long-review-rare/train.parquet diff --git a/join-amazon-clothing/tasks/product-multi-negative-storm/manifest.yaml b/join-amazon-clothing/tasks/product-multi-negative-storm/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fec187b64c735c87827c13c1abda26abffaf700b --- /dev/null +++ b/join-amazon-clothing/tasks/product-multi-negative-storm/manifest.yaml @@ -0,0 +1,10 @@ +name: product-multi-negative-storm +kind: external +task_type: binary_classification +description: Whether the product accumulates 2 or more negative reviews in the next window. +entity_table: products +entity_col: product_id +target_col: negative_storm +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-multi-negative-storm/train.parquet b/join-amazon-clothing/tasks/product-multi-negative-storm/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-product-multi-negative-storm/train.parquet rename to join-amazon-clothing/tasks/product-multi-negative-storm/train.parquet diff --git a/join-amazon-clothing/tasks/product-negative-review-arrival/manifest.yaml b/join-amazon-clothing/tasks/product-negative-review-arrival/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d04bfd0b1726829911553f89260fb51eb97829de --- /dev/null +++ b/join-amazon-clothing/tasks/product-negative-review-arrival/manifest.yaml @@ -0,0 +1,10 @@ +name: product-negative-review-arrival +kind: external +task_type: binary_classification +description: Whether the product receives at least one low-rating (rare negative) review in the next window. +entity_table: products +entity_col: product_id +target_col: has_negative +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-negative-review-arrival/train.parquet b/join-amazon-clothing/tasks/product-negative-review-arrival/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-product-negative-review-arrival/train.parquet rename to join-amazon-clothing/tasks/product-negative-review-arrival/train.parquet diff --git a/join-amazon-clothing/tasks/product-new-reviewer-adoption/manifest.yaml b/join-amazon-clothing/tasks/product-new-reviewer-adoption/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bb44f6c41f0f11e76407a44f41b5db2b6cf9fdcb --- /dev/null +++ b/join-amazon-clothing/tasks/product-new-reviewer-adoption/manifest.yaml @@ -0,0 +1,10 @@ +name: product-new-reviewer-adoption +kind: external +task_type: binary_classification +description: Whether the product attracts a reviewer who has never reviewed it before next window. +entity_table: products +entity_col: product_id +target_col: new_reviewer_adopted +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-new-reviewer-adoption/train.parquet b/join-amazon-clothing/tasks/product-new-reviewer-adoption/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-product-new-reviewer-adoption/train.parquet rename to join-amazon-clothing/tasks/product-new-reviewer-adoption/train.parquet diff --git a/join-amazon-clothing/tasks/product-one-star-event/manifest.yaml b/join-amazon-clothing/tasks/product-one-star-event/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..242c981d2ed1c5f11878c5f80968f2e82b2369ba --- /dev/null +++ b/join-amazon-clothing/tasks/product-one-star-event/manifest.yaml @@ -0,0 +1,10 @@ +name: product-one-star-event +kind: external +task_type: binary_classification +description: Whether the product receives at least one 1-star (rare extreme-negative) review in the next window. +entity_table: products +entity_col: product_id +target_col: has_one_star +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-one-star-event/train.parquet b/join-amazon-clothing/tasks/product-one-star-event/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-product-one-star-event/train.parquet rename to join-amazon-clothing/tasks/product-one-star-event/train.parquet diff --git a/join-amazon-clothing/tasks/product-rating-concentration/manifest.yaml b/join-amazon-clothing/tasks/product-rating-concentration/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6b696944f81186dd185ec466ba45e9cfa8354b68 --- /dev/null +++ b/join-amazon-clothing/tasks/product-rating-concentration/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-concentration +kind: external +task_type: regression +description: Predict the total sum of ratings a clothing product will receive in the next time window, reflecting overall popularity. +entity_table: products +entity_col: product_id +target_col: rating_sum_next +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-rating-concentration/train.parquet b/join-amazon-clothing/tasks/product-rating-concentration/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-product-rating-concentration/train.parquet rename to join-amazon-clothing/tasks/product-rating-concentration/train.parquet diff --git a/join-amazon-clothing/tasks/product-rating-trend-reversal/manifest.yaml b/join-amazon-clothing/tasks/product-rating-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1efa3dceb7af3ade6f34258113db559d8d99333b --- /dev/null +++ b/join-amazon-clothing/tasks/product-rating-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend-reversal +kind: external +task_type: binary_classification +description: Whether the direction of the product's mean rating change flips between this and next window. +entity_table: products +entity_col: product_id +target_col: rating_trend_flipped +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-rating-trend-reversal/train.parquet b/join-amazon-clothing/tasks/product-rating-trend-reversal/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-product-rating-trend-reversal/train.parquet rename to join-amazon-clothing/tasks/product-rating-trend-reversal/train.parquet diff --git a/join-amazon-clothing/tasks/product-rating-volatility/manifest.yaml b/join-amazon-clothing/tasks/product-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e0290c53e7d5621e6c00a2bf25c4cdf95c99f65c --- /dev/null +++ b/join-amazon-clothing/tasks/product-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-volatility +kind: external +task_type: regression +description: Standard deviation of the product's ratings next window. +entity_table: products +entity_col: product_id +target_col: rating_volatility +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-rating-volatility/train.parquet b/join-amazon-clothing/tasks/product-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-product-rating-volatility/train.parquet rename to join-amazon-clothing/tasks/product-rating-volatility/train.parquet diff --git a/join-amazon-clothing/tasks/product-review-share/manifest.yaml b/join-amazon-clothing/tasks/product-review-share/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..56a9614495930a86408183a26698339eed4e1b77 --- /dev/null +++ b/join-amazon-clothing/tasks/product-review-share/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-share +kind: external +task_type: regression +description: Product's share of total review volume across the catalog next window. +entity_table: products +entity_col: product_id +target_col: review_share +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-review-share/train.parquet b/join-amazon-clothing/tasks/product-review-share/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-product-review-share/train.parquet rename to join-amazon-clothing/tasks/product-review-share/train.parquet diff --git a/join-amazon-clothing/tasks/product-streak-length/manifest.yaml b/join-amazon-clothing/tasks/product-streak-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..821a9ddd118a0d250d587e9378abda7ef08dd669 --- /dev/null +++ b/join-amazon-clothing/tasks/product-streak-length/manifest.yaml @@ -0,0 +1,10 @@ +name: product-streak-length +kind: external +task_type: regression +description: Longest consecutive-sub-period streak of receiving reviews for the product in the next window. +entity_table: products +entity_col: product_id +target_col: review_streak +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-streak-length/train.parquet b/join-amazon-clothing/tasks/product-streak-length/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-product-streak-length/train.parquet rename to join-amazon-clothing/tasks/product-streak-length/train.parquet diff --git a/join-amazon-clothing/tasks/product-time-until-next-review/manifest.yaml b/join-amazon-clothing/tasks/product-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..092c4cad7137325f44d0358b33cf3ae877b5912a --- /dev/null +++ b/join-amazon-clothing/tasks/product-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-time-until-next-review +kind: external +task_type: regression +description: Days until the product receives its next review. +entity_table: products +entity_col: product_id +target_col: days_to_next_review +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-time-until-next-review/train.parquet b/join-amazon-clothing/tasks/product-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-product-time-until-next-review/train.parquet rename to join-amazon-clothing/tasks/product-time-until-next-review/train.parquet diff --git a/join-amazon-clothing/tasks/product-top-rated/manifest.yaml b/join-amazon-clothing/tasks/product-top-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5ee93e13d1b853ff677f464859e542737a484082 --- /dev/null +++ b/join-amazon-clothing/tasks/product-top-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-rated +kind: external +task_type: binary_classification +description: Predict whether a clothing product will rank in the top 25% by mean rating among all products in the next time window. +entity_table: products +entity_col: product_id +target_col: is_top_rated_product +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-top-rated/train.parquet b/join-amazon-clothing/tasks/product-top-rated/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-product-top-rated/train.parquet rename to join-amazon-clothing/tasks/product-top-rated/train.parquet diff --git a/join-amazon-clothing/tasks/reviewer-active/manifest.yaml b/join-amazon-clothing/tasks/reviewer-active/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..272122d8a8943eab00bf422627435000db249b09 --- /dev/null +++ b/join-amazon-clothing/tasks/reviewer-active/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post at least one clothing review in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_active +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-active/train.parquet b/join-amazon-clothing/tasks/reviewer-active/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-reviewer-active/train.parquet rename to join-amazon-clothing/tasks/reviewer-active/train.parquet diff --git a/join-amazon-clothing/tasks/reviewer-churn/manifest.yaml b/join-amazon-clothing/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2e309cdd667705c78b2071ca3448bc7d3b40119c --- /dev/null +++ b/join-amazon-clothing/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post no clothing reviews in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_churned +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-churn/train.parquet b/join-amazon-clothing/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-clothing/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-clothing/tasks/reviewer-high-vote-post/manifest.yaml b/join-amazon-clothing/tasks/reviewer-high-vote-post/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8f371f59b17a62f4c23a0d11b3f81ab0137a7d66 --- /dev/null +++ b/join-amazon-clothing/tasks/reviewer-high-vote-post/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-high-vote-post +kind: external +task_type: binary_classification +description: Whether the reviewer posts at least 2 reviews receiving helpful votes in the next window (rare influencer signal). +entity_table: reviewers +entity_col: reviewer_id +target_col: has_influential +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-high-vote-post/train.parquet b/join-amazon-clothing/tasks/reviewer-high-vote-post/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-reviewer-high-vote-post/train.parquet rename to join-amazon-clothing/tasks/reviewer-high-vote-post/train.parquet diff --git a/join-amazon-clothing/tasks/reviewer-multi-verified-burst/manifest.yaml b/join-amazon-clothing/tasks/reviewer-multi-verified-burst/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fb2a207d0dbc1d8199d79335fedd745e7c473c66 --- /dev/null +++ b/join-amazon-clothing/tasks/reviewer-multi-verified-burst/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-multi-verified-burst +kind: external +task_type: binary_classification +description: Whether the reviewer posts at least 3 verified purchase reviews in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: burst_verified +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-multi-verified-burst/train.parquet b/join-amazon-clothing/tasks/reviewer-multi-verified-burst/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-reviewer-multi-verified-burst/train.parquet rename to join-amazon-clothing/tasks/reviewer-multi-verified-burst/train.parquet diff --git a/join-amazon-clothing/tasks/reviewer-new-product-adoption/manifest.yaml b/join-amazon-clothing/tasks/reviewer-new-product-adoption/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2d9924e22af64e2005cccb13d5fbde6f316f6bc7 --- /dev/null +++ b/join-amazon-clothing/tasks/reviewer-new-product-adoption/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-new-product-adoption +kind: external +task_type: binary_classification +description: Whether the reviewer reviews a product they have never reviewed before next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: new_product_adopted +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-new-product-adoption/train.parquet b/join-amazon-clothing/tasks/reviewer-new-product-adoption/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-reviewer-new-product-adoption/train.parquet rename to join-amazon-clothing/tasks/reviewer-new-product-adoption/train.parquet diff --git a/join-amazon-clothing/tasks/reviewer-perfect-rating-event/manifest.yaml b/join-amazon-clothing/tasks/reviewer-perfect-rating-event/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..de083391b4e95501d36a07d36a86395cf82192b1 --- /dev/null +++ b/join-amazon-clothing/tasks/reviewer-perfect-rating-event/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-perfect-rating-event +kind: external +task_type: binary_classification +description: Whether the reviewer posts a 5-star verified review in the next window (rare joint event). +entity_table: reviewers +entity_col: reviewer_id +target_col: has_five_star +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-perfect-rating-event/train.parquet b/join-amazon-clothing/tasks/reviewer-perfect-rating-event/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-reviewer-perfect-rating-event/train.parquet rename to join-amazon-clothing/tasks/reviewer-perfect-rating-event/train.parquet diff --git a/join-amazon-clothing/tasks/reviewer-return/manifest.yaml b/join-amazon-clothing/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d8856d0c0e4e521fa69d63cf8096bc58e45125c7 --- /dev/null +++ b/join-amazon-clothing/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a previously active reviewer who was absent will return and post a clothing review in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_returning_reviewer +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-return/train.parquet b/join-amazon-clothing/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-reviewer-return/train.parquet rename to join-amazon-clothing/tasks/reviewer-return/train.parquet diff --git a/join-amazon-clothing/tasks/reviewer-review-count/manifest.yaml b/join-amazon-clothing/tasks/reviewer-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ba703136555bb06ca35113843be8504c678f48c6 --- /dev/null +++ b/join-amazon-clothing/tasks/reviewer-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-count +kind: external +task_type: regression +description: Predict the number of clothing reviews a reviewer will post in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: review_count_next +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-review-count/train.parquet b/join-amazon-clothing/tasks/reviewer-review-count/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-reviewer-review-count/train.parquet rename to join-amazon-clothing/tasks/reviewer-review-count/train.parquet diff --git a/join-amazon-clothing/tasks/reviewer-streak-length/manifest.yaml b/join-amazon-clothing/tasks/reviewer-streak-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fd0ef7e4efdf6a78dd908b9ce524d95665e3ba2b --- /dev/null +++ b/join-amazon-clothing/tasks/reviewer-streak-length/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-streak-length +kind: external +task_type: regression +description: Longest consecutive-sub-period active streak of the reviewer within the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: active_streak +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-streak-length/train.parquet b/join-amazon-clothing/tasks/reviewer-streak-length/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-reviewer-streak-length/train.parquet rename to join-amazon-clothing/tasks/reviewer-streak-length/train.parquet diff --git a/join-amazon-clothing/tasks/reviewer-verified-purchase-rare/manifest.yaml b/join-amazon-clothing/tasks/reviewer-verified-purchase-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..53577fd1fbc9f3b5ae2567a57139bbdfb14ca2ab --- /dev/null +++ b/join-amazon-clothing/tasks/reviewer-verified-purchase-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-purchase-rare +kind: external +task_type: binary_classification +description: Whether the reviewer posts at least one verified purchase review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: has_verified +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-verified-purchase-rare/train.parquet b/join-amazon-clothing/tasks/reviewer-verified-purchase-rare/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-reviewer-verified-purchase-rare/train.parquet rename to join-amazon-clothing/tasks/reviewer-verified-purchase-rare/train.parquet diff --git a/join-amazon-clothing/tasks/reviewer-voted-review-rare/manifest.yaml b/join-amazon-clothing/tasks/reviewer-voted-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3f26e40de8dcb553e47a5909bcee5246c2830e3a --- /dev/null +++ b/join-amazon-clothing/tasks/reviewer-voted-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-voted-review-rare +kind: external +task_type: binary_classification +description: Whether the reviewer posts a review that receives helpful votes (rare engagement event) in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: has_voted +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-voted-review-rare/train.parquet b/join-amazon-clothing/tasks/reviewer-voted-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-reviewer-voted-review-rare/train.parquet rename to join-amazon-clothing/tasks/reviewer-voted-review-rare/train.parquet diff --git a/join-amazon-clothing/tasks/reviewer-will-repeat-product/manifest.yaml b/join-amazon-clothing/tasks/reviewer-will-repeat-product/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f2d9459f43dac2414df1c0b9fbaacaaad28a528d --- /dev/null +++ b/join-amazon-clothing/tasks/reviewer-will-repeat-product/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-will-repeat-product +kind: external +task_type: binary_classification +description: Whether the reviewer's next review is for the same product as their most recent review. +entity_table: reviewers +entity_col: reviewer_id +target_col: repeats_last_product +time_col: timestamp +timedelta: 46 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-will-repeat-product/train.parquet b/join-amazon-clothing/tasks/reviewer-will-repeat-product/train.parquet similarity index 100% rename from thejoin-amazon-clothing/tasks/predict-reviewer-will-repeat-product/train.parquet rename to join-amazon-clothing/tasks/reviewer-will-repeat-product/train.parquet diff --git a/thejoin-amazon-digital-music/db/reviewers.parquet b/join-amazon-digital-music/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-digital-music/db/reviewers.parquet rename to join-amazon-digital-music/db/reviewers.parquet diff --git a/thejoin-amazon-digital-music/db/reviews.parquet b/join-amazon-digital-music/db/reviews.parquet similarity index 100% rename from thejoin-amazon-digital-music/db/reviews.parquet rename to join-amazon-digital-music/db/reviews.parquet diff --git a/thejoin-amazon-digital-music/db/tracks.parquet b/join-amazon-digital-music/db/tracks.parquet similarity index 100% rename from thejoin-amazon-digital-music/db/tracks.parquet rename to join-amazon-digital-music/db/tracks.parquet diff --git a/join-amazon-digital-music/manifest.yaml b/join-amazon-digital-music/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..11176416205dc738bf1ab73ac75e9018d864aa3a --- /dev/null +++ b/join-amazon-digital-music/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-digital-music +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + track_id: tracks + tracks: + pkey: track_id + time_col: null + fkeys: {} diff --git a/join-amazon-digital-music/tasks/new-reviewer-early-persist/manifest.yaml b/join-amazon-digital-music/tasks/new-reviewer-early-persist/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2152a0b64d78019ac6b38179248fbd60326c5f98 --- /dev/null +++ b/join-amazon-digital-music/tasks/new-reviewer-early-persist/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-early-persist +kind: external +task_type: binary_classification +description: Whether a new reviewer persists with any activity during their first two windows rather than churning after first review. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_persist +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-new-reviewer-early-persist/train.parquet b/join-amazon-digital-music/tasks/new-reviewer-early-persist/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-new-reviewer-early-persist/train.parquet rename to join-amazon-digital-music/tasks/new-reviewer-early-persist/train.parquet diff --git a/join-amazon-digital-music/tasks/new-reviewer-extended-activity/manifest.yaml b/join-amazon-digital-music/tasks/new-reviewer-extended-activity/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2c00b0bc3f3944cbeb26934f1326b1c967316084 --- /dev/null +++ b/join-amazon-digital-music/tasks/new-reviewer-extended-activity/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-extended-activity +kind: external +task_type: binary_classification +description: Whether a newly-appeared reviewer remains active across a longer lookforward window (3 windows). +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_extended +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-new-reviewer-extended-activity/train.parquet b/join-amazon-digital-music/tasks/new-reviewer-extended-activity/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-new-reviewer-extended-activity/train.parquet rename to join-amazon-digital-music/tasks/new-reviewer-extended-activity/train.parquet diff --git a/join-amazon-digital-music/tasks/new-reviewer-multi-track/manifest.yaml b/join-amazon-digital-music/tasks/new-reviewer-multi-track/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b73a733c55b3d3257fca50813dd2c7695c385637 --- /dev/null +++ b/join-amazon-digital-music/tasks/new-reviewer-multi-track/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-multi-track +kind: external +task_type: binary_classification +description: Whether a new reviewer reviews multiple distinct tracks within their first two windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_multi +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-new-reviewer-multi-track/train.parquet b/join-amazon-digital-music/tasks/new-reviewer-multi-track/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-new-reviewer-multi-track/train.parquet rename to join-amazon-digital-music/tasks/new-reviewer-multi-track/train.parquet diff --git a/join-amazon-digital-music/tasks/new-reviewer-verified-activity/manifest.yaml b/join-amazon-digital-music/tasks/new-reviewer-verified-activity/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d514c22f174aa8e23201fe6d0d8c273fb0f7b19b --- /dev/null +++ b/join-amazon-digital-music/tasks/new-reviewer-verified-activity/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-verified-activity +kind: external +task_type: binary_classification +description: Whether a newly-appeared reviewer posts any verified-purchase review in their first two windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_verified +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-new-reviewer-verified-activity/train.parquet b/join-amazon-digital-music/tasks/new-reviewer-verified-activity/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-new-reviewer-verified-activity/train.parquet rename to join-amazon-digital-music/tasks/new-reviewer-verified-activity/train.parquet diff --git a/join-amazon-digital-music/tasks/new-reviewer-will-return/manifest.yaml b/join-amazon-digital-music/tasks/new-reviewer-will-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..985f1bd419886260596b256c0c50a79cec596934 --- /dev/null +++ b/join-amazon-digital-music/tasks/new-reviewer-will-return/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-will-return +kind: external +task_type: binary_classification +description: Whether a brand-new reviewer (first review in window) posts another review within their first two windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_return +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-new-reviewer-will-return/train.parquet b/join-amazon-digital-music/tasks/new-reviewer-will-return/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-new-reviewer-will-return/train.parquet rename to join-amazon-digital-music/tasks/new-reviewer-will-return/train.parquet diff --git a/join-amazon-digital-music/tasks/reviewer-active/manifest.yaml b/join-amazon-digital-music/tasks/reviewer-active/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c7c03c7005e1a28549a984051898d10d7f6ffce0 --- /dev/null +++ b/join-amazon-digital-music/tasks/reviewer-active/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post at least one digital music review in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_active +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-active/train.parquet b/join-amazon-digital-music/tasks/reviewer-active/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-reviewer-active/train.parquet rename to join-amazon-digital-music/tasks/reviewer-active/train.parquet diff --git a/join-amazon-digital-music/tasks/reviewer-avg-rating/manifest.yaml b/join-amazon-digital-music/tasks/reviewer-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a1939fd574a7ba459b815411dd729a366378d306 --- /dev/null +++ b/join-amazon-digital-music/tasks/reviewer-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-avg-rating +kind: external +task_type: regression +description: Predict the mean rating a reviewer will give to digital music in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-avg-rating/train.parquet b/join-amazon-digital-music/tasks/reviewer-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-reviewer-avg-rating/train.parquet rename to join-amazon-digital-music/tasks/reviewer-avg-rating/train.parquet diff --git a/join-amazon-digital-music/tasks/reviewer-churn/manifest.yaml b/join-amazon-digital-music/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d99e989cf708e7fef97f86b658adf7b08a855c55 --- /dev/null +++ b/join-amazon-digital-music/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post no digital music reviews in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_churned +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-churn/train.parquet b/join-amazon-digital-music/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-digital-music/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-digital-music/tasks/reviewer-rare-highvote-review/manifest.yaml b/join-amazon-digital-music/tasks/reviewer-rare-highvote-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..040a7670c89ad41b2f21cff37e0e9679b9987f82 --- /dev/null +++ b/join-amazon-digital-music/tasks/reviewer-rare-highvote-review/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rare-highvote-review +kind: external +task_type: binary_classification +description: Whether reviewer posts a review that receives high community votes next window (rare viral event). +entity_table: reviewers +entity_col: reviewer_id +target_col: will_viral +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-rare-highvote-review/train.parquet b/join-amazon-digital-music/tasks/reviewer-rare-highvote-review/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-reviewer-rare-highvote-review/train.parquet rename to join-amazon-digital-music/tasks/reviewer-rare-highvote-review/train.parquet diff --git a/join-amazon-digital-music/tasks/reviewer-rare-long-review/manifest.yaml b/join-amazon-digital-music/tasks/reviewer-rare-long-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d9f161ed3579a2dd1f492852b21737938762f08e --- /dev/null +++ b/join-amazon-digital-music/tasks/reviewer-rare-long-review/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rare-long-review +kind: external +task_type: binary_classification +description: Whether reviewer writes a long-form review (review_len high) next window, a rare deep-engagement event. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_longform +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-rare-long-review/train.parquet b/join-amazon-digital-music/tasks/reviewer-rare-long-review/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-reviewer-rare-long-review/train.parquet rename to join-amazon-digital-music/tasks/reviewer-rare-long-review/train.parquet diff --git a/join-amazon-digital-music/tasks/reviewer-rare-onestar-review/manifest.yaml b/join-amazon-digital-music/tasks/reviewer-rare-onestar-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d73846ba22bd6c3e833c9e3352905526a12480ce --- /dev/null +++ b/join-amazon-digital-music/tasks/reviewer-rare-onestar-review/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rare-onestar-review +kind: external +task_type: binary_classification +description: Whether reviewer posts at least one 1-star review next window (rare negative sentiment event). +entity_table: reviewers +entity_col: reviewer_id +target_col: will_onestar +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-rare-onestar-review/train.parquet b/join-amazon-digital-music/tasks/reviewer-rare-onestar-review/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-reviewer-rare-onestar-review/train.parquet rename to join-amazon-digital-music/tasks/reviewer-rare-onestar-review/train.parquet diff --git a/join-amazon-digital-music/tasks/reviewer-rare-premium-track/manifest.yaml b/join-amazon-digital-music/tasks/reviewer-rare-premium-track/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..07b35f5ee0b4ec4ac6051b192d24cf6d45af81bd --- /dev/null +++ b/join-amazon-digital-music/tasks/reviewer-rare-premium-track/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rare-premium-track +kind: external +task_type: binary_classification +description: Whether reviewer reviews a premium-priced track (price > 100) next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_premium +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-rare-premium-track/train.parquet b/join-amazon-digital-music/tasks/reviewer-rare-premium-track/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-reviewer-rare-premium-track/train.parquet rename to join-amazon-digital-music/tasks/reviewer-rare-premium-track/train.parquet diff --git a/join-amazon-digital-music/tasks/reviewer-rare-verified-review/manifest.yaml b/join-amazon-digital-music/tasks/reviewer-rare-verified-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1019a2da740950b499346ba84f591af08f696a08 --- /dev/null +++ b/join-amazon-digital-music/tasks/reviewer-rare-verified-review/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rare-verified-review +kind: external +task_type: binary_classification +description: Whether reviewer posts at least one verified-purchase review next window (rare high-signal event). +entity_table: reviewers +entity_col: reviewer_id +target_col: will_verify +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-rare-verified-review/train.parquet b/join-amazon-digital-music/tasks/reviewer-rare-verified-review/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-reviewer-rare-verified-review/train.parquet rename to join-amazon-digital-music/tasks/reviewer-rare-verified-review/train.parquet diff --git a/join-amazon-digital-music/tasks/reviewer-rating-trend/manifest.yaml b/join-amazon-digital-music/tasks/reviewer-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..091ee65bd3d3a29988f842f0709bd48843a0d74e --- /dev/null +++ b/join-amazon-digital-music/tasks/reviewer-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a reviewer's mean rating will increase in the next time window compared to the previous. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_rating_increasing +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-rating-trend/train.parquet b/join-amazon-digital-music/tasks/reviewer-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-reviewer-rating-trend/train.parquet rename to join-amazon-digital-music/tasks/reviewer-rating-trend/train.parquet diff --git a/join-amazon-digital-music/tasks/reviewer-rating-volatility/manifest.yaml b/join-amazon-digital-music/tasks/reviewer-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..24df2d8f6a0a3c2688c771b3fd5bb780f8fe8ce8 --- /dev/null +++ b/join-amazon-digital-music/tasks/reviewer-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings given by a reviewer in the next time window, indicating consistency. +entity_table: reviewers +entity_col: reviewer_id +target_col: rating_volatility_next +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-rating-volatility/train.parquet b/join-amazon-digital-music/tasks/reviewer-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-reviewer-rating-volatility/train.parquet rename to join-amazon-digital-music/tasks/reviewer-rating-volatility/train.parquet diff --git a/join-amazon-digital-music/tasks/reviewer-return/manifest.yaml b/join-amazon-digital-music/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1ea9e17b331970ef17b803a4e9f4e4fb8d2d5ffb --- /dev/null +++ b/join-amazon-digital-music/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a previously active reviewer who was absent will return and post a digital music review in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_returning_reviewer +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-return/train.parquet b/join-amazon-digital-music/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-reviewer-return/train.parquet rename to join-amazon-digital-music/tasks/reviewer-return/train.parquet diff --git a/join-amazon-digital-music/tasks/reviewer-review-count/manifest.yaml b/join-amazon-digital-music/tasks/reviewer-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f7af26502d034f0883e8e5ab3fa0bce0a981e081 --- /dev/null +++ b/join-amazon-digital-music/tasks/reviewer-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-count +kind: external +task_type: regression +description: Predict the number of digital music reviews a reviewer will post in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: review_count_next +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-review-count/train.parquet b/join-amazon-digital-music/tasks/reviewer-review-count/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-reviewer-review-count/train.parquet rename to join-amazon-digital-music/tasks/reviewer-review-count/train.parquet diff --git a/join-amazon-digital-music/tasks/reviewer-review-length-change/manifest.yaml b/join-amazon-digital-music/tasks/reviewer-review-length-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0f1109fb7a77b838fb18005660464ba12d4be2a9 --- /dev/null +++ b/join-amazon-digital-music/tasks/reviewer-review-length-change/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-length-change +kind: external +task_type: regression +description: Predict the change in a reviewer's mean review length from the previous to the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: review_len_change_next +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-review-length-change/train.parquet b/join-amazon-digital-music/tasks/reviewer-review-length-change/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-reviewer-review-length-change/train.parquet rename to join-amazon-digital-music/tasks/reviewer-review-length-change/train.parquet diff --git a/join-amazon-digital-music/tasks/track-avg-rating/manifest.yaml b/join-amazon-digital-music/tasks/track-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0b72be5d2229dc2104fcabbe1610f9711695ae51 --- /dev/null +++ b/join-amazon-digital-music/tasks/track-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: track-avg-rating +kind: external +task_type: regression +description: Predict the mean rating a digital music track will receive in the next time window. +entity_table: tracks +entity_col: track_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-track-avg-rating/train.parquet b/join-amazon-digital-music/tasks/track-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-track-avg-rating/train.parquet rename to join-amazon-digital-music/tasks/track-avg-rating/train.parquet diff --git a/join-amazon-digital-music/tasks/track-long-reviewed/manifest.yaml b/join-amazon-digital-music/tasks/track-long-reviewed/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..57a4c249ca7fdfb729639701eaeb3d610fe939c5 --- /dev/null +++ b/join-amazon-digital-music/tasks/track-long-reviewed/manifest.yaml @@ -0,0 +1,10 @@ +name: track-long-reviewed +kind: external +task_type: binary_classification +description: Predict whether a track's reviews will have mean review length exceeding 150 characters in the next time window. +entity_table: tracks +entity_col: track_id +target_col: is_long_reviewed +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-track-long-reviewed/train.parquet b/join-amazon-digital-music/tasks/track-long-reviewed/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-track-long-reviewed/train.parquet rename to join-amazon-digital-music/tasks/track-long-reviewed/train.parquet diff --git a/join-amazon-digital-music/tasks/track-rare-highvote-review/manifest.yaml b/join-amazon-digital-music/tasks/track-rare-highvote-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9872be8302ba809b636694656072bda8a6568187 --- /dev/null +++ b/join-amazon-digital-music/tasks/track-rare-highvote-review/manifest.yaml @@ -0,0 +1,10 @@ +name: track-rare-highvote-review +kind: external +task_type: binary_classification +description: Whether track receives a review with many helpful-votes next window (rare viral event). +entity_table: tracks +entity_col: track_id +target_col: will_viral +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-track-rare-highvote-review/train.parquet b/join-amazon-digital-music/tasks/track-rare-highvote-review/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-track-rare-highvote-review/train.parquet rename to join-amazon-digital-music/tasks/track-rare-highvote-review/train.parquet diff --git a/join-amazon-digital-music/tasks/track-rare-longform-review/manifest.yaml b/join-amazon-digital-music/tasks/track-rare-longform-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f30cced330d19d927ed4deef02d06c23ebbd101c --- /dev/null +++ b/join-amazon-digital-music/tasks/track-rare-longform-review/manifest.yaml @@ -0,0 +1,10 @@ +name: track-rare-longform-review +kind: external +task_type: binary_classification +description: Whether track receives a long-form review (review_len high) next window. +entity_table: tracks +entity_col: track_id +target_col: will_longform +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-track-rare-longform-review/train.parquet b/join-amazon-digital-music/tasks/track-rare-longform-review/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-track-rare-longform-review/train.parquet rename to join-amazon-digital-music/tasks/track-rare-longform-review/train.parquet diff --git a/join-amazon-digital-music/tasks/track-rare-onestar-review/manifest.yaml b/join-amazon-digital-music/tasks/track-rare-onestar-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a3753048164cb0f64af8c5993f7f58cad180cb82 --- /dev/null +++ b/join-amazon-digital-music/tasks/track-rare-onestar-review/manifest.yaml @@ -0,0 +1,10 @@ +name: track-rare-onestar-review +kind: external +task_type: binary_classification +description: Whether track receives at least one 1-star review next window (rare backlash event). +entity_table: tracks +entity_col: track_id +target_col: will_onestar +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-track-rare-onestar-review/train.parquet b/join-amazon-digital-music/tasks/track-rare-onestar-review/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-track-rare-onestar-review/train.parquet rename to join-amazon-digital-music/tasks/track-rare-onestar-review/train.parquet diff --git a/join-amazon-digital-music/tasks/track-rare-repeat-reviewer/manifest.yaml b/join-amazon-digital-music/tasks/track-rare-repeat-reviewer/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dd2e6a9eef3ede390d61e9f57aa2594ced008360 --- /dev/null +++ b/join-amazon-digital-music/tasks/track-rare-repeat-reviewer/manifest.yaml @@ -0,0 +1,10 @@ +name: track-rare-repeat-reviewer +kind: external +task_type: binary_classification +description: Whether track receives at least one review from a returning reviewer next window (rare repeat-engagement). +entity_table: tracks +entity_col: track_id +target_col: will_repeat_listener +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-track-rare-repeat-reviewer/train.parquet b/join-amazon-digital-music/tasks/track-rare-repeat-reviewer/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-track-rare-repeat-reviewer/train.parquet rename to join-amazon-digital-music/tasks/track-rare-repeat-reviewer/train.parquet diff --git a/join-amazon-digital-music/tasks/track-rare-verified-review/manifest.yaml b/join-amazon-digital-music/tasks/track-rare-verified-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f54128fc57bd77851c858fe1ebf56ee34828cf97 --- /dev/null +++ b/join-amazon-digital-music/tasks/track-rare-verified-review/manifest.yaml @@ -0,0 +1,10 @@ +name: track-rare-verified-review +kind: external +task_type: binary_classification +description: Whether track receives at least one verified-purchase review next window. +entity_table: tracks +entity_col: track_id +target_col: will_verify +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-track-rare-verified-review/train.parquet b/join-amazon-digital-music/tasks/track-rare-verified-review/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-track-rare-verified-review/train.parquet rename to join-amazon-digital-music/tasks/track-rare-verified-review/train.parquet diff --git a/join-amazon-digital-music/tasks/track-top-reviewed/manifest.yaml b/join-amazon-digital-music/tasks/track-top-reviewed/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0be72ee3b9ea8c79a9a9373d1f3785a8b27719ab --- /dev/null +++ b/join-amazon-digital-music/tasks/track-top-reviewed/manifest.yaml @@ -0,0 +1,10 @@ +name: track-top-reviewed +kind: external +task_type: binary_classification +description: Predict whether a track will rank in the top 25% by mean rating among all tracks in the next time window. +entity_table: tracks +entity_col: track_id +target_col: is_top_reviewed_track +time_col: timestamp +timedelta: 64 days 05:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-track-top-reviewed/train.parquet b/join-amazon-digital-music/tasks/track-top-reviewed/train.parquet similarity index 100% rename from thejoin-amazon-digital-music/tasks/predict-track-top-reviewed/train.parquet rename to join-amazon-digital-music/tasks/track-top-reviewed/train.parquet diff --git a/thejoin-amazon-electronics/db/products.parquet b/join-amazon-electronics/db/products.parquet similarity index 100% rename from thejoin-amazon-electronics/db/products.parquet rename to join-amazon-electronics/db/products.parquet diff --git a/thejoin-amazon-electronics/db/reviewers.parquet b/join-amazon-electronics/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-electronics/db/reviewers.parquet rename to join-amazon-electronics/db/reviewers.parquet diff --git a/thejoin-amazon-electronics/db/reviews.parquet b/join-amazon-electronics/db/reviews.parquet similarity index 100% rename from thejoin-amazon-electronics/db/reviews.parquet rename to join-amazon-electronics/db/reviews.parquet diff --git a/join-amazon-electronics/manifest.yaml b/join-amazon-electronics/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ec65981f141062e87404a1b1f3da9398a1a791d1 --- /dev/null +++ b/join-amazon-electronics/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-electronics +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/join-amazon-electronics/tasks/product-all-verified/manifest.yaml b/join-amazon-electronics/tasks/product-all-verified/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..97dc333a8696868ab17f12d896d442fff860ca20 --- /dev/null +++ b/join-amazon-electronics/tasks/product-all-verified/manifest.yaml @@ -0,0 +1,10 @@ +name: product-all-verified +kind: external +task_type: binary_classification +description: Whether all reviews for a product are verified (mean verified == 1) next window. +entity_table: products +entity_col: product_id +target_col: all_verified +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-all-verified/train.parquet b/join-amazon-electronics/tasks/product-all-verified/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-all-verified/train.parquet rename to join-amazon-electronics/tasks/product-all-verified/train.parquet diff --git a/join-amazon-electronics/tasks/product-any-new-review/manifest.yaml b/join-amazon-electronics/tasks/product-any-new-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..61e57884cc0bee7c287e7e687ec7a426e11b77fc --- /dev/null +++ b/join-amazon-electronics/tasks/product-any-new-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-any-new-review +kind: external +task_type: binary_classification +description: Whether the product gets any new review next window. +entity_table: products +entity_col: product_id +target_col: book_has_review +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-any-new-review/train.parquet b/join-amazon-electronics/tasks/product-any-new-review/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-any-new-review/train.parquet rename to join-amazon-electronics/tasks/product-any-new-review/train.parquet diff --git a/join-amazon-electronics/tasks/product-avg-review-length/manifest.yaml b/join-amazon-electronics/tasks/product-avg-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4668a7e2b2c19b808ab17f02cacea8cc18a6ba0a --- /dev/null +++ b/join-amazon-electronics/tasks/product-avg-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: product-avg-review-length +kind: external +task_type: regression +description: Average written review length for a product next window. +entity_table: products +entity_col: product_id +target_col: avg_review_len +time_col: timestamp +timedelta: 56 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-avg-review-length/train.parquet b/join-amazon-electronics/tasks/product-avg-review-length/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-avg-review-length/train.parquet rename to join-amazon-electronics/tasks/product-avg-review-length/train.parquet diff --git a/join-amazon-electronics/tasks/product-churn-h4/manifest.yaml b/join-amazon-electronics/tasks/product-churn-h4/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..add80d1291587dd3bf2a8cc44d9caad2f1819bf1 --- /dev/null +++ b/join-amazon-electronics/tasks/product-churn-h4/manifest.yaml @@ -0,0 +1,10 @@ +name: product-churn-h4 +kind: external +task_type: binary_classification +description: Whether the product receives zero reviews over the next 4 windows. +entity_table: products +entity_col: product_id +target_col: churned_h4 +time_col: timestamp +timedelta: 227 days 22:04:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-churn-h4/train.parquet b/join-amazon-electronics/tasks/product-churn-h4/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-churn-h4/train.parquet rename to join-amazon-electronics/tasks/product-churn-h4/train.parquet diff --git a/join-amazon-electronics/tasks/product-churn-h6/manifest.yaml b/join-amazon-electronics/tasks/product-churn-h6/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1e748406dab832b88fd268849fef503d0e1d9245 --- /dev/null +++ b/join-amazon-electronics/tasks/product-churn-h6/manifest.yaml @@ -0,0 +1,10 @@ +name: product-churn-h6 +kind: external +task_type: binary_classification +description: Whether the product receives zero reviews over the next 6 windows. +entity_table: products +entity_col: product_id +target_col: churned_h6 +time_col: timestamp +timedelta: 341 days 21:07:12 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-churn-h6/train.parquet b/join-amazon-electronics/tasks/product-churn-h6/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-churn-h6/train.parquet rename to join-amazon-electronics/tasks/product-churn-h6/train.parquet diff --git a/join-amazon-electronics/tasks/product-churn-h8/manifest.yaml b/join-amazon-electronics/tasks/product-churn-h8/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cbf71fac56701483f72d6850094ab0bcb0bd96fb --- /dev/null +++ b/join-amazon-electronics/tasks/product-churn-h8/manifest.yaml @@ -0,0 +1,10 @@ +name: product-churn-h8 +kind: external +task_type: binary_classification +description: Whether the product receives zero reviews over the next 8 windows. +entity_table: products +entity_col: product_id +target_col: churned_h8 +time_col: timestamp +timedelta: 455 days 20:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-churn-h8/train.parquet b/join-amazon-electronics/tasks/product-churn-h8/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-churn-h8/train.parquet rename to join-amazon-electronics/tasks/product-churn-h8/train.parquet diff --git a/join-amazon-electronics/tasks/product-churn/manifest.yaml b/join-amazon-electronics/tasks/product-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ac76b67979a23b5590ba271895c1916eee931725 --- /dev/null +++ b/join-amazon-electronics/tasks/product-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: product-churn +kind: external +task_type: binary_classification +description: Predict whether a product receives no reviews in the next time window (loss of interest) +entity_table: products +entity_col: product_id +target_col: predict_product_churn +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-churn/train.parquet b/join-amazon-electronics/tasks/product-churn/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-churn/train.parquet rename to join-amazon-electronics/tasks/product-churn/train.parquet diff --git a/join-amazon-electronics/tasks/product-long-review/manifest.yaml b/join-amazon-electronics/tasks/product-long-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4e75b1918e034b7de34f556cbf5697ef153267ef --- /dev/null +++ b/join-amazon-electronics/tasks/product-long-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-long-review +kind: external +task_type: binary_classification +description: Whether any review exceeds 1000 characters next window. +entity_table: products +entity_col: product_id +target_col: long_review +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-long-review/train.parquet b/join-amazon-electronics/tasks/product-long-review/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-long-review/train.parquet rename to join-amazon-electronics/tasks/product-long-review/train.parquet diff --git a/join-amazon-electronics/tasks/product-low-rating-event/manifest.yaml b/join-amazon-electronics/tasks/product-low-rating-event/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..37e278fede0057839679d422b68a4a35265e2887 --- /dev/null +++ b/join-amazon-electronics/tasks/product-low-rating-event/manifest.yaml @@ -0,0 +1,10 @@ +name: product-low-rating-event +kind: external +task_type: binary_classification +description: Whether the product receives any 1-star rating next window. +entity_table: products +entity_col: product_id +target_col: low_rating_event +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-low-rating-event/train.parquet b/join-amazon-electronics/tasks/product-low-rating-event/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-low-rating-event/train.parquet rename to join-amazon-electronics/tasks/product-low-rating-event/train.parquet diff --git a/join-amazon-electronics/tasks/product-low-rating/manifest.yaml b/join-amazon-electronics/tasks/product-low-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9013fa669da3923176bf591fe8f3724d3dffc985 --- /dev/null +++ b/join-amazon-electronics/tasks/product-low-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-low-rating +kind: external +task_type: binary_classification +description: Whether a product's average rating drops below 3.5 next window (quality decline). +entity_table: products +entity_col: product_id +target_col: low_rating +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-low-rating/train.parquet b/join-amazon-electronics/tasks/product-low-rating/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-low-rating/train.parquet rename to join-amazon-electronics/tasks/product-low-rating/train.parquet diff --git a/join-amazon-electronics/tasks/product-max-review-len/manifest.yaml b/join-amazon-electronics/tasks/product-max-review-len/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..06b792e92439701c87aa8214a33137ade98ab6d9 --- /dev/null +++ b/join-amazon-electronics/tasks/product-max-review-len/manifest.yaml @@ -0,0 +1,10 @@ +name: product-max-review-len +kind: external +task_type: regression +description: Longest review length posted on a product next window. +entity_table: products +entity_col: product_id +target_col: max_review_len +time_col: timestamp +timedelta: 56 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-max-review-len/train.parquet b/join-amazon-electronics/tasks/product-max-review-len/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-max-review-len/train.parquet rename to join-amazon-electronics/tasks/product-max-review-len/train.parquet diff --git a/join-amazon-electronics/tasks/product-max-review-length/manifest.yaml b/join-amazon-electronics/tasks/product-max-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..64e66968a885ad614cfde691a1bd1a4152497eeb --- /dev/null +++ b/join-amazon-electronics/tasks/product-max-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: product-max-review-length +kind: external +task_type: regression +description: Longest written review for a product next window. +entity_table: products +entity_col: product_id +target_col: max_review_len +time_col: timestamp +timedelta: 56 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-max-review-length/train.parquet b/join-amazon-electronics/tasks/product-max-review-length/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-max-review-length/train.parquet rename to join-amazon-electronics/tasks/product-max-review-length/train.parquet diff --git a/join-amazon-electronics/tasks/product-mean-rating/manifest.yaml b/join-amazon-electronics/tasks/product-mean-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f450e4ce9599aae9edc179a9b2b8bb9b8fcaf6a7 --- /dev/null +++ b/join-amazon-electronics/tasks/product-mean-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-mean-rating +kind: external +task_type: regression +description: Predict the mean rating an electronics product receives in the next time window +entity_table: products +entity_col: product_id +target_col: pred_rating +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-mean-rating/train.parquet b/join-amazon-electronics/tasks/product-mean-rating/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-mean-rating/train.parquet rename to join-amazon-electronics/tasks/product-mean-rating/train.parquet diff --git a/join-amazon-electronics/tasks/product-min-rating/manifest.yaml b/join-amazon-electronics/tasks/product-min-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ff45af1d3a7e93f2c1fdda8e45c07ee37d35a7ee --- /dev/null +++ b/join-amazon-electronics/tasks/product-min-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-min-rating +kind: external +task_type: regression +description: Lowest rating a product receives next window. +entity_table: products +entity_col: product_id +target_col: min_rating +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-min-rating/train.parquet b/join-amazon-electronics/tasks/product-min-rating/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-min-rating/train.parquet rename to join-amazon-electronics/tasks/product-min-rating/train.parquet diff --git a/join-amazon-electronics/tasks/product-popular-next-window/manifest.yaml b/join-amazon-electronics/tasks/product-popular-next-window/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c50670d991c08a3c32e80e7606dfba5d8ab7b5de --- /dev/null +++ b/join-amazon-electronics/tasks/product-popular-next-window/manifest.yaml @@ -0,0 +1,10 @@ +name: product-popular-next-window +kind: external +task_type: binary_classification +description: Whether a product's rating sum exceeds 25 (heavy review burst) next window. +entity_table: products +entity_col: product_id +target_col: popular +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-popular-next-window/train.parquet b/join-amazon-electronics/tasks/product-popular-next-window/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-popular-next-window/train.parquet rename to join-amazon-electronics/tasks/product-popular-next-window/train.parquet diff --git a/join-amazon-electronics/tasks/product-rating-trend/manifest.yaml b/join-amazon-electronics/tasks/product-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0ec11874e79b3f1ed13844c9b40a52ab30e17d78 --- /dev/null +++ b/join-amazon-electronics/tasks/product-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a product's mean rating increases in the next window compared to the current window. +entity_table: products +entity_col: product_id +target_col: rating_trend +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-rating-trend/train.parquet b/join-amazon-electronics/tasks/product-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-rating-trend/train.parquet rename to join-amazon-electronics/tasks/product-rating-trend/train.parquet diff --git a/join-amazon-electronics/tasks/product-rating-volatility/manifest.yaml b/join-amazon-electronics/tasks/product-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7e91f0002e1755184135248269eef30f0ce19980 --- /dev/null +++ b/join-amazon-electronics/tasks/product-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings for a product in the next window, reflecting opinion polarization. +entity_table: products +entity_col: product_id +target_col: rating_volatility +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-rating-volatility/train.parquet b/join-amazon-electronics/tasks/product-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-rating-volatility/train.parquet rename to join-amazon-electronics/tasks/product-rating-volatility/train.parquet diff --git a/join-amazon-electronics/tasks/product-return-h4/manifest.yaml b/join-amazon-electronics/tasks/product-return-h4/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..26d5d3c551431e817993cf8b941832bbcc37bd8e --- /dev/null +++ b/join-amazon-electronics/tasks/product-return-h4/manifest.yaml @@ -0,0 +1,10 @@ +name: product-return-h4 +kind: external +task_type: binary_classification +description: Whether a currently-dormant product receives any review within the next 4 windows. +entity_table: products +entity_col: product_id +target_col: returned_h4 +time_col: timestamp +timedelta: 227 days 22:04:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-return-h4/train.parquet b/join-amazon-electronics/tasks/product-return-h4/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-return-h4/train.parquet rename to join-amazon-electronics/tasks/product-return-h4/train.parquet diff --git a/join-amazon-electronics/tasks/product-return-h6/manifest.yaml b/join-amazon-electronics/tasks/product-return-h6/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8b568057c71ff68230ae05d552231a487bc479e8 --- /dev/null +++ b/join-amazon-electronics/tasks/product-return-h6/manifest.yaml @@ -0,0 +1,10 @@ +name: product-return-h6 +kind: external +task_type: binary_classification +description: Whether a currently-dormant product receives any review within the next 6 windows. +entity_table: products +entity_col: product_id +target_col: returned_h6 +time_col: timestamp +timedelta: 341 days 21:07:12 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-return-h6/train.parquet b/join-amazon-electronics/tasks/product-return-h6/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-return-h6/train.parquet rename to join-amazon-electronics/tasks/product-return-h6/train.parquet diff --git a/join-amazon-electronics/tasks/product-return-h8/manifest.yaml b/join-amazon-electronics/tasks/product-return-h8/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..09d588718ec13889e6afd34a0b5efc5222fe797e --- /dev/null +++ b/join-amazon-electronics/tasks/product-return-h8/manifest.yaml @@ -0,0 +1,10 @@ +name: product-return-h8 +kind: external +task_type: binary_classification +description: Whether a currently-dormant product receives any review within the next 8 windows. +entity_table: products +entity_col: product_id +target_col: returned_h8 +time_col: timestamp +timedelta: 455 days 20:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-return-h8/train.parquet b/join-amazon-electronics/tasks/product-return-h8/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-return-h8/train.parquet rename to join-amazon-electronics/tasks/product-return-h8/train.parquet diff --git a/join-amazon-electronics/tasks/product-return/manifest.yaml b/join-amazon-electronics/tasks/product-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2c8aa3be527531be60b2147020cf75528955f24b --- /dev/null +++ b/join-amazon-electronics/tasks/product-return/manifest.yaml @@ -0,0 +1,10 @@ +name: product-return +kind: external +task_type: binary_classification +description: Predict whether a product that received no reviews in the current window will receive reviews again in the next window. +entity_table: products +entity_col: product_id +target_col: product_returns +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-return/train.parquet b/join-amazon-electronics/tasks/product-return/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-return/train.parquet rename to join-amazon-electronics/tasks/product-return/train.parquet diff --git a/join-amazon-electronics/tasks/product-review-count/manifest.yaml b/join-amazon-electronics/tasks/product-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f4f4c03476324a16b6d1f9c75309a2326ff0bea3 --- /dev/null +++ b/join-amazon-electronics/tasks/product-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-count +kind: external +task_type: regression +description: Predict the number of reviews an electronics product receives in the next time window +entity_table: products +entity_col: product_id +target_col: predict_product_review_count +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-review-count/train.parquet b/join-amazon-electronics/tasks/product-review-count/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-review-count/train.parquet rename to join-amazon-electronics/tasks/product-review-count/train.parquet diff --git a/join-amazon-electronics/tasks/product-review-length-change/manifest.yaml b/join-amazon-electronics/tasks/product-review-length-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4fda807ac8dbc06d913f1545d4261c8b2206a794 --- /dev/null +++ b/join-amazon-electronics/tasks/product-review-length-change/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-length-change +kind: external +task_type: regression +description: Predict the change in mean review length for a product between the current and next windows. +entity_table: products +entity_col: product_id +target_col: review_length_change +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-review-length-change/train.parquet b/join-amazon-electronics/tasks/product-review-length-change/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-review-length-change/train.parquet rename to join-amazon-electronics/tasks/product-review-length-change/train.parquet diff --git a/join-amazon-electronics/tasks/product-time-until-next-h6/manifest.yaml b/join-amazon-electronics/tasks/product-time-until-next-h6/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ddc6068e34ac3fa20214a1eabdc7d200851016ba --- /dev/null +++ b/join-amazon-electronics/tasks/product-time-until-next-h6/manifest.yaml @@ -0,0 +1,10 @@ +name: product-time-until-next-h6 +kind: external +task_type: regression +description: Days until the product's next review, measured over a 6-window lookforward. +entity_table: products +entity_col: product_id +target_col: days_to_next_h6 +time_col: timestamp +timedelta: 341 days 21:07:12 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-time-until-next-h6/train.parquet b/join-amazon-electronics/tasks/product-time-until-next-h6/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-time-until-next-h6/train.parquet rename to join-amazon-electronics/tasks/product-time-until-next-h6/train.parquet diff --git a/join-amazon-electronics/tasks/product-time-until-next-h8/manifest.yaml b/join-amazon-electronics/tasks/product-time-until-next-h8/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e18145ed5d64fc3c92625ffc85a045aaee272d8d --- /dev/null +++ b/join-amazon-electronics/tasks/product-time-until-next-h8/manifest.yaml @@ -0,0 +1,10 @@ +name: product-time-until-next-h8 +kind: external +task_type: regression +description: Days until the product's next review, measured over an 8-window lookforward. +entity_table: products +entity_col: product_id +target_col: days_to_next_h8 +time_col: timestamp +timedelta: 455 days 20:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-time-until-next-h8/train.parquet b/join-amazon-electronics/tasks/product-time-until-next-h8/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-time-until-next-h8/train.parquet rename to join-amazon-electronics/tasks/product-time-until-next-h8/train.parquet diff --git a/join-amazon-electronics/tasks/product-top-review-volume/manifest.yaml b/join-amazon-electronics/tasks/product-top-review-volume/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..75ffb9b054a1e77071f60d207bba5f205fc8c86b --- /dev/null +++ b/join-amazon-electronics/tasks/product-top-review-volume/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-review-volume +kind: external +task_type: binary_classification +description: Predict whether a product is in the top 25% by number of reviews received in the next window. +entity_table: products +entity_col: product_id +target_col: top_review_volume +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-top-review-volume/train.parquet b/join-amazon-electronics/tasks/product-top-review-volume/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-top-review-volume/train.parquet rename to join-amazon-electronics/tasks/product-top-review-volume/train.parquet diff --git a/join-amazon-electronics/tasks/product-total-rating-sum/manifest.yaml b/join-amazon-electronics/tasks/product-total-rating-sum/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..35eb77a89af6e29561287915130831ac276022d7 --- /dev/null +++ b/join-amazon-electronics/tasks/product-total-rating-sum/manifest.yaml @@ -0,0 +1,10 @@ +name: product-total-rating-sum +kind: external +task_type: regression +description: Sum of ratings a product receives next window (weighted engagement). +entity_table: products +entity_col: product_id +target_col: rating_sum +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-total-rating-sum/train.parquet b/join-amazon-electronics/tasks/product-total-rating-sum/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-total-rating-sum/train.parquet rename to join-amazon-electronics/tasks/product-total-rating-sum/train.parquet diff --git a/join-amazon-electronics/tasks/product-unique-reviewers/manifest.yaml b/join-amazon-electronics/tasks/product-unique-reviewers/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4bcb6e050deb0452e5eed9ebbf31632a17caf923 --- /dev/null +++ b/join-amazon-electronics/tasks/product-unique-reviewers/manifest.yaml @@ -0,0 +1,10 @@ +name: product-unique-reviewers +kind: external +task_type: regression +description: Max reviewer_id touching the product (newest cohort) next window. +entity_table: products +entity_col: product_id +target_col: reviewer_range +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-unique-reviewers/train.parquet b/join-amazon-electronics/tasks/product-unique-reviewers/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-unique-reviewers/train.parquet rename to join-amazon-electronics/tasks/product-unique-reviewers/train.parquet diff --git a/join-amazon-electronics/tasks/product-verified-count/manifest.yaml b/join-amazon-electronics/tasks/product-verified-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..42892377e4adff8f6adb47d2f7f5fe74cd943d6b --- /dev/null +++ b/join-amazon-electronics/tasks/product-verified-count/manifest.yaml @@ -0,0 +1,10 @@ +name: product-verified-count +kind: external +task_type: regression +description: Number of verified reviews for a product next window. +entity_table: products +entity_col: product_id +target_col: verified_count +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-verified-count/train.parquet b/join-amazon-electronics/tasks/product-verified-count/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-verified-count/train.parquet rename to join-amazon-electronics/tasks/product-verified-count/train.parquet diff --git a/join-amazon-electronics/tasks/product-verified-share/manifest.yaml b/join-amazon-electronics/tasks/product-verified-share/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ef3db65c12eab4051cb9b9fbf2d5d9005087dbb6 --- /dev/null +++ b/join-amazon-electronics/tasks/product-verified-share/manifest.yaml @@ -0,0 +1,10 @@ +name: product-verified-share +kind: external +task_type: regression +description: Fraction of verified purchases among reviews for a product next window. +entity_table: products +entity_col: product_id +target_col: verified_rate +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-verified-share/train.parquet b/join-amazon-electronics/tasks/product-verified-share/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-verified-share/train.parquet rename to join-amazon-electronics/tasks/product-verified-share/train.parquet diff --git a/join-amazon-electronics/tasks/product-will-be-reviewed/manifest.yaml b/join-amazon-electronics/tasks/product-will-be-reviewed/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7b4faca2d8efcd3b7ec7c84087a532ed81a8fcf0 --- /dev/null +++ b/join-amazon-electronics/tasks/product-will-be-reviewed/manifest.yaml @@ -0,0 +1,10 @@ +name: product-will-be-reviewed +kind: external +task_type: binary_classification +description: Whether the product receives any review next window. +entity_table: products +entity_col: product_id +target_col: reviewed_next +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-will-be-reviewed/train.parquet b/join-amazon-electronics/tasks/product-will-be-reviewed/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-product-will-be-reviewed/train.parquet rename to join-amazon-electronics/tasks/product-will-be-reviewed/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-avg-review-length/manifest.yaml b/join-amazon-electronics/tasks/reviewer-avg-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d8d6bdd26bda8b9d1cfa43b4d10bd0b5cab60cac --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-avg-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-avg-review-length +kind: external +task_type: regression +description: Average length of a reviewer's written reviews next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_review_len +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-avg-review-length/train.parquet b/join-amazon-electronics/tasks/reviewer-avg-review-length/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-avg-review-length/train.parquet rename to join-amazon-electronics/tasks/reviewer-avg-review-length/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-churn-h4/manifest.yaml b/join-amazon-electronics/tasks/reviewer-churn-h4/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..647d191d1561a216f1548d2361be183664913526 --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-churn-h4/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-h4 +kind: external +task_type: binary_classification +description: Whether the reviewer has zero review activity over the next 4 windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_h4 +time_col: timestamp +timedelta: 227 days 22:04:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-churn-h4/train.parquet b/join-amazon-electronics/tasks/reviewer-churn-h4/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-churn-h4/train.parquet rename to join-amazon-electronics/tasks/reviewer-churn-h4/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-churn-h5/manifest.yaml b/join-amazon-electronics/tasks/reviewer-churn-h5/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5d554e9a514733d95d81e3ef23c5af7c6e987320 --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-churn-h5/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-h5 +kind: external +task_type: binary_classification +description: Whether the reviewer has zero review activity over the next 5 windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_h5 +time_col: timestamp +timedelta: 284 days 21:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-churn-h5/train.parquet b/join-amazon-electronics/tasks/reviewer-churn-h5/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-churn-h5/train.parquet rename to join-amazon-electronics/tasks/reviewer-churn-h5/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-churn-h6/manifest.yaml b/join-amazon-electronics/tasks/reviewer-churn-h6/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0b0c622122d6c452fb32be911024f88cb6c7b918 --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-churn-h6/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-h6 +kind: external +task_type: binary_classification +description: Whether the reviewer has zero review activity over the next 6 windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_h6 +time_col: timestamp +timedelta: 341 days 21:07:12 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-churn-h6/train.parquet b/join-amazon-electronics/tasks/reviewer-churn-h6/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-churn-h6/train.parquet rename to join-amazon-electronics/tasks/reviewer-churn-h6/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-churn-h8/manifest.yaml b/join-amazon-electronics/tasks/reviewer-churn-h8/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..94ff5440dcbd6234bdb54d1ee177f6b2ea3e3959 --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-churn-h8/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-h8 +kind: external +task_type: binary_classification +description: Whether the reviewer has zero review activity over the next 8 windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_h8 +time_col: timestamp +timedelta: 455 days 20:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-churn-h8/train.parquet b/join-amazon-electronics/tasks/reviewer-churn-h8/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-churn-h8/train.parquet rename to join-amazon-electronics/tasks/reviewer-churn-h8/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-churn/manifest.yaml b/join-amazon-electronics/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e876fa641dde559215b8773f649596a315fcda1f --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will write no reviews in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: predict_reviewer_churn +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-churn/train.parquet b/join-amazon-electronics/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-electronics/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-distinct-products/manifest.yaml b/join-amazon-electronics/tasks/reviewer-distinct-products/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e428708b14e438099ad1e5256c393cc8c887581f --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-distinct-products/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-distinct-products +kind: external +task_type: regression +description: Predict how many distinct products a reviewer will review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: distinct_products +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-distinct-products/train.parquet b/join-amazon-electronics/tasks/reviewer-distinct-products/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-distinct-products/train.parquet rename to join-amazon-electronics/tasks/reviewer-distinct-products/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-harsh-critic/manifest.yaml b/join-amazon-electronics/tasks/reviewer-harsh-critic/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0094e839799fc29525952b3ca00b8ee5d5784fb1 --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-harsh-critic/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-harsh-critic +kind: external +task_type: binary_classification +description: Whether a reviewer leaves at least one 1-star rating next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: harsh_critic +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-harsh-critic/train.parquet b/join-amazon-electronics/tasks/reviewer-harsh-critic/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-harsh-critic/train.parquet rename to join-amazon-electronics/tasks/reviewer-harsh-critic/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-long-review-writer/manifest.yaml b/join-amazon-electronics/tasks/reviewer-long-review-writer/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..baa468eb2766ae05fa732277b59e54075b59d2c4 --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-long-review-writer/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-long-review-writer +kind: external +task_type: binary_classification +description: Whether mean review length exceeds 500 characters next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: verbose_reviewer +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-long-review-writer/train.parquet b/join-amazon-electronics/tasks/reviewer-long-review-writer/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-long-review-writer/train.parquet rename to join-amazon-electronics/tasks/reviewer-long-review-writer/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-long-writer/manifest.yaml b/join-amazon-electronics/tasks/reviewer-long-writer/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a23fabd94a033cd7804aae4ca5de683df351a3cf --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-long-writer/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-long-writer +kind: external +task_type: binary_classification +description: Whether a reviewer's max review length exceeds 1000 chars next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: long_writer +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-long-writer/train.parquet b/join-amazon-electronics/tasks/reviewer-long-writer/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-long-writer/train.parquet rename to join-amazon-electronics/tasks/reviewer-long-writer/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-max-rating/manifest.yaml b/join-amazon-electronics/tasks/reviewer-max-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8542e3a6ec2f3c65a0fc458c347ac5a10d370dd8 --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-max-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-max-rating +kind: external +task_type: regression +description: Highest rating a reviewer gives next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_max_rating +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-max-rating/train.parquet b/join-amazon-electronics/tasks/reviewer-max-rating/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-max-rating/train.parquet rename to join-amazon-electronics/tasks/reviewer-max-rating/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-max-review-len/manifest.yaml b/join-amazon-electronics/tasks/reviewer-max-review-len/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7a9380dbfc1d9134ff077929bcbb4e937f9542aa --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-max-review-len/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-max-review-len +kind: external +task_type: regression +description: Longest single review a reviewer writes next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_max_len +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-max-review-len/train.parquet b/join-amazon-electronics/tasks/reviewer-max-review-len/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-max-review-len/train.parquet rename to join-amazon-electronics/tasks/reviewer-max-review-len/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-mean-rating/manifest.yaml b/join-amazon-electronics/tasks/reviewer-mean-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..42896edda3c27ee06b46ecd1e3ec19d6aeb6c702 --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-mean-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-mean-rating +kind: external +task_type: regression +description: Predict the mean rating a reviewer gives across their reviews in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: pred_rating +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-mean-rating/train.parquet b/join-amazon-electronics/tasks/reviewer-mean-rating/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-mean-rating/train.parquet rename to join-amazon-electronics/tasks/reviewer-mean-rating/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-min-rating/manifest.yaml b/join-amazon-electronics/tasks/reviewer-min-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..19b096cd7fa659d5c1b359f680879e50276011cc --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-min-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-min-rating +kind: external +task_type: regression +description: Lowest rating a reviewer gives next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_min_rating +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-min-rating/train.parquet b/join-amazon-electronics/tasks/reviewer-min-rating/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-min-rating/train.parquet rename to join-amazon-electronics/tasks/reviewer-min-rating/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-rating-sum/manifest.yaml b/join-amazon-electronics/tasks/reviewer-rating-sum/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5e07af6536480ce75285696bc6006a885c0f2950 --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-rating-sum/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-sum +kind: external +task_type: regression +description: Sum of ratings given by a reviewer next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: rating_sum +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-rating-sum/train.parquet b/join-amazon-electronics/tasks/reviewer-rating-sum/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-rating-sum/train.parquet rename to join-amazon-electronics/tasks/reviewer-rating-sum/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-rating-trend/manifest.yaml b/join-amazon-electronics/tasks/reviewer-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ec57d1ae6eccb06adf63f68c5dd19cdd2388212d --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a reviewer's mean rating increases in the next window, indicating more favorable assessments. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_rating_trend +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-rating-trend/train.parquet b/join-amazon-electronics/tasks/reviewer-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-rating-trend/train.parquet rename to join-amazon-electronics/tasks/reviewer-rating-trend/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-return-h4/manifest.yaml b/join-amazon-electronics/tasks/reviewer-return-h4/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..728ffb262dd5441fd6adab9db6f71cc7206932f5 --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-return-h4/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-h4 +kind: external +task_type: binary_classification +description: Whether a currently-inactive reviewer reactivates and posts a review within the next 4 windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_h4 +time_col: timestamp +timedelta: 227 days 22:04:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-return-h4/train.parquet b/join-amazon-electronics/tasks/reviewer-return-h4/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-return-h4/train.parquet rename to join-amazon-electronics/tasks/reviewer-return-h4/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-return-h5/manifest.yaml b/join-amazon-electronics/tasks/reviewer-return-h5/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..57996dbbd61f4412d3cfed7d52d74d9863ad259e --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-return-h5/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-h5 +kind: external +task_type: binary_classification +description: Whether a currently-inactive reviewer reactivates and posts a review within the next 5 windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_h5 +time_col: timestamp +timedelta: 284 days 21:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-return-h5/train.parquet b/join-amazon-electronics/tasks/reviewer-return-h5/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-return-h5/train.parquet rename to join-amazon-electronics/tasks/reviewer-return-h5/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-return-h6/manifest.yaml b/join-amazon-electronics/tasks/reviewer-return-h6/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2b452658ee1033ebca648af240df536005485f2c --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-return-h6/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-h6 +kind: external +task_type: binary_classification +description: Whether a currently-inactive reviewer reactivates and posts a review within the next 6 windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_h6 +time_col: timestamp +timedelta: 341 days 21:07:12 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-return-h6/train.parquet b/join-amazon-electronics/tasks/reviewer-return-h6/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-return-h6/train.parquet rename to join-amazon-electronics/tasks/reviewer-return-h6/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-return-h8/manifest.yaml b/join-amazon-electronics/tasks/reviewer-return-h8/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c002ae2ad8bf8fac781151ebf940be00af619069 --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-return-h8/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-h8 +kind: external +task_type: binary_classification +description: Whether a currently-inactive reviewer reactivates and posts a review within the next 8 windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_h8 +time_col: timestamp +timedelta: 455 days 20:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-return-h8/train.parquet b/join-amazon-electronics/tasks/reviewer-return-h8/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-return-h8/train.parquet rename to join-amazon-electronics/tasks/reviewer-return-h8/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-return/manifest.yaml b/join-amazon-electronics/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e7bf0a859288fc76fa426c70678bc93a92d89cfb --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a reviewer who was inactive in the current window will post a review again in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_returns +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-return/train.parquet b/join-amazon-electronics/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-return/train.parquet rename to join-amazon-electronics/tasks/reviewer-return/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-review-3w/manifest.yaml b/join-amazon-electronics/tasks/reviewer-review-3w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e8dbffa0c573384af2301a88358b337cd7eb80d2 --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-review-3w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-3w +kind: external +task_type: regression +description: Review count from a reviewer over three-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_3w +time_col: timestamp +timedelta: 170 days 14:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-review-3w/train.parquet b/join-amazon-electronics/tasks/reviewer-review-3w/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-review-3w/train.parquet rename to join-amazon-electronics/tasks/reviewer-review-3w/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-review-count/manifest.yaml b/join-amazon-electronics/tasks/reviewer-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7cd8377755d047ab3c8bf23044bbbeec165ae816 --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-count +kind: external +task_type: regression +description: Predict the number of reviews a reviewer writes in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: predict_reviewer_review_count +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-review-count/train.parquet b/join-amazon-electronics/tasks/reviewer-review-count/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-review-count/train.parquet rename to join-amazon-electronics/tasks/reviewer-review-count/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-time-until-next-h4/manifest.yaml b/join-amazon-electronics/tasks/reviewer-time-until-next-h4/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1056b3430ac9490f6bfa9611480c97ac402ff95c --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-time-until-next-h4/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-h4 +kind: external +task_type: regression +description: Days until the reviewer's next review, measured over a 4-window lookforward. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_h4 +time_col: timestamp +timedelta: 227 days 22:04:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-time-until-next-h4/train.parquet b/join-amazon-electronics/tasks/reviewer-time-until-next-h4/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-time-until-next-h4/train.parquet rename to join-amazon-electronics/tasks/reviewer-time-until-next-h4/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-time-until-next-h5/manifest.yaml b/join-amazon-electronics/tasks/reviewer-time-until-next-h5/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..911e30762d00d09f4aa9b86bfb53036ec760de38 --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-time-until-next-h5/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-h5 +kind: external +task_type: regression +description: Days until the reviewer's next review, measured over a 5-window lookforward. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_h5 +time_col: timestamp +timedelta: 284 days 21:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-time-until-next-h5/train.parquet b/join-amazon-electronics/tasks/reviewer-time-until-next-h5/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-time-until-next-h5/train.parquet rename to join-amazon-electronics/tasks/reviewer-time-until-next-h5/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-time-until-next-h6/manifest.yaml b/join-amazon-electronics/tasks/reviewer-time-until-next-h6/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..20aa23f3e25e50caed890f8d852028a82b051c60 --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-time-until-next-h6/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-h6 +kind: external +task_type: regression +description: Days until the reviewer's next review, measured over a 6-window lookforward. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_h6 +time_col: timestamp +timedelta: 341 days 21:07:12 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-time-until-next-h6/train.parquet b/join-amazon-electronics/tasks/reviewer-time-until-next-h6/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-time-until-next-h6/train.parquet rename to join-amazon-electronics/tasks/reviewer-time-until-next-h6/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-time-until-next-h8/manifest.yaml b/join-amazon-electronics/tasks/reviewer-time-until-next-h8/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6fd640e43272fa9231cec2bd3204b754d0636e4a --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-time-until-next-h8/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-h8 +kind: external +task_type: regression +description: Days until the reviewer's next review, measured over an 8-window lookforward. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_h8 +time_col: timestamp +timedelta: 455 days 20:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-time-until-next-h8/train.parquet b/join-amazon-electronics/tasks/reviewer-time-until-next-h8/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-time-until-next-h8/train.parquet rename to join-amazon-electronics/tasks/reviewer-time-until-next-h8/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-verified-only/manifest.yaml b/join-amazon-electronics/tasks/reviewer-verified-only/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d41304623dfebf6664f68def73ab6b856fdbc205 --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-verified-only/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-only +kind: external +task_type: binary_classification +description: Whether the reviewer writes only verified reviews next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: all_verified_reviewer +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-verified-only/train.parquet b/join-amazon-electronics/tasks/reviewer-verified-only/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-verified-only/train.parquet rename to join-amazon-electronics/tasks/reviewer-verified-only/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-verified-ratio/manifest.yaml b/join-amazon-electronics/tasks/reviewer-verified-ratio/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e37a8f9a51affc3cf1589d21a4525c6c999eb891 --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-verified-ratio/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-ratio +kind: external +task_type: binary_classification +description: Predict whether all of a reviewer's reviews in the next time window are verified purchases +entity_table: reviewers +entity_col: reviewer_id +target_col: pred_verified +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-verified-ratio/train.parquet b/join-amazon-electronics/tasks/reviewer-verified-ratio/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-verified-ratio/train.parquet rename to join-amazon-electronics/tasks/reviewer-verified-ratio/train.parquet diff --git a/join-amazon-electronics/tasks/reviewer-will-review-product/manifest.yaml b/join-amazon-electronics/tasks/reviewer-will-review-product/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b6901e341effb94c820e26de507c363d92cd69d9 --- /dev/null +++ b/join-amazon-electronics/tasks/reviewer-will-review-product/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-will-review-product +kind: external +task_type: binary_classification +description: Whether the reviewer posts any electronics review next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviews_next +time_col: timestamp +timedelta: 56 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-will-review-product/train.parquet b/join-amazon-electronics/tasks/reviewer-will-review-product/train.parquet similarity index 100% rename from thejoin-amazon-electronics/tasks/predict-reviewer-will-review-product/train.parquet rename to join-amazon-electronics/tasks/reviewer-will-review-product/train.parquet diff --git a/thejoin-amazon-fashion/db/products.parquet b/join-amazon-fashion/db/products.parquet similarity index 100% rename from thejoin-amazon-fashion/db/products.parquet rename to join-amazon-fashion/db/products.parquet diff --git a/thejoin-amazon-fashion/db/reviewers.parquet b/join-amazon-fashion/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-fashion/db/reviewers.parquet rename to join-amazon-fashion/db/reviewers.parquet diff --git a/thejoin-amazon-fashion/db/reviews.parquet b/join-amazon-fashion/db/reviews.parquet similarity index 100% rename from thejoin-amazon-fashion/db/reviews.parquet rename to join-amazon-fashion/db/reviews.parquet diff --git a/join-amazon-fashion/manifest.yaml b/join-amazon-fashion/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1c13871711e8bfbc0b28ac36514bef691a15424a --- /dev/null +++ b/join-amazon-fashion/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-fashion +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: asin + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + asin: products diff --git a/join-amazon-fashion/tasks/product-all-verified/manifest.yaml b/join-amazon-fashion/tasks/product-all-verified/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..71c4f29f29fa41cf33d51b137f707301dd9cdcba --- /dev/null +++ b/join-amazon-fashion/tasks/product-all-verified/manifest.yaml @@ -0,0 +1,10 @@ +name: product-all-verified +kind: external +task_type: binary_classification +description: Whether all reviews for a product are verified next window (no suspicious reviews). +entity_table: products +entity_col: asin +target_col: all_verified +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-all-verified/train.parquet b/join-amazon-fashion/tasks/product-all-verified/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-all-verified/train.parquet rename to join-amazon-fashion/tasks/product-all-verified/train.parquet diff --git a/join-amazon-fashion/tasks/product-any-new-review/manifest.yaml b/join-amazon-fashion/tasks/product-any-new-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b1457e8da118db76c5da564ce815a608cc9f85e5 --- /dev/null +++ b/join-amazon-fashion/tasks/product-any-new-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-any-new-review +kind: external +task_type: binary_classification +description: Whether the product gets any new review next window. +entity_table: products +entity_col: asin +target_col: book_has_review +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-any-new-review/train.parquet b/join-amazon-fashion/tasks/product-any-new-review/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-any-new-review/train.parquet rename to join-amazon-fashion/tasks/product-any-new-review/train.parquet diff --git a/join-amazon-fashion/tasks/product-churn-4x/manifest.yaml b/join-amazon-fashion/tasks/product-churn-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6acc7a1d951cb60edcf22e5f626dd933461d9860 --- /dev/null +++ b/join-amazon-fashion/tasks/product-churn-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: product-churn-4x +kind: external +task_type: binary_classification +description: Predict if a product receives no reviews in the next 4-window horizon. +entity_table: products +entity_col: asin +target_col: product_churned_4x +time_col: timestamp +timedelta: 191 days 15:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-churn-4x/train.parquet b/join-amazon-fashion/tasks/product-churn-4x/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-churn-4x/train.parquet rename to join-amazon-fashion/tasks/product-churn-4x/train.parquet diff --git a/join-amazon-fashion/tasks/product-churn-6x/manifest.yaml b/join-amazon-fashion/tasks/product-churn-6x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c8e139c69b0cfea8cdd79b7a04ec60f3c81c9609 --- /dev/null +++ b/join-amazon-fashion/tasks/product-churn-6x/manifest.yaml @@ -0,0 +1,10 @@ +name: product-churn-6x +kind: external +task_type: binary_classification +description: Predict if a product receives no reviews in the next 6-window horizon. +entity_table: products +entity_col: asin +target_col: product_churned_6x +time_col: timestamp +timedelta: 287 days 11:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-churn-6x/train.parquet b/join-amazon-fashion/tasks/product-churn-6x/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-churn-6x/train.parquet rename to join-amazon-fashion/tasks/product-churn-6x/train.parquet diff --git a/join-amazon-fashion/tasks/product-churn-8x/manifest.yaml b/join-amazon-fashion/tasks/product-churn-8x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..20f9d378071c94898d8f0bb4c42b65927136fce6 --- /dev/null +++ b/join-amazon-fashion/tasks/product-churn-8x/manifest.yaml @@ -0,0 +1,10 @@ +name: product-churn-8x +kind: external +task_type: binary_classification +description: Predict if a product receives no reviews in the next 8-window horizon. +entity_table: products +entity_col: asin +target_col: product_churned_8x +time_col: timestamp +timedelta: 383 days 06:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-churn-8x/train.parquet b/join-amazon-fashion/tasks/product-churn-8x/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-churn-8x/train.parquet rename to join-amazon-fashion/tasks/product-churn-8x/train.parquet diff --git a/join-amazon-fashion/tasks/product-churn/manifest.yaml b/join-amazon-fashion/tasks/product-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..96c7a8d9f88ebc9ad48dc1d6c446f59b3ca037b4 --- /dev/null +++ b/join-amazon-fashion/tasks/product-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: product-churn +kind: external +task_type: binary_classification +description: Predict whether a fashion product receives no reviews in the next time window (loss of interest) +entity_table: products +entity_col: asin +target_col: predict_product_churn +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-churn/train.parquet b/join-amazon-fashion/tasks/product-churn/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-churn/train.parquet rename to join-amazon-fashion/tasks/product-churn/train.parquet diff --git a/join-amazon-fashion/tasks/product-low-rating-event/manifest.yaml b/join-amazon-fashion/tasks/product-low-rating-event/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9a7b7a8bc4511a9e0a66cb9dcf0b19f64ee2be34 --- /dev/null +++ b/join-amazon-fashion/tasks/product-low-rating-event/manifest.yaml @@ -0,0 +1,10 @@ +name: product-low-rating-event +kind: external +task_type: binary_classification +description: Whether the product receives any 1-star rating next window. +entity_table: products +entity_col: asin +target_col: low_rating_event +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-low-rating-event/train.parquet b/join-amazon-fashion/tasks/product-low-rating-event/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-low-rating-event/train.parquet rename to join-amazon-fashion/tasks/product-low-rating-event/train.parquet diff --git a/join-amazon-fashion/tasks/product-low-rating/manifest.yaml b/join-amazon-fashion/tasks/product-low-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f0c90ad56ac9728315461fbc1ed476b0de658857 --- /dev/null +++ b/join-amazon-fashion/tasks/product-low-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-low-rating +kind: external +task_type: binary_classification +description: Whether a product's average rating drops below 3.5 next window. +entity_table: products +entity_col: asin +target_col: low_rating +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-low-rating/train.parquet b/join-amazon-fashion/tasks/product-low-rating/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-low-rating/train.parquet rename to join-amazon-fashion/tasks/product-low-rating/train.parquet diff --git a/join-amazon-fashion/tasks/product-max-rating/manifest.yaml b/join-amazon-fashion/tasks/product-max-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2621f3a83b936a5f2b5976ddd054c2bcfa72f84f --- /dev/null +++ b/join-amazon-fashion/tasks/product-max-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-max-rating +kind: external +task_type: regression +description: Maximum rating a product receives next window. +entity_table: products +entity_col: asin +target_col: max_rating +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-max-rating/train.parquet b/join-amazon-fashion/tasks/product-max-rating/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-max-rating/train.parquet rename to join-amazon-fashion/tasks/product-max-rating/train.parquet diff --git a/join-amazon-fashion/tasks/product-mean-rating/manifest.yaml b/join-amazon-fashion/tasks/product-mean-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4c4dbd7c7c1de7ba09c8c2f81dd91f6a50c436ba --- /dev/null +++ b/join-amazon-fashion/tasks/product-mean-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-mean-rating +kind: external +task_type: regression +description: Predict the mean rating a fashion product receives in the next time window +entity_table: products +entity_col: asin +target_col: pred_rating +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-mean-rating/train.parquet b/join-amazon-fashion/tasks/product-mean-rating/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-mean-rating/train.parquet rename to join-amazon-fashion/tasks/product-mean-rating/train.parquet diff --git a/join-amazon-fashion/tasks/product-mean-reviewer-id/manifest.yaml b/join-amazon-fashion/tasks/product-mean-reviewer-id/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..55d3b9cbe37489ae419e7364b24f1e74a13f7e24 --- /dev/null +++ b/join-amazon-fashion/tasks/product-mean-reviewer-id/manifest.yaml @@ -0,0 +1,10 @@ +name: product-mean-reviewer-id +kind: external +task_type: regression +description: Average reviewer_id writing for a product next window (cohort centroid). +entity_table: products +entity_col: asin +target_col: mean_reviewer_id +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-mean-reviewer-id/train.parquet b/join-amazon-fashion/tasks/product-mean-reviewer-id/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-mean-reviewer-id/train.parquet rename to join-amazon-fashion/tasks/product-mean-reviewer-id/train.parquet diff --git a/join-amazon-fashion/tasks/product-min-rating/manifest.yaml b/join-amazon-fashion/tasks/product-min-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..428207536202443bfe72c986cf0f55b38266d13f --- /dev/null +++ b/join-amazon-fashion/tasks/product-min-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-min-rating +kind: external +task_type: regression +description: Minimum rating a product receives next window (worst-case signal). +entity_table: products +entity_col: asin +target_col: min_rating +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-min-rating/train.parquet b/join-amazon-fashion/tasks/product-min-rating/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-min-rating/train.parquet rename to join-amazon-fashion/tasks/product-min-rating/train.parquet diff --git a/join-amazon-fashion/tasks/product-popular-next-window/manifest.yaml b/join-amazon-fashion/tasks/product-popular-next-window/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..641d6e7a275f7cb4b8e657cb7a3e4f10da38fdff --- /dev/null +++ b/join-amazon-fashion/tasks/product-popular-next-window/manifest.yaml @@ -0,0 +1,10 @@ +name: product-popular-next-window +kind: external +task_type: binary_classification +description: Whether a product's rating sum exceeds 25 next window. +entity_table: products +entity_col: asin +target_col: popular +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-popular-next-window/train.parquet b/join-amazon-fashion/tasks/product-popular-next-window/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-popular-next-window/train.parquet rename to join-amazon-fashion/tasks/product-popular-next-window/train.parquet diff --git a/join-amazon-fashion/tasks/product-rating-change/manifest.yaml b/join-amazon-fashion/tasks/product-rating-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1fbddad75bc9566352b6f4ee2bc0638742ebf3de --- /dev/null +++ b/join-amazon-fashion/tasks/product-rating-change/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-change +kind: external +task_type: regression +description: Predict the change in mean rating for a fashion product between the current and next windows. +entity_table: products +entity_col: asin +target_col: rating_change +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-rating-change/train.parquet b/join-amazon-fashion/tasks/product-rating-change/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-rating-change/train.parquet rename to join-amazon-fashion/tasks/product-rating-change/train.parquet diff --git a/join-amazon-fashion/tasks/product-rating-trend/manifest.yaml b/join-amazon-fashion/tasks/product-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4d98d57fa235975c7a6e4d3dd41e9678a15c6a21 --- /dev/null +++ b/join-amazon-fashion/tasks/product-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a fashion product's mean rating increases in the next window compared to the current window. +entity_table: products +entity_col: asin +target_col: rating_trend +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-rating-trend/train.parquet b/join-amazon-fashion/tasks/product-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-rating-trend/train.parquet rename to join-amazon-fashion/tasks/product-rating-trend/train.parquet diff --git a/join-amazon-fashion/tasks/product-rating-volatility/manifest.yaml b/join-amazon-fashion/tasks/product-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2f6f4c50dbee132c3ef0fcb42da366dee2f7c8b0 --- /dev/null +++ b/join-amazon-fashion/tasks/product-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings for a fashion product in the next window, reflecting taste polarization. +entity_table: products +entity_col: asin +target_col: rating_volatility +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-rating-volatility/train.parquet b/join-amazon-fashion/tasks/product-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-rating-volatility/train.parquet rename to join-amazon-fashion/tasks/product-rating-volatility/train.parquet diff --git a/join-amazon-fashion/tasks/product-return-4x/manifest.yaml b/join-amazon-fashion/tasks/product-return-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..730d9c8c1ffe0b4215d19637623df3977ad8ddf9 --- /dev/null +++ b/join-amazon-fashion/tasks/product-return-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: product-return-4x +kind: external +task_type: binary_classification +description: Predict if a dormant product receives reviews in the next 4-window horizon. +entity_table: products +entity_col: asin +target_col: product_returns_4x +time_col: timestamp +timedelta: 191 days 15:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-return-4x/train.parquet b/join-amazon-fashion/tasks/product-return-4x/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-return-4x/train.parquet rename to join-amazon-fashion/tasks/product-return-4x/train.parquet diff --git a/join-amazon-fashion/tasks/product-return-6x/manifest.yaml b/join-amazon-fashion/tasks/product-return-6x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..225c2b7f0d9cb06aa15ca3510a7a6e918536bdcb --- /dev/null +++ b/join-amazon-fashion/tasks/product-return-6x/manifest.yaml @@ -0,0 +1,10 @@ +name: product-return-6x +kind: external +task_type: binary_classification +description: Predict if a dormant product receives reviews in the next 6-window horizon. +entity_table: products +entity_col: asin +target_col: product_returns_6x +time_col: timestamp +timedelta: 287 days 11:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-return-6x/train.parquet b/join-amazon-fashion/tasks/product-return-6x/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-return-6x/train.parquet rename to join-amazon-fashion/tasks/product-return-6x/train.parquet diff --git a/join-amazon-fashion/tasks/product-return/manifest.yaml b/join-amazon-fashion/tasks/product-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b16d38b518eb77644dd9f65836797e2f1f6ba35b --- /dev/null +++ b/join-amazon-fashion/tasks/product-return/manifest.yaml @@ -0,0 +1,10 @@ +name: product-return +kind: external +task_type: binary_classification +description: Predict whether a fashion product that received no reviews in the current window will receive reviews again in the next window. +entity_table: products +entity_col: asin +target_col: product_returns +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-return/train.parquet b/join-amazon-fashion/tasks/product-return/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-return/train.parquet rename to join-amazon-fashion/tasks/product-return/train.parquet diff --git a/join-amazon-fashion/tasks/product-review-concentration/manifest.yaml b/join-amazon-fashion/tasks/product-review-concentration/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..06b1a4bfe38f80eda86fcacbe8b8be862073d933 --- /dev/null +++ b/join-amazon-fashion/tasks/product-review-concentration/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-concentration +kind: external +task_type: regression +description: Predict a fashion product's share of all reviews on the platform in the next window. +entity_table: products +entity_col: asin +target_col: review_concentration +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-review-concentration/train.parquet b/join-amazon-fashion/tasks/product-review-concentration/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-review-concentration/train.parquet rename to join-amazon-fashion/tasks/product-review-concentration/train.parquet diff --git a/join-amazon-fashion/tasks/product-review-count-3w/manifest.yaml b/join-amazon-fashion/tasks/product-review-count-3w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..49183e95fcea0b75f9a43afacb19664e9cd2594c --- /dev/null +++ b/join-amazon-fashion/tasks/product-review-count-3w/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-count-3w +kind: external +task_type: regression +description: Number of reviews for a product over a three-window horizon. +entity_table: products +entity_col: asin +target_col: product_3w +time_col: timestamp +timedelta: 143 days 17:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-review-count-3w/train.parquet b/join-amazon-fashion/tasks/product-review-count-3w/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-review-count-3w/train.parquet rename to join-amazon-fashion/tasks/product-review-count-3w/train.parquet diff --git a/join-amazon-fashion/tasks/product-review-count/manifest.yaml b/join-amazon-fashion/tasks/product-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5ea5989a23ddbe11d22708967772ef886117007b --- /dev/null +++ b/join-amazon-fashion/tasks/product-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-count +kind: external +task_type: regression +description: Predict the number of reviews a fashion product receives in the next time window +entity_table: products +entity_col: asin +target_col: predict_product_review_count +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-review-count/train.parquet b/join-amazon-fashion/tasks/product-review-count/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-review-count/train.parquet rename to join-amazon-fashion/tasks/product-review-count/train.parquet diff --git a/join-amazon-fashion/tasks/product-reviewer-min-id/manifest.yaml b/join-amazon-fashion/tasks/product-reviewer-min-id/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..127b747518f653f885abfa48a1eb100449b67c33 --- /dev/null +++ b/join-amazon-fashion/tasks/product-reviewer-min-id/manifest.yaml @@ -0,0 +1,10 @@ +name: product-reviewer-min-id +kind: external +task_type: regression +description: Smallest reviewer_id touching a product (oldest-cohort reviewer) next window. +entity_table: products +entity_col: asin +target_col: min_reviewer_id +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-reviewer-min-id/train.parquet b/join-amazon-fashion/tasks/product-reviewer-min-id/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-reviewer-min-id/train.parquet rename to join-amazon-fashion/tasks/product-reviewer-min-id/train.parquet diff --git a/join-amazon-fashion/tasks/product-time-until-next-4x/manifest.yaml b/join-amazon-fashion/tasks/product-time-until-next-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d0ea2042390205882662d75bd20af4fd7440cae2 --- /dev/null +++ b/join-amazon-fashion/tasks/product-time-until-next-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: product-time-until-next-4x +kind: external +task_type: regression +description: Predict days until a product's next review within a 4-window horizon. +entity_table: products +entity_col: asin +target_col: days_until_next_product_review_4x +time_col: timestamp +timedelta: 191 days 15:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-time-until-next-4x/train.parquet b/join-amazon-fashion/tasks/product-time-until-next-4x/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-time-until-next-4x/train.parquet rename to join-amazon-fashion/tasks/product-time-until-next-4x/train.parquet diff --git a/join-amazon-fashion/tasks/product-time-until-next-6x/manifest.yaml b/join-amazon-fashion/tasks/product-time-until-next-6x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bc3c506b50614c04b76bd151b486365d3af65cb2 --- /dev/null +++ b/join-amazon-fashion/tasks/product-time-until-next-6x/manifest.yaml @@ -0,0 +1,10 @@ +name: product-time-until-next-6x +kind: external +task_type: regression +description: Predict days until a product's next review within a 6-window horizon. +entity_table: products +entity_col: asin +target_col: days_until_next_product_review_6x +time_col: timestamp +timedelta: 287 days 11:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-time-until-next-6x/train.parquet b/join-amazon-fashion/tasks/product-time-until-next-6x/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-time-until-next-6x/train.parquet rename to join-amazon-fashion/tasks/product-time-until-next-6x/train.parquet diff --git a/join-amazon-fashion/tasks/product-top-review-volume/manifest.yaml b/join-amazon-fashion/tasks/product-top-review-volume/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ea6d1f59a5ec3b177ea8beeb834cc679f3c954ed --- /dev/null +++ b/join-amazon-fashion/tasks/product-top-review-volume/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-review-volume +kind: external +task_type: binary_classification +description: Predict whether a fashion product is in the top 25% by number of reviews received in the next window. +entity_table: products +entity_col: asin +target_col: top_review_volume +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-top-review-volume/train.parquet b/join-amazon-fashion/tasks/product-top-review-volume/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-top-review-volume/train.parquet rename to join-amazon-fashion/tasks/product-top-review-volume/train.parquet diff --git a/join-amazon-fashion/tasks/product-total-rating-sum/manifest.yaml b/join-amazon-fashion/tasks/product-total-rating-sum/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0ed318ab992b1e09397bd0dc6082a42bb3915366 --- /dev/null +++ b/join-amazon-fashion/tasks/product-total-rating-sum/manifest.yaml @@ -0,0 +1,10 @@ +name: product-total-rating-sum +kind: external +task_type: regression +description: Sum of ratings a fashion product receives next window. +entity_table: products +entity_col: asin +target_col: rating_sum +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-total-rating-sum/train.parquet b/join-amazon-fashion/tasks/product-total-rating-sum/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-total-rating-sum/train.parquet rename to join-amazon-fashion/tasks/product-total-rating-sum/train.parquet diff --git a/join-amazon-fashion/tasks/product-unique-reviewers/manifest.yaml b/join-amazon-fashion/tasks/product-unique-reviewers/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dc4f76ad6b25e568c1ececce1297695700ba9550 --- /dev/null +++ b/join-amazon-fashion/tasks/product-unique-reviewers/manifest.yaml @@ -0,0 +1,10 @@ +name: product-unique-reviewers +kind: external +task_type: regression +description: Max reviewer_id touching the product (newest cohort) next window. +entity_table: products +entity_col: asin +target_col: reviewer_range +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-unique-reviewers/train.parquet b/join-amazon-fashion/tasks/product-unique-reviewers/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-unique-reviewers/train.parquet rename to join-amazon-fashion/tasks/product-unique-reviewers/train.parquet diff --git a/join-amazon-fashion/tasks/product-verified-count/manifest.yaml b/join-amazon-fashion/tasks/product-verified-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9d1856f851e7a7a52fa432d2cff4a01f4f946e42 --- /dev/null +++ b/join-amazon-fashion/tasks/product-verified-count/manifest.yaml @@ -0,0 +1,10 @@ +name: product-verified-count +kind: external +task_type: regression +description: Number of verified reviews for a product next window. +entity_table: products +entity_col: asin +target_col: verified_count +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-verified-count/train.parquet b/join-amazon-fashion/tasks/product-verified-count/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-verified-count/train.parquet rename to join-amazon-fashion/tasks/product-verified-count/train.parquet diff --git a/join-amazon-fashion/tasks/product-verified-share/manifest.yaml b/join-amazon-fashion/tasks/product-verified-share/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..db01116ec4b21b4328707de15038bf4aeb4c9f8f --- /dev/null +++ b/join-amazon-fashion/tasks/product-verified-share/manifest.yaml @@ -0,0 +1,10 @@ +name: product-verified-share +kind: external +task_type: regression +description: Fraction of verified purchases among reviews for a product next window. +entity_table: products +entity_col: asin +target_col: verified_rate +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-verified-share/train.parquet b/join-amazon-fashion/tasks/product-verified-share/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-verified-share/train.parquet rename to join-amazon-fashion/tasks/product-verified-share/train.parquet diff --git a/join-amazon-fashion/tasks/product-will-be-reviewed/manifest.yaml b/join-amazon-fashion/tasks/product-will-be-reviewed/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..433b50968f3b61828c3a5c0ba5739826ef3c27f1 --- /dev/null +++ b/join-amazon-fashion/tasks/product-will-be-reviewed/manifest.yaml @@ -0,0 +1,10 @@ +name: product-will-be-reviewed +kind: external +task_type: binary_classification +description: Whether the fashion product receives any review next window. +entity_table: products +entity_col: asin +target_col: reviewed_next +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-will-be-reviewed/train.parquet b/join-amazon-fashion/tasks/product-will-be-reviewed/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-product-will-be-reviewed/train.parquet rename to join-amazon-fashion/tasks/product-will-be-reviewed/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-churn-4x/manifest.yaml b/join-amazon-fashion/tasks/reviewer-churn-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..354ed1856eeb212acddcb2e7529e135d7c9c5727 --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-churn-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-4x +kind: external +task_type: binary_classification +description: Predict if a reviewer has no review activity in the next 4-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_4x +time_col: timestamp +timedelta: 191 days 15:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-churn-4x/train.parquet b/join-amazon-fashion/tasks/reviewer-churn-4x/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-churn-4x/train.parquet rename to join-amazon-fashion/tasks/reviewer-churn-4x/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-churn-5x/manifest.yaml b/join-amazon-fashion/tasks/reviewer-churn-5x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0583e9c9b6f48eaf5de94f000845843a58f98a23 --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-churn-5x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-5x +kind: external +task_type: binary_classification +description: Predict if a reviewer has no review activity in the next 5-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_5x +time_col: timestamp +timedelta: 239 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-churn-5x/train.parquet b/join-amazon-fashion/tasks/reviewer-churn-5x/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-churn-5x/train.parquet rename to join-amazon-fashion/tasks/reviewer-churn-5x/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-churn-6x/manifest.yaml b/join-amazon-fashion/tasks/reviewer-churn-6x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..099e6f1531ef23c3ad1678bb159b5aacb9a461ef --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-churn-6x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-6x +kind: external +task_type: binary_classification +description: Predict if a reviewer has no review activity in the next 6-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_6x +time_col: timestamp +timedelta: 287 days 11:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-churn-6x/train.parquet b/join-amazon-fashion/tasks/reviewer-churn-6x/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-churn-6x/train.parquet rename to join-amazon-fashion/tasks/reviewer-churn-6x/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-churn-8x/manifest.yaml b/join-amazon-fashion/tasks/reviewer-churn-8x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..49c01f26998acf5e6fed2ca7694e94851a646be0 --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-churn-8x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-8x +kind: external +task_type: binary_classification +description: Predict if a reviewer has no review activity in the next 8-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_8x +time_col: timestamp +timedelta: 383 days 06:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-churn-8x/train.parquet b/join-amazon-fashion/tasks/reviewer-churn-8x/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-churn-8x/train.parquet rename to join-amazon-fashion/tasks/reviewer-churn-8x/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-churn/manifest.yaml b/join-amazon-fashion/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..507ea9686a0691ad26841ab4cad30f80b1732856 --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will write no reviews in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: predict_reviewer_churn +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-churn/train.parquet b/join-amazon-fashion/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-fashion/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-distinct-products/manifest.yaml b/join-amazon-fashion/tasks/reviewer-distinct-products/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..df049cbdc57109aaa1e96432b66bb423b35b8bab --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-distinct-products/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-distinct-products +kind: external +task_type: regression +description: Predict how many distinct fashion products a reviewer will review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: distinct_products +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-distinct-products/train.parquet b/join-amazon-fashion/tasks/reviewer-distinct-products/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-distinct-products/train.parquet rename to join-amazon-fashion/tasks/reviewer-distinct-products/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-generous/manifest.yaml b/join-amazon-fashion/tasks/reviewer-generous/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f70ec8471d8a4dad042f85e857bc9a82e91ae038 --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-generous/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-generous +kind: external +task_type: binary_classification +description: Whether a reviewer's average rating is 4.5+ next window (generous reviewer). +entity_table: reviewers +entity_col: reviewer_id +target_col: generous +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-generous/train.parquet b/join-amazon-fashion/tasks/reviewer-generous/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-generous/train.parquet rename to join-amazon-fashion/tasks/reviewer-generous/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-harsh-critic/manifest.yaml b/join-amazon-fashion/tasks/reviewer-harsh-critic/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..285701652c42d13091416ec47361a84501fefe07 --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-harsh-critic/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-harsh-critic +kind: external +task_type: binary_classification +description: Whether a reviewer leaves at least one 1-star rating next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: harsh_critic +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-harsh-critic/train.parquet b/join-amazon-fashion/tasks/reviewer-harsh-critic/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-harsh-critic/train.parquet rename to join-amazon-fashion/tasks/reviewer-harsh-critic/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-max-rating/manifest.yaml b/join-amazon-fashion/tasks/reviewer-max-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2772aef062fd443dafac106222f05e8472b7d312 --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-max-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-max-rating +kind: external +task_type: regression +description: Highest rating a reviewer gives next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: max_rating +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-max-rating/train.parquet b/join-amazon-fashion/tasks/reviewer-max-rating/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-max-rating/train.parquet rename to join-amazon-fashion/tasks/reviewer-max-rating/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-mean-rating/manifest.yaml b/join-amazon-fashion/tasks/reviewer-mean-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0864367db92855e4e737bd4f862d63e36eda51b0 --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-mean-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-mean-rating +kind: external +task_type: regression +description: Predict the mean rating a reviewer gives across their reviews in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: pred_rating +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-mean-rating/train.parquet b/join-amazon-fashion/tasks/reviewer-mean-rating/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-mean-rating/train.parquet rename to join-amazon-fashion/tasks/reviewer-mean-rating/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-min-rating/manifest.yaml b/join-amazon-fashion/tasks/reviewer-min-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e9766db86d027679dcf0d358e93a24f3c4c80484 --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-min-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-min-rating +kind: external +task_type: regression +description: Lowest rating a reviewer gives next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_min_rating +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-min-rating/train.parquet b/join-amazon-fashion/tasks/reviewer-min-rating/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-min-rating/train.parquet rename to join-amazon-fashion/tasks/reviewer-min-rating/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-rating-sum/manifest.yaml b/join-amazon-fashion/tasks/reviewer-rating-sum/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0ffa76209e80094422d260b51908d05da309fcde --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-rating-sum/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-sum +kind: external +task_type: regression +description: Sum of ratings given by a reviewer next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: rating_sum +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-rating-sum/train.parquet b/join-amazon-fashion/tasks/reviewer-rating-sum/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-rating-sum/train.parquet rename to join-amazon-fashion/tasks/reviewer-rating-sum/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-return-4x/manifest.yaml b/join-amazon-fashion/tasks/reviewer-return-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..525700a70408ba894323b95c7e3e346493e9302a --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-return-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-4x +kind: external +task_type: binary_classification +description: Predict if an inactive reviewer reactivates within the next 4-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_returns_4x +time_col: timestamp +timedelta: 191 days 15:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-return-4x/train.parquet b/join-amazon-fashion/tasks/reviewer-return-4x/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-return-4x/train.parquet rename to join-amazon-fashion/tasks/reviewer-return-4x/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-return-5x/manifest.yaml b/join-amazon-fashion/tasks/reviewer-return-5x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e7c9f500125eacc63a60521104f740d0aa855d25 --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-return-5x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-5x +kind: external +task_type: binary_classification +description: Predict if an inactive reviewer reactivates within the next 5-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_returns_5x +time_col: timestamp +timedelta: 239 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-return-5x/train.parquet b/join-amazon-fashion/tasks/reviewer-return-5x/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-return-5x/train.parquet rename to join-amazon-fashion/tasks/reviewer-return-5x/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-return-6x/manifest.yaml b/join-amazon-fashion/tasks/reviewer-return-6x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..964142b6bcd914321be98d5fb46184602508dee8 --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-return-6x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-6x +kind: external +task_type: binary_classification +description: Predict if an inactive reviewer reactivates within the next 6-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_returns_6x +time_col: timestamp +timedelta: 287 days 11:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-return-6x/train.parquet b/join-amazon-fashion/tasks/reviewer-return-6x/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-return-6x/train.parquet rename to join-amazon-fashion/tasks/reviewer-return-6x/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-return-7x/manifest.yaml b/join-amazon-fashion/tasks/reviewer-return-7x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3f69f8a9372117e81cfaa4ae920221e369f70dd8 --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-return-7x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-7x +kind: external +task_type: binary_classification +description: Predict if an inactive reviewer reactivates within the next 7-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_returns_7x +time_col: timestamp +timedelta: 335 days 08:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-return-7x/train.parquet b/join-amazon-fashion/tasks/reviewer-return-7x/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-return-7x/train.parquet rename to join-amazon-fashion/tasks/reviewer-return-7x/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-return-8x/manifest.yaml b/join-amazon-fashion/tasks/reviewer-return-8x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a596e422f111a9b3c68512199cae2163cb999648 --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-return-8x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-8x +kind: external +task_type: binary_classification +description: Predict if an inactive reviewer reactivates within the next 8-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_returns_8x +time_col: timestamp +timedelta: 383 days 06:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-return-8x/train.parquet b/join-amazon-fashion/tasks/reviewer-return-8x/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-return-8x/train.parquet rename to join-amazon-fashion/tasks/reviewer-return-8x/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-return/manifest.yaml b/join-amazon-fashion/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dc5725607074eb43857e9730ceae7c01932fa392 --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a reviewer who was inactive in the current window will post a fashion review again in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_returns +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-return/train.parquet b/join-amazon-fashion/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-return/train.parquet rename to join-amazon-fashion/tasks/reviewer-return/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-review-3w/manifest.yaml b/join-amazon-fashion/tasks/reviewer-review-3w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0fc6f353a200d18c0ee073537e438a6a6ab69ac6 --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-review-3w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-3w +kind: external +task_type: regression +description: Review count from a reviewer over three-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_3w +time_col: timestamp +timedelta: 142 days 16:19:12 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-review-3w/train.parquet b/join-amazon-fashion/tasks/reviewer-review-3w/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-review-3w/train.parquet rename to join-amazon-fashion/tasks/reviewer-review-3w/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-review-count/manifest.yaml b/join-amazon-fashion/tasks/reviewer-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..80be8ff95e346f2fa442d9ccb5b5214c7cbb608a --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-count +kind: external +task_type: regression +description: Predict the number of reviews a reviewer writes in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: predict_reviewer_review_count +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-review-count/train.parquet b/join-amazon-fashion/tasks/reviewer-review-count/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-review-count/train.parquet rename to join-amazon-fashion/tasks/reviewer-review-count/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-time-until-next-4x/manifest.yaml b/join-amazon-fashion/tasks/reviewer-time-until-next-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ba0516fcff938357df1b2e61641894004b8be33d --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-time-until-next-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-4x +kind: external +task_type: regression +description: Predict days until a reviewer's next review within a 4-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_until_next_review_4x +time_col: timestamp +timedelta: 191 days 15:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-time-until-next-4x/train.parquet b/join-amazon-fashion/tasks/reviewer-time-until-next-4x/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-time-until-next-4x/train.parquet rename to join-amazon-fashion/tasks/reviewer-time-until-next-4x/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-time-until-next-5x/manifest.yaml b/join-amazon-fashion/tasks/reviewer-time-until-next-5x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..90bb0b789e92efb00ee556220aea97d2d120004b --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-time-until-next-5x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-5x +kind: external +task_type: regression +description: Predict days until a reviewer's next review within a 5-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_until_next_review_5x +time_col: timestamp +timedelta: 239 days 13:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-time-until-next-5x/train.parquet b/join-amazon-fashion/tasks/reviewer-time-until-next-5x/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-time-until-next-5x/train.parquet rename to join-amazon-fashion/tasks/reviewer-time-until-next-5x/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-time-until-next-6x/manifest.yaml b/join-amazon-fashion/tasks/reviewer-time-until-next-6x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e1d65834bc15c50e0f5cd149d05dec79cfe2ff4d --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-time-until-next-6x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-6x +kind: external +task_type: regression +description: Predict days until a reviewer's next review within a 6-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_until_next_review_6x +time_col: timestamp +timedelta: 287 days 11:02:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-time-until-next-6x/train.parquet b/join-amazon-fashion/tasks/reviewer-time-until-next-6x/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-time-until-next-6x/train.parquet rename to join-amazon-fashion/tasks/reviewer-time-until-next-6x/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-time-until-next-8x/manifest.yaml b/join-amazon-fashion/tasks/reviewer-time-until-next-8x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3faed0b5c7a1558980734b91f87573457ea4172d --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-time-until-next-8x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-8x +kind: external +task_type: regression +description: Predict days until a reviewer's next review within an 8-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_until_next_review_8x +time_col: timestamp +timedelta: 383 days 06:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-time-until-next-8x/train.parquet b/join-amazon-fashion/tasks/reviewer-time-until-next-8x/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-time-until-next-8x/train.parquet rename to join-amazon-fashion/tasks/reviewer-time-until-next-8x/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-top-activity/manifest.yaml b/join-amazon-fashion/tasks/reviewer-top-activity/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4e88d69193a9cacf825aa5e6e242af308cc7c6ee --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-top-activity/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-top-activity +kind: external +task_type: binary_classification +description: Predict whether a reviewer is among the top 25% most active reviewers in the fashion category in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: top_activity +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-top-activity/train.parquet b/join-amazon-fashion/tasks/reviewer-top-activity/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-top-activity/train.parquet rename to join-amazon-fashion/tasks/reviewer-top-activity/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-verified-only/manifest.yaml b/join-amazon-fashion/tasks/reviewer-verified-only/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d98c5a0840cbe8067ad2decfaef02223bc1ffba8 --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-verified-only/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-only +kind: external +task_type: binary_classification +description: Whether the reviewer writes only verified reviews next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: all_verified_reviewer +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-verified-only/train.parquet b/join-amazon-fashion/tasks/reviewer-verified-only/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-verified-only/train.parquet rename to join-amazon-fashion/tasks/reviewer-verified-only/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-verified-ratio/manifest.yaml b/join-amazon-fashion/tasks/reviewer-verified-ratio/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..09e158ecde116d9044f83b46f0096c951cef8c0c --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-verified-ratio/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-ratio +kind: external +task_type: binary_classification +description: Predict whether all of a reviewer's reviews in the next time window are verified purchases +entity_table: reviewers +entity_col: reviewer_id +target_col: pred_verified +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-verified-ratio/train.parquet b/join-amazon-fashion/tasks/reviewer-verified-ratio/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-verified-ratio/train.parquet rename to join-amazon-fashion/tasks/reviewer-verified-ratio/train.parquet diff --git a/join-amazon-fashion/tasks/reviewer-will-review-fashion/manifest.yaml b/join-amazon-fashion/tasks/reviewer-will-review-fashion/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dadea68d9e6a0935827aa3bf15a3f271f746161b --- /dev/null +++ b/join-amazon-fashion/tasks/reviewer-will-review-fashion/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-will-review-fashion +kind: external +task_type: binary_classification +description: Whether the reviewer posts any fashion review next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviews_next +time_col: timestamp +timedelta: 47 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-will-review-fashion/train.parquet b/join-amazon-fashion/tasks/reviewer-will-review-fashion/train.parquet similarity index 100% rename from thejoin-amazon-fashion/tasks/predict-reviewer-will-review-fashion/train.parquet rename to join-amazon-fashion/tasks/reviewer-will-review-fashion/train.parquet diff --git a/thejoin-amazon-gift-cards/db/products.parquet b/join-amazon-gift-cards/db/products.parquet similarity index 100% rename from thejoin-amazon-gift-cards/db/products.parquet rename to join-amazon-gift-cards/db/products.parquet diff --git a/thejoin-amazon-gift-cards/db/reviewers.parquet b/join-amazon-gift-cards/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-gift-cards/db/reviewers.parquet rename to join-amazon-gift-cards/db/reviewers.parquet diff --git a/thejoin-amazon-gift-cards/db/reviews.parquet b/join-amazon-gift-cards/db/reviews.parquet similarity index 100% rename from thejoin-amazon-gift-cards/db/reviews.parquet rename to join-amazon-gift-cards/db/reviews.parquet diff --git a/join-amazon-gift-cards/manifest.yaml b/join-amazon-gift-cards/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8c5d53b1bf5c87beb366cab187e3a257c9caabfa --- /dev/null +++ b/join-amazon-gift-cards/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-gift-cards +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/join-amazon-gift-cards/tasks/product-avg-rating/manifest.yaml b/join-amazon-gift-cards/tasks/product-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..949910d3056d571734b12855fc9557b850c6625c --- /dev/null +++ b/join-amazon-gift-cards/tasks/product-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-avg-rating +kind: external +task_type: regression +description: Predict the mean rating a gift card product will receive in the next time window. +entity_table: products +entity_col: product_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 20 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-avg-rating/train.parquet b/join-amazon-gift-cards/tasks/product-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-gift-cards/tasks/predict-product-avg-rating/train.parquet rename to join-amazon-gift-cards/tasks/product-avg-rating/train.parquet diff --git a/join-amazon-gift-cards/tasks/product-churn-4w/manifest.yaml b/join-amazon-gift-cards/tasks/product-churn-4w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..45ca57f69f3dbc2935cba719ba04cc6f038b7abc --- /dev/null +++ b/join-amazon-gift-cards/tasks/product-churn-4w/manifest.yaml @@ -0,0 +1,10 @@ +name: product-churn-4w +kind: external +task_type: binary_classification +description: Whether product receives no reviews over the next 4-window horizon. +entity_table: products +entity_col: product_id +target_col: prod_churned_4w +time_col: timestamp +timedelta: 83 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-churn-4w/train.parquet b/join-amazon-gift-cards/tasks/product-churn-4w/train.parquet similarity index 100% rename from thejoin-amazon-gift-cards/tasks/predict-product-churn-4w/train.parquet rename to join-amazon-gift-cards/tasks/product-churn-4w/train.parquet diff --git a/join-amazon-gift-cards/tasks/product-high-rated/manifest.yaml b/join-amazon-gift-cards/tasks/product-high-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5ebfea2c5d768aebbb593b3e33abbd2576f8b4e8 --- /dev/null +++ b/join-amazon-gift-cards/tasks/product-high-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: product-high-rated +kind: external +task_type: binary_classification +description: Predict whether a gift card product will receive a mean rating above 4 in the next time window. +entity_table: products +entity_col: product_id +target_col: is_high_rated +time_col: timestamp +timedelta: 20 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-high-rated/train.parquet b/join-amazon-gift-cards/tasks/product-high-rated/train.parquet similarity index 100% rename from thejoin-amazon-gift-cards/tasks/predict-product-high-rated/train.parquet rename to join-amazon-gift-cards/tasks/product-high-rated/train.parquet diff --git a/join-amazon-gift-cards/tasks/product-rating-change/manifest.yaml b/join-amazon-gift-cards/tasks/product-rating-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a6f92ac0c88f35d7ac9b9767b9b002eee1e5cc7b --- /dev/null +++ b/join-amazon-gift-cards/tasks/product-rating-change/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-change +kind: external +task_type: regression +description: Predict the change in mean rating a gift card product receives from the previous to the next time window. +entity_table: products +entity_col: product_id +target_col: rating_change_next +time_col: timestamp +timedelta: 20 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-rating-change/train.parquet b/join-amazon-gift-cards/tasks/product-rating-change/train.parquet similarity index 100% rename from thejoin-amazon-gift-cards/tasks/predict-product-rating-change/train.parquet rename to join-amazon-gift-cards/tasks/product-rating-change/train.parquet diff --git a/join-amazon-gift-cards/tasks/product-rating-trend-reversal/manifest.yaml b/join-amazon-gift-cards/tasks/product-rating-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8ee92c5ecff75531e317f6b9ffda797931794414 --- /dev/null +++ b/join-amazon-gift-cards/tasks/product-rating-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend-reversal +kind: external +task_type: binary_classification +description: Whether the product's mean-rating direction of change flips between current and next window. +entity_table: products +entity_col: product_id +target_col: rating_trend_flips +time_col: timestamp +timedelta: 20 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-rating-trend-reversal/train.parquet b/join-amazon-gift-cards/tasks/product-rating-trend-reversal/train.parquet similarity index 100% rename from thejoin-amazon-gift-cards/tasks/predict-product-rating-trend-reversal/train.parquet rename to join-amazon-gift-cards/tasks/product-rating-trend-reversal/train.parquet diff --git a/join-amazon-gift-cards/tasks/product-rating-volatility/manifest.yaml b/join-amazon-gift-cards/tasks/product-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..06b7f741a183c08fb9d3df4af9232e4a5c22ce5e --- /dev/null +++ b/join-amazon-gift-cards/tasks/product-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-volatility +kind: external +task_type: regression +description: Standard deviation of rating values the product receives in the next window. +entity_table: products +entity_col: product_id +target_col: rating_stddev +time_col: timestamp +timedelta: 20 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-rating-volatility/train.parquet b/join-amazon-gift-cards/tasks/product-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-gift-cards/tasks/predict-product-rating-volatility/train.parquet rename to join-amazon-gift-cards/tasks/product-rating-volatility/train.parquet diff --git a/join-amazon-gift-cards/tasks/product-return-4w/manifest.yaml b/join-amazon-gift-cards/tasks/product-return-4w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..481999325694df148873b2289f2b7c28e97df1de --- /dev/null +++ b/join-amazon-gift-cards/tasks/product-return-4w/manifest.yaml @@ -0,0 +1,10 @@ +name: product-return-4w +kind: external +task_type: binary_classification +description: Whether dormant product is reviewed again within the next 4-window horizon. +entity_table: products +entity_col: product_id +target_col: prod_returned_4w +time_col: timestamp +timedelta: 83 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-return-4w/train.parquet b/join-amazon-gift-cards/tasks/product-return-4w/train.parquet similarity index 100% rename from thejoin-amazon-gift-cards/tasks/predict-product-return-4w/train.parquet rename to join-amazon-gift-cards/tasks/product-return-4w/train.parquet diff --git a/join-amazon-gift-cards/tasks/product-review-streak/manifest.yaml b/join-amazon-gift-cards/tasks/product-review-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e4b44689d1dca060f2415ed252f73fe77dfa925a --- /dev/null +++ b/join-amazon-gift-cards/tasks/product-review-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-streak +kind: external +task_type: regression +description: Longest consecutive-sub-period streak during which the product received reviews in the next window. +entity_table: products +entity_col: product_id +target_col: longest_active_streak +time_col: timestamp +timedelta: 20 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-review-streak/train.parquet b/join-amazon-gift-cards/tasks/product-review-streak/train.parquet similarity index 100% rename from thejoin-amazon-gift-cards/tasks/predict-product-review-streak/train.parquet rename to join-amazon-gift-cards/tasks/product-review-streak/train.parquet diff --git a/join-amazon-gift-cards/tasks/product-time-until-next-review/manifest.yaml b/join-amazon-gift-cards/tasks/product-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3c0a2ce2a7026486d02c5a3269f5f1cd6ef12705 --- /dev/null +++ b/join-amazon-gift-cards/tasks/product-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-time-until-next-review +kind: external +task_type: regression +description: Days until the product receives its next review after the cutoff. +entity_table: products +entity_col: product_id +target_col: days_until_next_review +time_col: timestamp +timedelta: 20 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-time-until-next-review/train.parquet b/join-amazon-gift-cards/tasks/product-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-gift-cards/tasks/predict-product-time-until-next-review/train.parquet rename to join-amazon-gift-cards/tasks/product-time-until-next-review/train.parquet diff --git a/join-amazon-gift-cards/tasks/product-top-rated/manifest.yaml b/join-amazon-gift-cards/tasks/product-top-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2ecb73d130d9718ec9616f0d26b079d349488953 --- /dev/null +++ b/join-amazon-gift-cards/tasks/product-top-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-rated +kind: external +task_type: binary_classification +description: Predict whether a gift card product will rank in the top 25% by mean rating among all products in the next time window. +entity_table: products +entity_col: product_id +target_col: is_top_rated_product +time_col: timestamp +timedelta: 20 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-top-rated/train.parquet b/join-amazon-gift-cards/tasks/product-top-rated/train.parquet similarity index 100% rename from thejoin-amazon-gift-cards/tasks/predict-product-top-rated/train.parquet rename to join-amazon-gift-cards/tasks/product-top-rated/train.parquet diff --git a/join-amazon-gift-cards/tasks/product-tun-4w/manifest.yaml b/join-amazon-gift-cards/tasks/product-tun-4w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8ed6078ee681cccafcbf799b63cbba868b917795 --- /dev/null +++ b/join-amazon-gift-cards/tasks/product-tun-4w/manifest.yaml @@ -0,0 +1,10 @@ +name: product-tun-4w +kind: external +task_type: regression +description: Days until the product's next review, measured over a 4-window horizon. +entity_table: products +entity_col: product_id +target_col: prod_days_until_next_4w +time_col: timestamp +timedelta: 83 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-tun-4w/train.parquet b/join-amazon-gift-cards/tasks/product-tun-4w/train.parquet similarity index 100% rename from thejoin-amazon-gift-cards/tasks/predict-product-tun-4w/train.parquet rename to join-amazon-gift-cards/tasks/product-tun-4w/train.parquet diff --git a/join-amazon-gift-cards/tasks/reviewer-active/manifest.yaml b/join-amazon-gift-cards/tasks/reviewer-active/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c4b3571f3590ea0f91d2b7421da343c6ba629e9f --- /dev/null +++ b/join-amazon-gift-cards/tasks/reviewer-active/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post at least one gift card review in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_active +time_col: timestamp +timedelta: 20 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-reviewer-active/train.parquet b/join-amazon-gift-cards/tasks/reviewer-active/train.parquet similarity index 100% rename from thejoin-amazon-gift-cards/tasks/predict-reviewer-active/train.parquet rename to join-amazon-gift-cards/tasks/reviewer-active/train.parquet diff --git a/join-amazon-gift-cards/tasks/reviewer-churn-4w/manifest.yaml b/join-amazon-gift-cards/tasks/reviewer-churn-4w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..db0c413fe9f8aa5e402b290a9b2f9307c5c5c17e --- /dev/null +++ b/join-amazon-gift-cards/tasks/reviewer-churn-4w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-4w +kind: external +task_type: binary_classification +description: Whether reviewer posts no reviews over the next 4-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_4w +time_col: timestamp +timedelta: 83 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-reviewer-churn-4w/train.parquet b/join-amazon-gift-cards/tasks/reviewer-churn-4w/train.parquet similarity index 100% rename from thejoin-amazon-gift-cards/tasks/predict-reviewer-churn-4w/train.parquet rename to join-amazon-gift-cards/tasks/reviewer-churn-4w/train.parquet diff --git a/join-amazon-gift-cards/tasks/reviewer-churn-5w/manifest.yaml b/join-amazon-gift-cards/tasks/reviewer-churn-5w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a8570871cab741eb44181c4f25e55b7005b15c85 --- /dev/null +++ b/join-amazon-gift-cards/tasks/reviewer-churn-5w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-5w +kind: external +task_type: binary_classification +description: Whether reviewer stays dormant over the next 5-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_5w +time_col: timestamp +timedelta: 104 days 10:48:00 +manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-reviewer-churn-5w/train.parquet b/join-amazon-gift-cards/tasks/reviewer-churn-5w/train.parquet similarity index 100% rename from thejoin-amazon-gift-cards/tasks/predict-reviewer-churn-5w/train.parquet rename to join-amazon-gift-cards/tasks/reviewer-churn-5w/train.parquet diff --git a/join-amazon-gift-cards/tasks/reviewer-churn/manifest.yaml b/join-amazon-gift-cards/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ca77fc10cae60af2e6efe9df6e21656da835603f --- /dev/null +++ b/join-amazon-gift-cards/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post no gift card reviews in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_churned +time_col: timestamp +timedelta: 20 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-reviewer-churn/train.parquet b/join-amazon-gift-cards/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-gift-cards/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-gift-cards/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-gift-cards/tasks/reviewer-return-4w/manifest.yaml b/join-amazon-gift-cards/tasks/reviewer-return-4w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8412c8847727a6773b6f7f2e6f40daa813c54cfd --- /dev/null +++ b/join-amazon-gift-cards/tasks/reviewer-return-4w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-4w +kind: external +task_type: binary_classification +description: Whether dormant reviewer reactivates within the next 4-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_4w +time_col: timestamp +timedelta: 83 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-reviewer-return-4w/train.parquet b/join-amazon-gift-cards/tasks/reviewer-return-4w/train.parquet similarity index 100% rename from thejoin-amazon-gift-cards/tasks/predict-reviewer-return-4w/train.parquet rename to join-amazon-gift-cards/tasks/reviewer-return-4w/train.parquet diff --git a/join-amazon-gift-cards/tasks/reviewer-return/manifest.yaml b/join-amazon-gift-cards/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bec94671e38b1611e9e6cf5d96cb9ffa7a416c5f --- /dev/null +++ b/join-amazon-gift-cards/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a previously active reviewer who was absent will return and post a gift card review in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_returning_reviewer +time_col: timestamp +timedelta: 20 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-reviewer-return/train.parquet b/join-amazon-gift-cards/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-gift-cards/tasks/predict-reviewer-return/train.parquet rename to join-amazon-gift-cards/tasks/reviewer-return/train.parquet diff --git a/join-amazon-gift-cards/tasks/reviewer-tun-4w/manifest.yaml b/join-amazon-gift-cards/tasks/reviewer-tun-4w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c262a38bec0f9d0f7d974f4b62ba0a9d0038295d --- /dev/null +++ b/join-amazon-gift-cards/tasks/reviewer-tun-4w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-tun-4w +kind: external +task_type: regression +description: Days until the reviewer's next review, measured over a 4-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_until_next_4w +time_col: timestamp +timedelta: 83 days 13:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-reviewer-tun-4w/train.parquet b/join-amazon-gift-cards/tasks/reviewer-tun-4w/train.parquet similarity index 100% rename from thejoin-amazon-gift-cards/tasks/predict-reviewer-tun-4w/train.parquet rename to join-amazon-gift-cards/tasks/reviewer-tun-4w/train.parquet diff --git a/join-amazon-gift-cards/tasks/reviewer-tun-5w/manifest.yaml b/join-amazon-gift-cards/tasks/reviewer-tun-5w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8aaad68073936c1900b431e0dc56912e3ce3c402 --- /dev/null +++ b/join-amazon-gift-cards/tasks/reviewer-tun-5w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-tun-5w +kind: external +task_type: regression +description: Days until the reviewer's next review, measured over a 5-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_until_next_5w +time_col: timestamp +timedelta: 104 days 10:48:00 +manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-reviewer-tun-5w/train.parquet b/join-amazon-gift-cards/tasks/reviewer-tun-5w/train.parquet similarity index 100% rename from thejoin-amazon-gift-cards/tasks/predict-reviewer-tun-5w/train.parquet rename to join-amazon-gift-cards/tasks/reviewer-tun-5w/train.parquet diff --git a/thejoin-amazon-grocery/db/products.parquet b/join-amazon-grocery/db/products.parquet similarity index 100% rename from thejoin-amazon-grocery/db/products.parquet rename to join-amazon-grocery/db/products.parquet diff --git a/thejoin-amazon-grocery/db/reviewers.parquet b/join-amazon-grocery/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-grocery/db/reviewers.parquet rename to join-amazon-grocery/db/reviewers.parquet diff --git a/thejoin-amazon-grocery/db/reviews.parquet b/join-amazon-grocery/db/reviews.parquet similarity index 100% rename from thejoin-amazon-grocery/db/reviews.parquet rename to join-amazon-grocery/db/reviews.parquet diff --git a/join-amazon-grocery/manifest.yaml b/join-amazon-grocery/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6ed9ee6dd487a32e1ba6298d5a1840865e66640a --- /dev/null +++ b/join-amazon-grocery/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-grocery +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/join-amazon-grocery/tasks/new-product-active-cold/manifest.yaml b/join-amazon-grocery/tasks/new-product-active-cold/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..55ba72cd6413e589d63eb68cd1356d0809f267ea --- /dev/null +++ b/join-amazon-grocery/tasks/new-product-active-cold/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-active-cold +kind: external +task_type: binary_classification +description: Whether a just-introduced product remains reviewed across its onboarding windows. +entity_table: products +entity_col: product_id +target_col: new_product_active +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-new-product-active-cold/train.parquet b/join-amazon-grocery/tasks/new-product-active-cold/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-new-product-active-cold/train.parquet rename to join-amazon-grocery/tasks/new-product-active-cold/train.parquet diff --git a/join-amazon-grocery/tasks/new-product-engaged-cold/manifest.yaml b/join-amazon-grocery/tasks/new-product-engaged-cold/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b63ff876c95c1ab441cfe1088438a32a87048779 --- /dev/null +++ b/join-amazon-grocery/tasks/new-product-engaged-cold/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-engaged-cold +kind: external +task_type: binary_classification +description: Whether a just-listed product sustains review activity across its first windows. +entity_table: products +entity_col: product_id +target_col: new_product_engaged +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-new-product-engaged-cold/train.parquet b/join-amazon-grocery/tasks/new-product-engaged-cold/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-new-product-engaged-cold/train.parquet rename to join-amazon-grocery/tasks/new-product-engaged-cold/train.parquet diff --git a/join-amazon-grocery/tasks/new-product-premium-review-cold/manifest.yaml b/join-amazon-grocery/tasks/new-product-premium-review-cold/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..60fe1515e35da6d19a1686d0c5f2b88e1dde0978 --- /dev/null +++ b/join-amazon-grocery/tasks/new-product-premium-review-cold/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-premium-review-cold +kind: external +task_type: binary_classification +description: Whether a newly-reviewed premium product attracts repeat review activity in onboarding windows. +entity_table: products +entity_col: product_id +target_col: new_premium_review +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-new-product-premium-review-cold/train.parquet b/join-amazon-grocery/tasks/new-product-premium-review-cold/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-new-product-premium-review-cold/train.parquet rename to join-amazon-grocery/tasks/new-product-premium-review-cold/train.parquet diff --git a/join-amazon-grocery/tasks/new-product-repeat-review-cold/manifest.yaml b/join-amazon-grocery/tasks/new-product-repeat-review-cold/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0a1224a3fd8a586ef45945cd5e6acde08333a020 --- /dev/null +++ b/join-amazon-grocery/tasks/new-product-repeat-review-cold/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-repeat-review-cold +kind: external +task_type: binary_classification +description: Whether a newly-reviewed product receives additional reviews in its first windows. +entity_table: products +entity_col: product_id +target_col: new_product_repeats +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-new-product-repeat-review-cold/train.parquet b/join-amazon-grocery/tasks/new-product-repeat-review-cold/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-new-product-repeat-review-cold/train.parquet rename to join-amazon-grocery/tasks/new-product-repeat-review-cold/train.parquet diff --git a/join-amazon-grocery/tasks/new-product-second-review-cold/manifest.yaml b/join-amazon-grocery/tasks/new-product-second-review-cold/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5f461f9093092117c38911da9975fc3de2ddf7bc --- /dev/null +++ b/join-amazon-grocery/tasks/new-product-second-review-cold/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-second-review-cold +kind: external +task_type: binary_classification +description: Whether a just-launched product attracts a second review in its early windows. +entity_table: products +entity_col: product_id +target_col: new_product_second_review +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-new-product-second-review-cold/train.parquet b/join-amazon-grocery/tasks/new-product-second-review-cold/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-new-product-second-review-cold/train.parquet rename to join-amazon-grocery/tasks/new-product-second-review-cold/train.parquet diff --git a/join-amazon-grocery/tasks/new-reviewer-active-cold/manifest.yaml b/join-amazon-grocery/tasks/new-reviewer-active-cold/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..68c64ba706b9c53da24f029ec8b0f9acc9f90463 --- /dev/null +++ b/join-amazon-grocery/tasks/new-reviewer-active-cold/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-active-cold +kind: external +task_type: binary_classification +description: Whether a brand-new reviewer remains active through their onboarding window. +entity_table: reviewers +entity_col: reviewer_id +target_col: new_reviewer_active +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-new-reviewer-active-cold/train.parquet b/join-amazon-grocery/tasks/new-reviewer-active-cold/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-new-reviewer-active-cold/train.parquet rename to join-amazon-grocery/tasks/new-reviewer-active-cold/train.parquet diff --git a/join-amazon-grocery/tasks/new-reviewer-engaged-cold/manifest.yaml b/join-amazon-grocery/tasks/new-reviewer-engaged-cold/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8ba405785d87ba2f4552aa3201e00567fc35117c --- /dev/null +++ b/join-amazon-grocery/tasks/new-reviewer-engaged-cold/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-engaged-cold +kind: external +task_type: binary_classification +description: Whether a cold-start reviewer demonstrates sustained engagement across their first windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: new_reviewer_engaged +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-new-reviewer-engaged-cold/train.parquet b/join-amazon-grocery/tasks/new-reviewer-engaged-cold/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-new-reviewer-engaged-cold/train.parquet rename to join-amazon-grocery/tasks/new-reviewer-engaged-cold/train.parquet diff --git a/join-amazon-grocery/tasks/new-reviewer-followup-cold/manifest.yaml b/join-amazon-grocery/tasks/new-reviewer-followup-cold/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6ca687356b5a468ee33479685a5e714e81d2b4f6 --- /dev/null +++ b/join-amazon-grocery/tasks/new-reviewer-followup-cold/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-followup-cold +kind: external +task_type: binary_classification +description: Whether a first-time reviewer posts a subsequent review during their onboarding period. +entity_table: reviewers +entity_col: reviewer_id +target_col: new_reviewer_followup +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-new-reviewer-followup-cold/train.parquet b/join-amazon-grocery/tasks/new-reviewer-followup-cold/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-new-reviewer-followup-cold/train.parquet rename to join-amazon-grocery/tasks/new-reviewer-followup-cold/train.parquet diff --git a/join-amazon-grocery/tasks/new-reviewer-repeat-cold/manifest.yaml b/join-amazon-grocery/tasks/new-reviewer-repeat-cold/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d9eba27ed97f61c8b7bcce59716fd165aaf11691 --- /dev/null +++ b/join-amazon-grocery/tasks/new-reviewer-repeat-cold/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-repeat-cold +kind: external +task_type: binary_classification +description: Whether a first-time reviewer returns to post another review in the next windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: new_reviewer_repeats +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-new-reviewer-repeat-cold/train.parquet b/join-amazon-grocery/tasks/new-reviewer-repeat-cold/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-new-reviewer-repeat-cold/train.parquet rename to join-amazon-grocery/tasks/new-reviewer-repeat-cold/train.parquet diff --git a/join-amazon-grocery/tasks/new-reviewer-verified-cold/manifest.yaml b/join-amazon-grocery/tasks/new-reviewer-verified-cold/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1eebfe0b6c1c836193a1abe4da41a04328ba3915 --- /dev/null +++ b/join-amazon-grocery/tasks/new-reviewer-verified-cold/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-verified-cold +kind: external +task_type: binary_classification +description: Whether a first-time reviewer posts any follow-up review in their first windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: new_reviewer_verified_cold +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-new-reviewer-verified-cold/train.parquet b/join-amazon-grocery/tasks/new-reviewer-verified-cold/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-new-reviewer-verified-cold/train.parquet rename to join-amazon-grocery/tasks/new-reviewer-verified-cold/train.parquet diff --git a/join-amazon-grocery/tasks/product-avg-rating/manifest.yaml b/join-amazon-grocery/tasks/product-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..834979d326dd404a841e22654376a9aa4247dede --- /dev/null +++ b/join-amazon-grocery/tasks/product-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-avg-rating +kind: external +task_type: regression +description: Predict the mean rating a grocery product will receive in the next time window. +entity_table: products +entity_col: product_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-avg-rating/train.parquet b/join-amazon-grocery/tasks/product-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-product-avg-rating/train.parquet rename to join-amazon-grocery/tasks/product-avg-rating/train.parquet diff --git a/join-amazon-grocery/tasks/product-distinct-reviewers/manifest.yaml b/join-amazon-grocery/tasks/product-distinct-reviewers/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..86ad64955d3b183fb30811560c91166bef1fa06b --- /dev/null +++ b/join-amazon-grocery/tasks/product-distinct-reviewers/manifest.yaml @@ -0,0 +1,10 @@ +name: product-distinct-reviewers +kind: external +task_type: regression +description: Predict the number of distinct reviewers who will review a grocery product in the next time window. +entity_table: products +entity_col: product_id +target_col: distinct_reviewers_next +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-distinct-reviewers/train.parquet b/join-amazon-grocery/tasks/product-distinct-reviewers/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-product-distinct-reviewers/train.parquet rename to join-amazon-grocery/tasks/product-distinct-reviewers/train.parquet diff --git a/join-amazon-grocery/tasks/product-high-rated/manifest.yaml b/join-amazon-grocery/tasks/product-high-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..40722cc20daa102a9fb6037de097233292edbb48 --- /dev/null +++ b/join-amazon-grocery/tasks/product-high-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: product-high-rated +kind: external +task_type: binary_classification +description: Predict whether a grocery product will receive a mean rating above 4 in the next time window. +entity_table: products +entity_col: product_id +target_col: is_high_rated +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-high-rated/train.parquet b/join-amazon-grocery/tasks/product-high-rated/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-product-high-rated/train.parquet rename to join-amazon-grocery/tasks/product-high-rated/train.parquet diff --git a/join-amazon-grocery/tasks/product-one-star-rare/manifest.yaml b/join-amazon-grocery/tasks/product-one-star-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1a638eb46f4fd168f92e5b47423ac46537a8f11b --- /dev/null +++ b/join-amazon-grocery/tasks/product-one-star-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-one-star-rare +kind: external +task_type: binary_classification +description: Whether the product receives at least one 1-star review next window. +entity_table: products +entity_col: product_id +target_col: gets_one_star +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-one-star-rare/train.parquet b/join-amazon-grocery/tasks/product-one-star-rare/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-product-one-star-rare/train.parquet rename to join-amazon-grocery/tasks/product-one-star-rare/train.parquet diff --git a/join-amazon-grocery/tasks/product-premium-one-star-rare/manifest.yaml b/join-amazon-grocery/tasks/product-premium-one-star-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..13ead99ca8f84aa6f6ddd31273ff2ea364e28260 --- /dev/null +++ b/join-amazon-grocery/tasks/product-premium-one-star-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-premium-one-star-rare +kind: external +task_type: binary_classification +description: Whether the product receives a rare critical (1-star) review next window. +entity_table: products +entity_col: product_id +target_col: premium_one_star +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-premium-one-star-rare/train.parquet b/join-amazon-grocery/tasks/product-premium-one-star-rare/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-product-premium-one-star-rare/train.parquet rename to join-amazon-grocery/tasks/product-premium-one-star-rare/train.parquet diff --git a/join-amazon-grocery/tasks/product-premium-review-rare/manifest.yaml b/join-amazon-grocery/tasks/product-premium-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fcf63cc96d2f6cd3a08d2174f0f71499402175ef --- /dev/null +++ b/join-amazon-grocery/tasks/product-premium-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-premium-review-rare +kind: external +task_type: binary_classification +description: Whether a premium-priced product attracts any review next window (rare due to price tail). +entity_table: products +entity_col: product_id +target_col: premium_gets_review +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-premium-review-rare/train.parquet b/join-amazon-grocery/tasks/product-premium-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-product-premium-review-rare/train.parquet rename to join-amazon-grocery/tasks/product-premium-review-rare/train.parquet diff --git a/join-amazon-grocery/tasks/product-rating-change/manifest.yaml b/join-amazon-grocery/tasks/product-rating-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d5f265210f14a0898d1ae8cba018e680e2a9d9f9 --- /dev/null +++ b/join-amazon-grocery/tasks/product-rating-change/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-change +kind: external +task_type: regression +description: Predict the change in mean rating a grocery product receives from the previous to the next time window. +entity_table: products +entity_col: product_id +target_col: rating_change_next +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-rating-change/train.parquet b/join-amazon-grocery/tasks/product-rating-change/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-product-rating-change/train.parquet rename to join-amazon-grocery/tasks/product-rating-change/train.parquet diff --git a/join-amazon-grocery/tasks/product-rating-volatility/manifest.yaml b/join-amazon-grocery/tasks/product-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bf6c1f5909b43e8e034e7c46772a2f7c04830f6e --- /dev/null +++ b/join-amazon-grocery/tasks/product-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings a grocery product will receive in the next time window. +entity_table: products +entity_col: product_id +target_col: rating_volatility_next +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-rating-volatility/train.parquet b/join-amazon-grocery/tasks/product-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-product-rating-volatility/train.parquet rename to join-amazon-grocery/tasks/product-rating-volatility/train.parquet diff --git a/join-amazon-grocery/tasks/product-top-reviewed/manifest.yaml b/join-amazon-grocery/tasks/product-top-reviewed/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d96c72cd5a93c271c7a7d5049aa55609ed1e232c --- /dev/null +++ b/join-amazon-grocery/tasks/product-top-reviewed/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-reviewed +kind: external +task_type: binary_classification +description: Predict whether a grocery product will rank in the top 25% by mean rating among all products in the next time window. +entity_table: products +entity_col: product_id +target_col: is_top_reviewed_product +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-top-reviewed/train.parquet b/join-amazon-grocery/tasks/product-top-reviewed/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-product-top-reviewed/train.parquet rename to join-amazon-grocery/tasks/product-top-reviewed/train.parquet diff --git a/join-amazon-grocery/tasks/product-unverified-review-rare/manifest.yaml b/join-amazon-grocery/tasks/product-unverified-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4e8fe1eb7dfd00c1a7c18755ff0a7dcbb7da4bad --- /dev/null +++ b/join-amazon-grocery/tasks/product-unverified-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-unverified-review-rare +kind: external +task_type: binary_classification +description: Whether the product receives at least one unverified review next window. +entity_table: products +entity_col: product_id +target_col: gets_unverified +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-unverified-review-rare/train.parquet b/join-amazon-grocery/tasks/product-unverified-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-product-unverified-review-rare/train.parquet rename to join-amazon-grocery/tasks/product-unverified-review-rare/train.parquet diff --git a/join-amazon-grocery/tasks/product-verified-burst-rare/manifest.yaml b/join-amazon-grocery/tasks/product-verified-burst-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a9a1a7df163e8f0191815b128be928c064467190 --- /dev/null +++ b/join-amazon-grocery/tasks/product-verified-burst-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-verified-burst-rare +kind: external +task_type: binary_classification +description: Whether the product receives 5+ verified reviews next window (rare burst event). +entity_table: products +entity_col: product_id +target_col: gets_verified_burst +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-verified-burst-rare/train.parquet b/join-amazon-grocery/tasks/product-verified-burst-rare/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-product-verified-burst-rare/train.parquet rename to join-amazon-grocery/tasks/product-verified-burst-rare/train.parquet diff --git a/join-amazon-grocery/tasks/reviewer-active/manifest.yaml b/join-amazon-grocery/tasks/reviewer-active/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e299747a3952dfc7ae8614d29186dfc1fa5ed547 --- /dev/null +++ b/join-amazon-grocery/tasks/reviewer-active/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post at least one grocery review in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_active +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-active/train.parquet b/join-amazon-grocery/tasks/reviewer-active/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-reviewer-active/train.parquet rename to join-amazon-grocery/tasks/reviewer-active/train.parquet diff --git a/join-amazon-grocery/tasks/reviewer-avg-review-length/manifest.yaml b/join-amazon-grocery/tasks/reviewer-avg-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b136e37e47515b943f7169aa910ddf6fdff5b09d --- /dev/null +++ b/join-amazon-grocery/tasks/reviewer-avg-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-avg-review-length +kind: external +task_type: regression +description: Predict the mean review length a reviewer will write for grocery products in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_review_len_next +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-avg-review-length/train.parquet b/join-amazon-grocery/tasks/reviewer-avg-review-length/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-reviewer-avg-review-length/train.parquet rename to join-amazon-grocery/tasks/reviewer-avg-review-length/train.parquet diff --git a/join-amazon-grocery/tasks/reviewer-churn/manifest.yaml b/join-amazon-grocery/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9a35621d87a1e569ad835416bb7d09f357726a7b --- /dev/null +++ b/join-amazon-grocery/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post no grocery reviews in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_churned +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-churn/train.parquet b/join-amazon-grocery/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-grocery/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-grocery/tasks/reviewer-long-review-rare/manifest.yaml b/join-amazon-grocery/tasks/reviewer-long-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..73c2ffe909ae3e27c43a02af0fe5b920cf921b44 --- /dev/null +++ b/join-amazon-grocery/tasks/reviewer-long-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-long-review-rare +kind: external +task_type: binary_classification +description: Whether the reviewer posts at least one long-form review next window (rare detailed feedback). +entity_table: reviewers +entity_col: reviewer_id +target_col: has_long_review +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-long-review-rare/train.parquet b/join-amazon-grocery/tasks/reviewer-long-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-reviewer-long-review-rare/train.parquet rename to join-amazon-grocery/tasks/reviewer-long-review-rare/train.parquet diff --git a/join-amazon-grocery/tasks/reviewer-multi-review-rare/manifest.yaml b/join-amazon-grocery/tasks/reviewer-multi-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..69a84e02a00ade314eb968c25aa5508a1b1de807 --- /dev/null +++ b/join-amazon-grocery/tasks/reviewer-multi-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-multi-review-rare +kind: external +task_type: binary_classification +description: Whether the reviewer posts 3+ reviews next window (rare power-user burst). +entity_table: reviewers +entity_col: reviewer_id +target_col: has_multi_review +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-multi-review-rare/train.parquet b/join-amazon-grocery/tasks/reviewer-multi-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-reviewer-multi-review-rare/train.parquet rename to join-amazon-grocery/tasks/reviewer-multi-review-rare/train.parquet diff --git a/join-amazon-grocery/tasks/reviewer-one-star-rare/manifest.yaml b/join-amazon-grocery/tasks/reviewer-one-star-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6179bfb56df1538e96bee968e5346c5c9b74c80f --- /dev/null +++ b/join-amazon-grocery/tasks/reviewer-one-star-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-one-star-rare +kind: external +task_type: binary_classification +description: Whether the reviewer posts at least one 1-star rating next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: has_one_star +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-one-star-rare/train.parquet b/join-amazon-grocery/tasks/reviewer-one-star-rare/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-reviewer-one-star-rare/train.parquet rename to join-amazon-grocery/tasks/reviewer-one-star-rare/train.parquet diff --git a/join-amazon-grocery/tasks/reviewer-rating-trend/manifest.yaml b/join-amazon-grocery/tasks/reviewer-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..048300f370b3388b0fb2cfcdb304e25de79db854 --- /dev/null +++ b/join-amazon-grocery/tasks/reviewer-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a reviewer's mean rating will increase in the next time window compared to the previous. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_rating_increasing +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-rating-trend/train.parquet b/join-amazon-grocery/tasks/reviewer-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-reviewer-rating-trend/train.parquet rename to join-amazon-grocery/tasks/reviewer-rating-trend/train.parquet diff --git a/join-amazon-grocery/tasks/reviewer-return/manifest.yaml b/join-amazon-grocery/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..eb3a2fc4abce73954c6543174084496b83e2a4fb --- /dev/null +++ b/join-amazon-grocery/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a previously active reviewer who was absent will return and post a grocery review in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_returning_reviewer +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-return/train.parquet b/join-amazon-grocery/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-reviewer-return/train.parquet rename to join-amazon-grocery/tasks/reviewer-return/train.parquet diff --git a/join-amazon-grocery/tasks/reviewer-review-length-ratio/manifest.yaml b/join-amazon-grocery/tasks/reviewer-review-length-ratio/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..49852e9ed3b3e56c86a4b5fde3c4ac458d85ae70 --- /dev/null +++ b/join-amazon-grocery/tasks/reviewer-review-length-ratio/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-length-ratio +kind: external +task_type: regression +description: Predict the ratio of total review characters to total rating points for a reviewer, measuring elaboration per quality star. +entity_table: reviewers +entity_col: reviewer_id +target_col: review_len_per_rating +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-review-length-ratio/train.parquet b/join-amazon-grocery/tasks/reviewer-review-length-ratio/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-reviewer-review-length-ratio/train.parquet rename to join-amazon-grocery/tasks/reviewer-review-length-ratio/train.parquet diff --git a/join-amazon-grocery/tasks/reviewer-verified-review-rare/manifest.yaml b/join-amazon-grocery/tasks/reviewer-verified-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..df145a81ffe620923f7ddaf4e33cbd28afd7dbf2 --- /dev/null +++ b/join-amazon-grocery/tasks/reviewer-verified-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-review-rare +kind: external +task_type: binary_classification +description: Whether the reviewer posts at least one verified review next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: has_verified_review +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-verified-review-rare/train.parquet b/join-amazon-grocery/tasks/reviewer-verified-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-reviewer-verified-review-rare/train.parquet rename to join-amazon-grocery/tasks/reviewer-verified-review-rare/train.parquet diff --git a/join-amazon-grocery/tasks/reviewer-voted-review-rare/manifest.yaml b/join-amazon-grocery/tasks/reviewer-voted-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c53b8e2be8cfb83f372aa47d8c046af175aa6eca --- /dev/null +++ b/join-amazon-grocery/tasks/reviewer-voted-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-voted-review-rare +kind: external +task_type: binary_classification +description: Whether the reviewer posts a review that receives helpful votes next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: has_voted_review +time_col: timestamp +timedelta: 56 days 04:33:36 +manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-voted-review-rare/train.parquet b/join-amazon-grocery/tasks/reviewer-voted-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-grocery/tasks/predict-reviewer-voted-review-rare/train.parquet rename to join-amazon-grocery/tasks/reviewer-voted-review-rare/train.parquet diff --git a/thejoin-amazon-home/db/products.parquet b/join-amazon-home/db/products.parquet similarity index 100% rename from thejoin-amazon-home/db/products.parquet rename to join-amazon-home/db/products.parquet diff --git a/thejoin-amazon-home/db/reviewers.parquet b/join-amazon-home/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-home/db/reviewers.parquet rename to join-amazon-home/db/reviewers.parquet diff --git a/thejoin-amazon-home/db/reviews.parquet b/join-amazon-home/db/reviews.parquet similarity index 100% rename from thejoin-amazon-home/db/reviews.parquet rename to join-amazon-home/db/reviews.parquet diff --git a/join-amazon-home/manifest.yaml b/join-amazon-home/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2620e6a39dc6b02133a11717bdb40c166e02b2a4 --- /dev/null +++ b/join-amazon-home/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-home +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/join-amazon-home/tasks/product-all-verified/manifest.yaml b/join-amazon-home/tasks/product-all-verified/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b3a468baf1e8ff6650ed3d93c71764a1c7bbf613 --- /dev/null +++ b/join-amazon-home/tasks/product-all-verified/manifest.yaml @@ -0,0 +1,10 @@ +name: product-all-verified +kind: external +task_type: binary_classification +description: Whether all reviews for a product are verified (mean verified == 1) next window. +entity_table: products +entity_col: product_id +target_col: all_verified +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-all-verified/train.parquet b/join-amazon-home/tasks/product-all-verified/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-all-verified/train.parquet rename to join-amazon-home/tasks/product-all-verified/train.parquet diff --git a/join-amazon-home/tasks/product-any-new-review/manifest.yaml b/join-amazon-home/tasks/product-any-new-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d1593fc0625b9296e3f31b40647ded99834e3ce8 --- /dev/null +++ b/join-amazon-home/tasks/product-any-new-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-any-new-review +kind: external +task_type: binary_classification +description: Whether the product gets any new review next window. +entity_table: products +entity_col: product_id +target_col: book_has_review +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-any-new-review/train.parquet b/join-amazon-home/tasks/product-any-new-review/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-any-new-review/train.parquet rename to join-amazon-home/tasks/product-any-new-review/train.parquet diff --git a/join-amazon-home/tasks/product-avg-review-length/manifest.yaml b/join-amazon-home/tasks/product-avg-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5a58a870c233fd7759787ebdf1d595b929171c0b --- /dev/null +++ b/join-amazon-home/tasks/product-avg-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: product-avg-review-length +kind: external +task_type: regression +description: Average review length for a home product next window. +entity_table: products +entity_col: product_id +target_col: avg_review_len +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-avg-review-length/train.parquet b/join-amazon-home/tasks/product-avg-review-length/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-avg-review-length/train.parquet rename to join-amazon-home/tasks/product-avg-review-length/train.parquet diff --git a/join-amazon-home/tasks/product-churn/manifest.yaml b/join-amazon-home/tasks/product-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1ebbd464729fdb456f67e998c3d8d2fe86c44cb5 --- /dev/null +++ b/join-amazon-home/tasks/product-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: product-churn +kind: external +task_type: binary_classification +description: Predict whether a home product receives no reviews in the next time window (loss of interest) +entity_table: products +entity_col: product_id +target_col: predict_product_churn +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-churn/train.parquet b/join-amazon-home/tasks/product-churn/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-churn/train.parquet rename to join-amazon-home/tasks/product-churn/train.parquet diff --git a/join-amazon-home/tasks/product-long-review/manifest.yaml b/join-amazon-home/tasks/product-long-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e5027d3688b0fd158c6f23b76e5546350e90a2c1 --- /dev/null +++ b/join-amazon-home/tasks/product-long-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-long-review +kind: external +task_type: binary_classification +description: Whether any review exceeds 1000 characters next window. +entity_table: products +entity_col: product_id +target_col: long_review +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-long-review/train.parquet b/join-amazon-home/tasks/product-long-review/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-long-review/train.parquet rename to join-amazon-home/tasks/product-long-review/train.parquet diff --git a/join-amazon-home/tasks/product-low-rating-event/manifest.yaml b/join-amazon-home/tasks/product-low-rating-event/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c7820fbd213c525be48104ec3bad89a70e31d042 --- /dev/null +++ b/join-amazon-home/tasks/product-low-rating-event/manifest.yaml @@ -0,0 +1,10 @@ +name: product-low-rating-event +kind: external +task_type: binary_classification +description: Whether the product receives any 1-star rating next window. +entity_table: products +entity_col: product_id +target_col: low_rating_event +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-low-rating-event/train.parquet b/join-amazon-home/tasks/product-low-rating-event/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-low-rating-event/train.parquet rename to join-amazon-home/tasks/product-low-rating-event/train.parquet diff --git a/join-amazon-home/tasks/product-low-rating/manifest.yaml b/join-amazon-home/tasks/product-low-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8174471a5fd620a924c173f2e5e1044eb5a0709d --- /dev/null +++ b/join-amazon-home/tasks/product-low-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-low-rating +kind: external +task_type: binary_classification +description: Whether a product's average rating drops below 3.5 next window. +entity_table: products +entity_col: product_id +target_col: low_rating +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-low-rating/train.parquet b/join-amazon-home/tasks/product-low-rating/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-low-rating/train.parquet rename to join-amazon-home/tasks/product-low-rating/train.parquet diff --git a/join-amazon-home/tasks/product-max-review-len/manifest.yaml b/join-amazon-home/tasks/product-max-review-len/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..88c55db877554d1f13c6cfbaefdf695a04e3af32 --- /dev/null +++ b/join-amazon-home/tasks/product-max-review-len/manifest.yaml @@ -0,0 +1,10 @@ +name: product-max-review-len +kind: external +task_type: regression +description: Longest review length posted on a product next window. +entity_table: products +entity_col: product_id +target_col: max_review_len +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-max-review-len/train.parquet b/join-amazon-home/tasks/product-max-review-len/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-max-review-len/train.parquet rename to join-amazon-home/tasks/product-max-review-len/train.parquet diff --git a/join-amazon-home/tasks/product-max-review-length/manifest.yaml b/join-amazon-home/tasks/product-max-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5cd6115e30baed473da0eb4b1499c5ab55632f06 --- /dev/null +++ b/join-amazon-home/tasks/product-max-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: product-max-review-length +kind: external +task_type: regression +description: Longest review written for a home product next window. +entity_table: products +entity_col: product_id +target_col: max_review_len +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-max-review-length/train.parquet b/join-amazon-home/tasks/product-max-review-length/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-max-review-length/train.parquet rename to join-amazon-home/tasks/product-max-review-length/train.parquet diff --git a/join-amazon-home/tasks/product-mean-rating/manifest.yaml b/join-amazon-home/tasks/product-mean-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5cd91a55117a7204ea855a59f6b152375fe275ef --- /dev/null +++ b/join-amazon-home/tasks/product-mean-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-mean-rating +kind: external +task_type: regression +description: Predict the mean rating a home product receives in the next time window +entity_table: products +entity_col: product_id +target_col: pred_rating +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-mean-rating/train.parquet b/join-amazon-home/tasks/product-mean-rating/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-mean-rating/train.parquet rename to join-amazon-home/tasks/product-mean-rating/train.parquet diff --git a/join-amazon-home/tasks/product-min-rating/manifest.yaml b/join-amazon-home/tasks/product-min-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0362badc8ba60563297c4e6169797c42433ea3b1 --- /dev/null +++ b/join-amazon-home/tasks/product-min-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-min-rating +kind: external +task_type: regression +description: Lowest rating a product receives next window. +entity_table: products +entity_col: product_id +target_col: min_rating +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-min-rating/train.parquet b/join-amazon-home/tasks/product-min-rating/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-min-rating/train.parquet rename to join-amazon-home/tasks/product-min-rating/train.parquet diff --git a/join-amazon-home/tasks/product-popular-next-window/manifest.yaml b/join-amazon-home/tasks/product-popular-next-window/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a32203a18547e31d825634f492c3cd174ae6b6e0 --- /dev/null +++ b/join-amazon-home/tasks/product-popular-next-window/manifest.yaml @@ -0,0 +1,10 @@ +name: product-popular-next-window +kind: external +task_type: binary_classification +description: Whether a product's rating sum exceeds 25 next window. +entity_table: products +entity_col: product_id +target_col: popular +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-popular-next-window/train.parquet b/join-amazon-home/tasks/product-popular-next-window/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-popular-next-window/train.parquet rename to join-amazon-home/tasks/product-popular-next-window/train.parquet diff --git a/join-amazon-home/tasks/product-rating-max-heavytail/manifest.yaml b/join-amazon-home/tasks/product-rating-max-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4ddd822d13482b5c19f8a0fd06fa069c9fe251f2 --- /dev/null +++ b/join-amazon-home/tasks/product-rating-max-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-max-heavytail +kind: external +task_type: regression +description: log1p of the maximum rating received on this product next window. +entity_table: products +entity_col: product_id +target_col: log_rating_max +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-rating-max-heavytail/train.parquet b/join-amazon-home/tasks/product-rating-max-heavytail/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-rating-max-heavytail/train.parquet rename to join-amazon-home/tasks/product-rating-max-heavytail/train.parquet diff --git a/join-amazon-home/tasks/product-rating-mean-heavytail/manifest.yaml b/join-amazon-home/tasks/product-rating-mean-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5d2b0628b2958cef48828c9404e756e869ee8813 --- /dev/null +++ b/join-amazon-home/tasks/product-rating-mean-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-mean-heavytail +kind: external +task_type: regression +description: log1p of the mean rating for this product next window (zero-dominated for inactive items). +entity_table: products +entity_col: product_id +target_col: log_rating_mean +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-rating-mean-heavytail/train.parquet b/join-amazon-home/tasks/product-rating-mean-heavytail/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-rating-mean-heavytail/train.parquet rename to join-amazon-home/tasks/product-rating-mean-heavytail/train.parquet diff --git a/join-amazon-home/tasks/product-rating-min-heavytail/manifest.yaml b/join-amazon-home/tasks/product-rating-min-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f68b5c6f2b6c1f078562efa8ea945ca59f9b2a8a --- /dev/null +++ b/join-amazon-home/tasks/product-rating-min-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-min-heavytail +kind: external +task_type: regression +description: log1p of the minimum rating received on this product next window (worst-review tail). +entity_table: products +entity_col: product_id +target_col: log_rating_min +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-rating-min-heavytail/train.parquet b/join-amazon-home/tasks/product-rating-min-heavytail/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-rating-min-heavytail/train.parquet rename to join-amazon-home/tasks/product-rating-min-heavytail/train.parquet diff --git a/join-amazon-home/tasks/product-rating-sum-heavytail/manifest.yaml b/join-amazon-home/tasks/product-rating-sum-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ac4dbc954a40241798304a58b83a3bd8721d623f --- /dev/null +++ b/join-amazon-home/tasks/product-rating-sum-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-sum-heavytail +kind: external +task_type: regression +description: log1p of the sum of all star ratings received by this product next window (volume-weighted popularity). +entity_table: products +entity_col: product_id +target_col: log_rating_sum +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-rating-sum-heavytail/train.parquet b/join-amazon-home/tasks/product-rating-sum-heavytail/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-rating-sum-heavytail/train.parquet rename to join-amazon-home/tasks/product-rating-sum-heavytail/train.parquet diff --git a/join-amazon-home/tasks/product-rating-trend/manifest.yaml b/join-amazon-home/tasks/product-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8f4d7a239a9c2370b4491c3deac738827fa2572b --- /dev/null +++ b/join-amazon-home/tasks/product-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a home product's mean rating increases in the next window compared to the current window. +entity_table: products +entity_col: product_id +target_col: rating_trend +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-rating-trend/train.parquet b/join-amazon-home/tasks/product-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-rating-trend/train.parquet rename to join-amazon-home/tasks/product-rating-trend/train.parquet diff --git a/join-amazon-home/tasks/product-rating-volatility/manifest.yaml b/join-amazon-home/tasks/product-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7cbd2ab83ce88317af1968ac70ced8267a1d50d4 --- /dev/null +++ b/join-amazon-home/tasks/product-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings for a home product in the next window, reflecting divided customer opinions. +entity_table: products +entity_col: product_id +target_col: rating_volatility +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-rating-volatility/train.parquet b/join-amazon-home/tasks/product-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-rating-volatility/train.parquet rename to join-amazon-home/tasks/product-rating-volatility/train.parquet diff --git a/join-amazon-home/tasks/product-return/manifest.yaml b/join-amazon-home/tasks/product-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..34fa032f11a1ad28b06a4447a3e9c7fc564d4af7 --- /dev/null +++ b/join-amazon-home/tasks/product-return/manifest.yaml @@ -0,0 +1,10 @@ +name: product-return +kind: external +task_type: binary_classification +description: Predict whether a home product that received no reviews in the current window will receive reviews again in the next window. +entity_table: products +entity_col: product_id +target_col: product_returns +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-return/train.parquet b/join-amazon-home/tasks/product-return/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-return/train.parquet rename to join-amazon-home/tasks/product-return/train.parquet diff --git a/join-amazon-home/tasks/product-review-count/manifest.yaml b/join-amazon-home/tasks/product-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0428468eaefc5a480344be1a1407e3ab9d2bdbe1 --- /dev/null +++ b/join-amazon-home/tasks/product-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-count +kind: external +task_type: regression +description: Predict the number of reviews a home product receives in the next time window +entity_table: products +entity_col: product_id +target_col: predict_product_review_count +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-review-count/train.parquet b/join-amazon-home/tasks/product-review-count/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-review-count/train.parquet rename to join-amazon-home/tasks/product-review-count/train.parquet diff --git a/join-amazon-home/tasks/product-review-length-change/manifest.yaml b/join-amazon-home/tasks/product-review-length-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3457e42d48736395d8b373b613374d79668809ac --- /dev/null +++ b/join-amazon-home/tasks/product-review-length-change/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-length-change +kind: external +task_type: regression +description: Predict the change in mean review length for a home product between the current and next windows. +entity_table: products +entity_col: product_id +target_col: review_length_change +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-review-length-change/train.parquet b/join-amazon-home/tasks/product-review-length-change/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-review-length-change/train.parquet rename to join-amazon-home/tasks/product-review-length-change/train.parquet diff --git a/join-amazon-home/tasks/product-review-length-max-heavytail/manifest.yaml b/join-amazon-home/tasks/product-review-length-max-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ba32220a24848c4fa89cf5f5ea11a2ed8ab97272 --- /dev/null +++ b/join-amazon-home/tasks/product-review-length-max-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-length-max-heavytail +kind: external +task_type: regression +description: log1p of the maximum review_len seen on this product in the next window. +entity_table: products +entity_col: product_id +target_col: log_review_len_max +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-review-length-max-heavytail/train.parquet b/join-amazon-home/tasks/product-review-length-max-heavytail/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-review-length-max-heavytail/train.parquet rename to join-amazon-home/tasks/product-review-length-max-heavytail/train.parquet diff --git a/join-amazon-home/tasks/product-review-length-mean-heavytail/manifest.yaml b/join-amazon-home/tasks/product-review-length-mean-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..11a6501393b9d5241269135744126e5a167e29ac --- /dev/null +++ b/join-amazon-home/tasks/product-review-length-mean-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-length-mean-heavytail +kind: external +task_type: regression +description: log1p of the mean review_len for this product in the next window. +entity_table: products +entity_col: product_id +target_col: log_review_len_mean +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-review-length-mean-heavytail/train.parquet b/join-amazon-home/tasks/product-review-length-mean-heavytail/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-review-length-mean-heavytail/train.parquet rename to join-amazon-home/tasks/product-review-length-mean-heavytail/train.parquet diff --git a/join-amazon-home/tasks/product-review-length-min-heavytail/manifest.yaml b/join-amazon-home/tasks/product-review-length-min-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..332b3eb217bd3dfb71b179456073fc028e41131d --- /dev/null +++ b/join-amazon-home/tasks/product-review-length-min-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-length-min-heavytail +kind: external +task_type: regression +description: log1p of shortest review_len received on this product next window. +entity_table: products +entity_col: product_id +target_col: log_review_len_min +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-review-length-min-heavytail/train.parquet b/join-amazon-home/tasks/product-review-length-min-heavytail/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-review-length-min-heavytail/train.parquet rename to join-amazon-home/tasks/product-review-length-min-heavytail/train.parquet diff --git a/join-amazon-home/tasks/product-review-length-sum-heavytail/manifest.yaml b/join-amazon-home/tasks/product-review-length-sum-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..973694ea328c666daf734b985e1f594289e45516 --- /dev/null +++ b/join-amazon-home/tasks/product-review-length-sum-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-length-sum-heavytail +kind: external +task_type: regression +description: log1p of sum of review_len across all reviews for this product in the next window. +entity_table: products +entity_col: product_id +target_col: log_review_len_sum +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-review-length-sum-heavytail/train.parquet b/join-amazon-home/tasks/product-review-length-sum-heavytail/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-review-length-sum-heavytail/train.parquet rename to join-amazon-home/tasks/product-review-length-sum-heavytail/train.parquet diff --git a/join-amazon-home/tasks/product-top-review-volume/manifest.yaml b/join-amazon-home/tasks/product-top-review-volume/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6e179bb6283bfe4f98c9c38b5b39cd351e86854e --- /dev/null +++ b/join-amazon-home/tasks/product-top-review-volume/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-review-volume +kind: external +task_type: binary_classification +description: Predict whether a home product is in the top 25% by number of reviews received in the next window. +entity_table: products +entity_col: product_id +target_col: top_review_volume +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-top-review-volume/train.parquet b/join-amazon-home/tasks/product-top-review-volume/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-top-review-volume/train.parquet rename to join-amazon-home/tasks/product-top-review-volume/train.parquet diff --git a/join-amazon-home/tasks/product-total-rating-sum/manifest.yaml b/join-amazon-home/tasks/product-total-rating-sum/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..547ce89ffe226f8fba811d54d8f10078835874c4 --- /dev/null +++ b/join-amazon-home/tasks/product-total-rating-sum/manifest.yaml @@ -0,0 +1,10 @@ +name: product-total-rating-sum +kind: external +task_type: regression +description: Sum of ratings a product receives next window. +entity_table: products +entity_col: product_id +target_col: rating_sum +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-total-rating-sum/train.parquet b/join-amazon-home/tasks/product-total-rating-sum/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-total-rating-sum/train.parquet rename to join-amazon-home/tasks/product-total-rating-sum/train.parquet diff --git a/join-amazon-home/tasks/product-unique-reviewers/manifest.yaml b/join-amazon-home/tasks/product-unique-reviewers/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d1341bdbd9e58a41972573af8c37c4de4a98e113 --- /dev/null +++ b/join-amazon-home/tasks/product-unique-reviewers/manifest.yaml @@ -0,0 +1,10 @@ +name: product-unique-reviewers +kind: external +task_type: regression +description: Max reviewer_id touching the product (newest cohort) next window. +entity_table: products +entity_col: product_id +target_col: reviewer_range +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-unique-reviewers/train.parquet b/join-amazon-home/tasks/product-unique-reviewers/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-unique-reviewers/train.parquet rename to join-amazon-home/tasks/product-unique-reviewers/train.parquet diff --git a/join-amazon-home/tasks/product-verified-count/manifest.yaml b/join-amazon-home/tasks/product-verified-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b3be209351439f886e25e006fbafccca49b84756 --- /dev/null +++ b/join-amazon-home/tasks/product-verified-count/manifest.yaml @@ -0,0 +1,10 @@ +name: product-verified-count +kind: external +task_type: regression +description: Number of verified reviews for a product next window. +entity_table: products +entity_col: product_id +target_col: verified_count +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-verified-count/train.parquet b/join-amazon-home/tasks/product-verified-count/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-verified-count/train.parquet rename to join-amazon-home/tasks/product-verified-count/train.parquet diff --git a/join-amazon-home/tasks/product-verified-mean-heavytail/manifest.yaml b/join-amazon-home/tasks/product-verified-mean-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b6123716d9335b2d2eb331913ac9721e727841a0 --- /dev/null +++ b/join-amazon-home/tasks/product-verified-mean-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: product-verified-mean-heavytail +kind: external +task_type: regression +description: log1p of the mean verified-flag on this product next window (verified-purchase share). +entity_table: products +entity_col: product_id +target_col: log_verified_mean +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-verified-mean-heavytail/train.parquet b/join-amazon-home/tasks/product-verified-mean-heavytail/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-verified-mean-heavytail/train.parquet rename to join-amazon-home/tasks/product-verified-mean-heavytail/train.parquet diff --git a/join-amazon-home/tasks/product-verified-share/manifest.yaml b/join-amazon-home/tasks/product-verified-share/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b7aca8366ea803d181146f2c83dd85ccc0e11703 --- /dev/null +++ b/join-amazon-home/tasks/product-verified-share/manifest.yaml @@ -0,0 +1,10 @@ +name: product-verified-share +kind: external +task_type: regression +description: Fraction of verified purchases among reviews for a product next window. +entity_table: products +entity_col: product_id +target_col: verified_rate +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-verified-share/train.parquet b/join-amazon-home/tasks/product-verified-share/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-verified-share/train.parquet rename to join-amazon-home/tasks/product-verified-share/train.parquet diff --git a/join-amazon-home/tasks/product-verified-sum-heavytail/manifest.yaml b/join-amazon-home/tasks/product-verified-sum-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1e11923d68afd6bbc805e17d38c02db169068600 --- /dev/null +++ b/join-amazon-home/tasks/product-verified-sum-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: product-verified-sum-heavytail +kind: external +task_type: regression +description: log1p of count of verified-purchase reviews for this product next window (zero-heavy, popular-item skew). +entity_table: products +entity_col: product_id +target_col: log_verified_sum +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-verified-sum-heavytail/train.parquet b/join-amazon-home/tasks/product-verified-sum-heavytail/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-verified-sum-heavytail/train.parquet rename to join-amazon-home/tasks/product-verified-sum-heavytail/train.parquet diff --git a/join-amazon-home/tasks/product-will-be-reviewed/manifest.yaml b/join-amazon-home/tasks/product-will-be-reviewed/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a97f4843e96cad5e72f3065e6706bdd37e111a08 --- /dev/null +++ b/join-amazon-home/tasks/product-will-be-reviewed/manifest.yaml @@ -0,0 +1,10 @@ +name: product-will-be-reviewed +kind: external +task_type: binary_classification +description: Whether the home product receives any review next window. +entity_table: products +entity_col: product_id +target_col: reviewed_next +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-will-be-reviewed/train.parquet b/join-amazon-home/tasks/product-will-be-reviewed/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-product-will-be-reviewed/train.parquet rename to join-amazon-home/tasks/product-will-be-reviewed/train.parquet diff --git a/join-amazon-home/tasks/reviewer-avg-review-length/manifest.yaml b/join-amazon-home/tasks/reviewer-avg-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f96fd100b95e643043a89a61e9c391e8d34e3dad --- /dev/null +++ b/join-amazon-home/tasks/reviewer-avg-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-avg-review-length +kind: external +task_type: regression +description: Average length of a reviewer's written reviews next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_review_len +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-avg-review-length/train.parquet b/join-amazon-home/tasks/reviewer-avg-review-length/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-avg-review-length/train.parquet rename to join-amazon-home/tasks/reviewer-avg-review-length/train.parquet diff --git a/join-amazon-home/tasks/reviewer-churn/manifest.yaml b/join-amazon-home/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8d74e0525dfa067c65b6ac2a940fd0ddde836004 --- /dev/null +++ b/join-amazon-home/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will write no reviews in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: predict_reviewer_churn +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-churn/train.parquet b/join-amazon-home/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-home/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-home/tasks/reviewer-distinct-products/manifest.yaml b/join-amazon-home/tasks/reviewer-distinct-products/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3b8935878b71ec39fed5e240d4d59760ffce07bf --- /dev/null +++ b/join-amazon-home/tasks/reviewer-distinct-products/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-distinct-products +kind: external +task_type: regression +description: Predict how many distinct home products a reviewer will review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: distinct_products +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-distinct-products/train.parquet b/join-amazon-home/tasks/reviewer-distinct-products/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-distinct-products/train.parquet rename to join-amazon-home/tasks/reviewer-distinct-products/train.parquet diff --git a/join-amazon-home/tasks/reviewer-harsh-critic/manifest.yaml b/join-amazon-home/tasks/reviewer-harsh-critic/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..14b6a281762980806caa256ecb5fa7a9647ef0de --- /dev/null +++ b/join-amazon-home/tasks/reviewer-harsh-critic/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-harsh-critic +kind: external +task_type: binary_classification +description: Whether a reviewer leaves at least one 1-star rating next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: harsh_critic +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-harsh-critic/train.parquet b/join-amazon-home/tasks/reviewer-harsh-critic/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-harsh-critic/train.parquet rename to join-amazon-home/tasks/reviewer-harsh-critic/train.parquet diff --git a/join-amazon-home/tasks/reviewer-long-review-writer/manifest.yaml b/join-amazon-home/tasks/reviewer-long-review-writer/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fcc2520c725f66bda75fda3bbad05263bc7c4b8a --- /dev/null +++ b/join-amazon-home/tasks/reviewer-long-review-writer/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-long-review-writer +kind: external +task_type: binary_classification +description: Whether mean review length exceeds 500 characters next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: verbose_reviewer +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-long-review-writer/train.parquet b/join-amazon-home/tasks/reviewer-long-review-writer/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-long-review-writer/train.parquet rename to join-amazon-home/tasks/reviewer-long-review-writer/train.parquet diff --git a/join-amazon-home/tasks/reviewer-long-writer/manifest.yaml b/join-amazon-home/tasks/reviewer-long-writer/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..982f6fa00c957297a183c2975e9ab3463844b38e --- /dev/null +++ b/join-amazon-home/tasks/reviewer-long-writer/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-long-writer +kind: external +task_type: binary_classification +description: Whether a reviewer's max review length exceeds 1000 chars next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: long_writer +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-long-writer/train.parquet b/join-amazon-home/tasks/reviewer-long-writer/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-long-writer/train.parquet rename to join-amazon-home/tasks/reviewer-long-writer/train.parquet diff --git a/join-amazon-home/tasks/reviewer-max-rating/manifest.yaml b/join-amazon-home/tasks/reviewer-max-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fe90dee1a3f8687608d608ee938f81e715f1fea0 --- /dev/null +++ b/join-amazon-home/tasks/reviewer-max-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-max-rating +kind: external +task_type: regression +description: Highest rating a reviewer gives next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_max_rating +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-max-rating/train.parquet b/join-amazon-home/tasks/reviewer-max-rating/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-max-rating/train.parquet rename to join-amazon-home/tasks/reviewer-max-rating/train.parquet diff --git a/join-amazon-home/tasks/reviewer-max-review-len/manifest.yaml b/join-amazon-home/tasks/reviewer-max-review-len/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e37f47251db3fc7399721cb5599e067d3786d550 --- /dev/null +++ b/join-amazon-home/tasks/reviewer-max-review-len/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-max-review-len +kind: external +task_type: regression +description: Longest single review a reviewer writes next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_max_len +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-max-review-len/train.parquet b/join-amazon-home/tasks/reviewer-max-review-len/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-max-review-len/train.parquet rename to join-amazon-home/tasks/reviewer-max-review-len/train.parquet diff --git a/join-amazon-home/tasks/reviewer-mean-rating/manifest.yaml b/join-amazon-home/tasks/reviewer-mean-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4af13164921fec9c2c56da67fb7f9e76f7d3fb90 --- /dev/null +++ b/join-amazon-home/tasks/reviewer-mean-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-mean-rating +kind: external +task_type: regression +description: Predict the mean rating a reviewer gives across their reviews in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: pred_rating +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-mean-rating/train.parquet b/join-amazon-home/tasks/reviewer-mean-rating/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-mean-rating/train.parquet rename to join-amazon-home/tasks/reviewer-mean-rating/train.parquet diff --git a/join-amazon-home/tasks/reviewer-min-rating/manifest.yaml b/join-amazon-home/tasks/reviewer-min-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e8f9adff8973013830707f1fef178c672a1b0392 --- /dev/null +++ b/join-amazon-home/tasks/reviewer-min-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-min-rating +kind: external +task_type: regression +description: Lowest rating a reviewer gives next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_min_rating +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-min-rating/train.parquet b/join-amazon-home/tasks/reviewer-min-rating/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-min-rating/train.parquet rename to join-amazon-home/tasks/reviewer-min-rating/train.parquet diff --git a/join-amazon-home/tasks/reviewer-rating-max-heavytail/manifest.yaml b/join-amazon-home/tasks/reviewer-rating-max-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cc0aeec6f8f93d9f99a284b2901dc1c5ff6d2d42 --- /dev/null +++ b/join-amazon-home/tasks/reviewer-rating-max-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-max-heavytail +kind: external +task_type: regression +description: log1p of the maximum rating this reviewer leaves next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: log_rating_max +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-rating-max-heavytail/train.parquet b/join-amazon-home/tasks/reviewer-rating-max-heavytail/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-rating-max-heavytail/train.parquet rename to join-amazon-home/tasks/reviewer-rating-max-heavytail/train.parquet diff --git a/join-amazon-home/tasks/reviewer-rating-mean-heavytail/manifest.yaml b/join-amazon-home/tasks/reviewer-rating-mean-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e0f225726e388f322e264ae17409dd1e404f29ee --- /dev/null +++ b/join-amazon-home/tasks/reviewer-rating-mean-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-mean-heavytail +kind: external +task_type: regression +description: log1p of this reviewer's mean rating next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: log_rating_mean +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-rating-mean-heavytail/train.parquet b/join-amazon-home/tasks/reviewer-rating-mean-heavytail/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-rating-mean-heavytail/train.parquet rename to join-amazon-home/tasks/reviewer-rating-mean-heavytail/train.parquet diff --git a/join-amazon-home/tasks/reviewer-rating-min-heavytail/manifest.yaml b/join-amazon-home/tasks/reviewer-rating-min-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a16e8544548bf15f8b2ba4eb7e8492fcc02deb3a --- /dev/null +++ b/join-amazon-home/tasks/reviewer-rating-min-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-min-heavytail +kind: external +task_type: regression +description: log1p of the reviewer's lowest rating given next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: log_rating_min +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-rating-min-heavytail/train.parquet b/join-amazon-home/tasks/reviewer-rating-min-heavytail/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-rating-min-heavytail/train.parquet rename to join-amazon-home/tasks/reviewer-rating-min-heavytail/train.parquet diff --git a/join-amazon-home/tasks/reviewer-rating-sum-heavytail/manifest.yaml b/join-amazon-home/tasks/reviewer-rating-sum-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..168f9cd243c4445e09ccbf62631cd49cdf446d49 --- /dev/null +++ b/join-amazon-home/tasks/reviewer-rating-sum-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-sum-heavytail +kind: external +task_type: regression +description: log1p of the sum of ratings this reviewer leaves next window (activity intensity). +entity_table: reviewers +entity_col: reviewer_id +target_col: log_rating_sum +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-rating-sum-heavytail/train.parquet b/join-amazon-home/tasks/reviewer-rating-sum-heavytail/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-rating-sum-heavytail/train.parquet rename to join-amazon-home/tasks/reviewer-rating-sum-heavytail/train.parquet diff --git a/join-amazon-home/tasks/reviewer-rating-sum/manifest.yaml b/join-amazon-home/tasks/reviewer-rating-sum/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..622b54e1503d5d40c481403b2dc13b8962560ff1 --- /dev/null +++ b/join-amazon-home/tasks/reviewer-rating-sum/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-sum +kind: external +task_type: regression +description: Sum of ratings given by a reviewer next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: rating_sum +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-rating-sum/train.parquet b/join-amazon-home/tasks/reviewer-rating-sum/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-rating-sum/train.parquet rename to join-amazon-home/tasks/reviewer-rating-sum/train.parquet diff --git a/join-amazon-home/tasks/reviewer-rating-trend/manifest.yaml b/join-amazon-home/tasks/reviewer-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..723547fe2dbc508873cd31457f2da7e6cc79e0fe --- /dev/null +++ b/join-amazon-home/tasks/reviewer-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a reviewer's mean rating for home products increases in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_rating_trend +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-rating-trend/train.parquet b/join-amazon-home/tasks/reviewer-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-rating-trend/train.parquet rename to join-amazon-home/tasks/reviewer-rating-trend/train.parquet diff --git a/join-amazon-home/tasks/reviewer-return/manifest.yaml b/join-amazon-home/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..221d093c35501ef59d39b9f060b082595d733c6b --- /dev/null +++ b/join-amazon-home/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a reviewer who was inactive in the current window will post a home product review again in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_returns +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-return/train.parquet b/join-amazon-home/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-return/train.parquet rename to join-amazon-home/tasks/reviewer-return/train.parquet diff --git a/join-amazon-home/tasks/reviewer-review-3w/manifest.yaml b/join-amazon-home/tasks/reviewer-review-3w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..92a1f5dbfda2d22c7f406223a27b02dd17d63770 --- /dev/null +++ b/join-amazon-home/tasks/reviewer-review-3w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-3w +kind: external +task_type: regression +description: Review count from a reviewer over three-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_3w +time_col: timestamp +timedelta: 163 days 19:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-review-3w/train.parquet b/join-amazon-home/tasks/reviewer-review-3w/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-review-3w/train.parquet rename to join-amazon-home/tasks/reviewer-review-3w/train.parquet diff --git a/join-amazon-home/tasks/reviewer-review-count/manifest.yaml b/join-amazon-home/tasks/reviewer-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bc8580b94b4c30d6f3d526df3f811549e7c5524c --- /dev/null +++ b/join-amazon-home/tasks/reviewer-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-count +kind: external +task_type: regression +description: Predict the number of reviews a reviewer writes in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: predict_reviewer_review_count +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-review-count/train.parquet b/join-amazon-home/tasks/reviewer-review-count/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-review-count/train.parquet rename to join-amazon-home/tasks/reviewer-review-count/train.parquet diff --git a/join-amazon-home/tasks/reviewer-review-length-max-heavytail/manifest.yaml b/join-amazon-home/tasks/reviewer-review-length-max-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6e298b1c92df006f3804d0893ef4d53ca657b569 --- /dev/null +++ b/join-amazon-home/tasks/reviewer-review-length-max-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-length-max-heavytail +kind: external +task_type: regression +description: log1p of the reviewer's longest single review (review_len max) next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: log_review_len_max +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-review-length-max-heavytail/train.parquet b/join-amazon-home/tasks/reviewer-review-length-max-heavytail/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-review-length-max-heavytail/train.parquet rename to join-amazon-home/tasks/reviewer-review-length-max-heavytail/train.parquet diff --git a/join-amazon-home/tasks/reviewer-review-length-mean-heavytail/manifest.yaml b/join-amazon-home/tasks/reviewer-review-length-mean-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..29cf9da70109b24119fc15918090ee22a495a154 --- /dev/null +++ b/join-amazon-home/tasks/reviewer-review-length-mean-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-length-mean-heavytail +kind: external +task_type: regression +description: log1p of the reviewer's mean review_len across reviews next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: log_review_len_mean +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-review-length-mean-heavytail/train.parquet b/join-amazon-home/tasks/reviewer-review-length-mean-heavytail/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-review-length-mean-heavytail/train.parquet rename to join-amazon-home/tasks/reviewer-review-length-mean-heavytail/train.parquet diff --git a/join-amazon-home/tasks/reviewer-review-length-min-heavytail/manifest.yaml b/join-amazon-home/tasks/reviewer-review-length-min-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e91dff9ad3d6c9c04e91442929569f45c4496253 --- /dev/null +++ b/join-amazon-home/tasks/reviewer-review-length-min-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-length-min-heavytail +kind: external +task_type: regression +description: log1p of the reviewer's shortest review next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: log_review_len_min +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-review-length-min-heavytail/train.parquet b/join-amazon-home/tasks/reviewer-review-length-min-heavytail/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-review-length-min-heavytail/train.parquet rename to join-amazon-home/tasks/reviewer-review-length-min-heavytail/train.parquet diff --git a/join-amazon-home/tasks/reviewer-review-length-sum-heavytail/manifest.yaml b/join-amazon-home/tasks/reviewer-review-length-sum-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d5ace9f1aef03119bf73112989f60ed6a5cc56e2 --- /dev/null +++ b/join-amazon-home/tasks/reviewer-review-length-sum-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-length-sum-heavytail +kind: external +task_type: regression +description: log1p of total characters written by this reviewer across all reviews next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: log_review_len_sum +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-review-length-sum-heavytail/train.parquet b/join-amazon-home/tasks/reviewer-review-length-sum-heavytail/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-review-length-sum-heavytail/train.parquet rename to join-amazon-home/tasks/reviewer-review-length-sum-heavytail/train.parquet diff --git a/join-amazon-home/tasks/reviewer-total-review-len/manifest.yaml b/join-amazon-home/tasks/reviewer-total-review-len/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..23a8f5914858a7b941055f729c4488258d650a27 --- /dev/null +++ b/join-amazon-home/tasks/reviewer-total-review-len/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-total-review-len +kind: external +task_type: regression +description: Total characters written across reviews by a reviewer next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_total_len +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-total-review-len/train.parquet b/join-amazon-home/tasks/reviewer-total-review-len/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-total-review-len/train.parquet rename to join-amazon-home/tasks/reviewer-total-review-len/train.parquet diff --git a/join-amazon-home/tasks/reviewer-total-review-length/manifest.yaml b/join-amazon-home/tasks/reviewer-total-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9abf2129b43b9801f386ebc8814321a4f8609777 --- /dev/null +++ b/join-amazon-home/tasks/reviewer-total-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-total-review-length +kind: external +task_type: regression +description: Total characters a reviewer writes next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: total_len +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-total-review-length/train.parquet b/join-amazon-home/tasks/reviewer-total-review-length/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-total-review-length/train.parquet rename to join-amazon-home/tasks/reviewer-total-review-length/train.parquet diff --git a/join-amazon-home/tasks/reviewer-verified-mean-heavytail/manifest.yaml b/join-amazon-home/tasks/reviewer-verified-mean-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a6ba002ee92bcb5bf2b96536f51c2a6c7a89da9e --- /dev/null +++ b/join-amazon-home/tasks/reviewer-verified-mean-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-mean-heavytail +kind: external +task_type: regression +description: log1p of the reviewer's mean verified-flag next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: log_verified_mean +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-verified-mean-heavytail/train.parquet b/join-amazon-home/tasks/reviewer-verified-mean-heavytail/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-verified-mean-heavytail/train.parquet rename to join-amazon-home/tasks/reviewer-verified-mean-heavytail/train.parquet diff --git a/join-amazon-home/tasks/reviewer-verified-only/manifest.yaml b/join-amazon-home/tasks/reviewer-verified-only/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..067e6245e7053ecce513771fdf408a5e7969e87a --- /dev/null +++ b/join-amazon-home/tasks/reviewer-verified-only/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-only +kind: external +task_type: binary_classification +description: Whether the reviewer writes only verified reviews next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: all_verified_reviewer +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-verified-only/train.parquet b/join-amazon-home/tasks/reviewer-verified-only/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-verified-only/train.parquet rename to join-amazon-home/tasks/reviewer-verified-only/train.parquet diff --git a/join-amazon-home/tasks/reviewer-verified-ratio/manifest.yaml b/join-amazon-home/tasks/reviewer-verified-ratio/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1e14171a02f23177e2845957faa898b6f5c8d6d2 --- /dev/null +++ b/join-amazon-home/tasks/reviewer-verified-ratio/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-ratio +kind: external +task_type: binary_classification +description: Predict whether all of a reviewer's reviews in the next time window are verified purchases +entity_table: reviewers +entity_col: reviewer_id +target_col: pred_verified +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-verified-ratio/train.parquet b/join-amazon-home/tasks/reviewer-verified-ratio/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-verified-ratio/train.parquet rename to join-amazon-home/tasks/reviewer-verified-ratio/train.parquet diff --git a/join-amazon-home/tasks/reviewer-verified-sum-heavytail/manifest.yaml b/join-amazon-home/tasks/reviewer-verified-sum-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..786ccf8c80baacd97d7f44ca74c4de77e861917b --- /dev/null +++ b/join-amazon-home/tasks/reviewer-verified-sum-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-sum-heavytail +kind: external +task_type: regression +description: log1p of count of verified-purchase reviews this reviewer submits next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: log_verified_sum +time_col: timestamp +timedelta: 54 days 19:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-verified-sum-heavytail/train.parquet b/join-amazon-home/tasks/reviewer-verified-sum-heavytail/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-verified-sum-heavytail/train.parquet rename to join-amazon-home/tasks/reviewer-verified-sum-heavytail/train.parquet diff --git a/join-amazon-home/tasks/reviewer-will-review-home/manifest.yaml b/join-amazon-home/tasks/reviewer-will-review-home/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9ec70063eded25f41e0ce8041a6a6d46d11dc5d1 --- /dev/null +++ b/join-amazon-home/tasks/reviewer-will-review-home/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-will-review-home +kind: external +task_type: binary_classification +description: Whether the reviewer posts any home product review next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviews_next +time_col: timestamp +timedelta: 54 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-will-review-home/train.parquet b/join-amazon-home/tasks/reviewer-will-review-home/train.parquet similarity index 100% rename from thejoin-amazon-home/tasks/predict-reviewer-will-review-home/train.parquet rename to join-amazon-home/tasks/reviewer-will-review-home/train.parquet diff --git a/thejoin-amazon-industrial/db/products.parquet b/join-amazon-industrial/db/products.parquet similarity index 100% rename from thejoin-amazon-industrial/db/products.parquet rename to join-amazon-industrial/db/products.parquet diff --git a/thejoin-amazon-industrial/db/reviewers.parquet b/join-amazon-industrial/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-industrial/db/reviewers.parquet rename to join-amazon-industrial/db/reviewers.parquet diff --git a/thejoin-amazon-industrial/db/reviews.parquet b/join-amazon-industrial/db/reviews.parquet similarity index 100% rename from thejoin-amazon-industrial/db/reviews.parquet rename to join-amazon-industrial/db/reviews.parquet diff --git a/join-amazon-industrial/manifest.yaml b/join-amazon-industrial/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7fa491be4f70b18a04facae7df4c373ed358ef61 --- /dev/null +++ b/join-amazon-industrial/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-industrial +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/join-amazon-industrial/tasks/product-avg-rating/manifest.yaml b/join-amazon-industrial/tasks/product-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c11afb224871be8991b7e43980e3b2489a93fe5c --- /dev/null +++ b/join-amazon-industrial/tasks/product-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-avg-rating +kind: external +task_type: regression +description: Predict the mean rating an industrial product will receive in the next time window. +entity_table: products +entity_col: product_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-avg-rating/train.parquet b/join-amazon-industrial/tasks/product-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-product-avg-rating/train.parquet rename to join-amazon-industrial/tasks/product-avg-rating/train.parquet diff --git a/join-amazon-industrial/tasks/product-high-rated/manifest.yaml b/join-amazon-industrial/tasks/product-high-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6ef51a78b6cfd4a516ee1ae30dbf3baeb6bd8848 --- /dev/null +++ b/join-amazon-industrial/tasks/product-high-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: product-high-rated +kind: external +task_type: binary_classification +description: Predict whether an industrial product will receive a mean rating above 4 in the next time window. +entity_table: products +entity_col: product_id +target_col: is_high_rated +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-high-rated/train.parquet b/join-amazon-industrial/tasks/product-high-rated/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-product-high-rated/train.parquet rename to join-amazon-industrial/tasks/product-high-rated/train.parquet diff --git a/join-amazon-industrial/tasks/product-log-rating-max-heavy-tail/manifest.yaml b/join-amazon-industrial/tasks/product-log-rating-max-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3ad04e75e2bee889d3b3cce010699c518a8c9365 --- /dev/null +++ b/join-amazon-industrial/tasks/product-log-rating-max-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: product-log-rating-max-heavy-tail +kind: external +task_type: regression +description: Predict log1p of the maximum rating received by a product next window. Zero-heavy due to inactive products; capped upper tail yields a censored heavy-tailed target. +entity_table: products +entity_col: product_id +target_col: log_rating_max +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-log-rating-max-heavy-tail/train.parquet b/join-amazon-industrial/tasks/product-log-rating-max-heavy-tail/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-product-log-rating-max-heavy-tail/train.parquet rename to join-amazon-industrial/tasks/product-log-rating-max-heavy-tail/train.parquet diff --git a/join-amazon-industrial/tasks/product-log-rating-mean-heavy-tail/manifest.yaml b/join-amazon-industrial/tasks/product-log-rating-mean-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a774b873492555c0d9b696c1d7b823408b049ee2 --- /dev/null +++ b/join-amazon-industrial/tasks/product-log-rating-mean-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: product-log-rating-mean-heavy-tail +kind: external +task_type: regression +description: Predict log1p of the mean rating for a product in the next window. Heavy-tailed due to dense inactivity (zeros) punctuated by high-volume review spikes. +entity_table: products +entity_col: product_id +target_col: log_rating_mean +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-log-rating-mean-heavy-tail/train.parquet b/join-amazon-industrial/tasks/product-log-rating-mean-heavy-tail/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-product-log-rating-mean-heavy-tail/train.parquet rename to join-amazon-industrial/tasks/product-log-rating-mean-heavy-tail/train.parquet diff --git a/join-amazon-industrial/tasks/product-log-rating-min-heavy-tail/manifest.yaml b/join-amazon-industrial/tasks/product-log-rating-min-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..90473cb904dd5270c6a6b9c4f7793c65a17f02b7 --- /dev/null +++ b/join-amazon-industrial/tasks/product-log-rating-min-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: product-log-rating-min-heavy-tail +kind: external +task_type: regression +description: Predict log1p of the minimum rating received by a product next window. Most products have no activity (zeros); active products reveal a long tail of 1-star outlier reviews. +entity_table: products +entity_col: product_id +target_col: log_rating_min +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-log-rating-min-heavy-tail/train.parquet b/join-amazon-industrial/tasks/product-log-rating-min-heavy-tail/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-product-log-rating-min-heavy-tail/train.parquet rename to join-amazon-industrial/tasks/product-log-rating-min-heavy-tail/train.parquet diff --git a/join-amazon-industrial/tasks/product-log-rating-sum-heavy-tail/manifest.yaml b/join-amazon-industrial/tasks/product-log-rating-sum-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..31c0a53cf6854cb24b94498758ee44dfea5b7316 --- /dev/null +++ b/join-amazon-industrial/tasks/product-log-rating-sum-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: product-log-rating-sum-heavy-tail +kind: external +task_type: regression +description: Predict log1p of the total rating points a product accumulates in the next window. Skewed because n_reviews per product ranges 1-1229, producing a long tail of highly-rated hot items. +entity_table: products +entity_col: product_id +target_col: log_rating_sum +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-log-rating-sum-heavy-tail/train.parquet b/join-amazon-industrial/tasks/product-log-rating-sum-heavy-tail/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-product-log-rating-sum-heavy-tail/train.parquet rename to join-amazon-industrial/tasks/product-log-rating-sum-heavy-tail/train.parquet diff --git a/join-amazon-industrial/tasks/product-log-rating-sum-long-horizon-heavy-tail/manifest.yaml b/join-amazon-industrial/tasks/product-log-rating-sum-long-horizon-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9434e57e6cf111e090848b23cc59d597b8aa5035 --- /dev/null +++ b/join-amazon-industrial/tasks/product-log-rating-sum-long-horizon-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: product-log-rating-sum-long-horizon-heavy-tail +kind: external +task_type: regression +description: Predict log1p of total rating points a product will earn over a longer horizon. Longer window amplifies the heavy tail as viral products compound reviews. +entity_table: products +entity_col: product_id +target_col: log_rating_sum_long +time_col: timestamp +timedelta: 100 days 19:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-log-rating-sum-long-horizon-heavy-tail/train.parquet b/join-amazon-industrial/tasks/product-log-rating-sum-long-horizon-heavy-tail/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-product-log-rating-sum-long-horizon-heavy-tail/train.parquet rename to join-amazon-industrial/tasks/product-log-rating-sum-long-horizon-heavy-tail/train.parquet diff --git a/join-amazon-industrial/tasks/product-log-review-len-max-heavy-tail/manifest.yaml b/join-amazon-industrial/tasks/product-log-review-len-max-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a10e5754d6e00d466b20c7e824ee421d88f39e69 --- /dev/null +++ b/join-amazon-industrial/tasks/product-log-review-len-max-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: product-log-review-len-max-heavy-tail +kind: external +task_type: regression +description: Predict log1p of the longest single review length received by a product in the next window. Extreme tail up to 32k characters makes this heavy-tailed. +entity_table: products +entity_col: product_id +target_col: log_review_len_max +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-log-review-len-max-heavy-tail/train.parquet b/join-amazon-industrial/tasks/product-log-review-len-max-heavy-tail/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-product-log-review-len-max-heavy-tail/train.parquet rename to join-amazon-industrial/tasks/product-log-review-len-max-heavy-tail/train.parquet diff --git a/join-amazon-industrial/tasks/product-log-review-len-mean-heavy-tail/manifest.yaml b/join-amazon-industrial/tasks/product-log-review-len-mean-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3ce8c68b2883229ad2ec1595b2884894049c2c29 --- /dev/null +++ b/join-amazon-industrial/tasks/product-log-review-len-mean-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: product-log-review-len-mean-heavy-tail +kind: external +task_type: regression +description: Predict log1p of the mean review length a product receives next window. Zero-dominated for inactive products with a long upper tail for products drawing detailed feedback. +entity_table: products +entity_col: product_id +target_col: log_review_len_mean +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-log-review-len-mean-heavy-tail/train.parquet b/join-amazon-industrial/tasks/product-log-review-len-mean-heavy-tail/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-product-log-review-len-mean-heavy-tail/train.parquet rename to join-amazon-industrial/tasks/product-log-review-len-mean-heavy-tail/train.parquet diff --git a/join-amazon-industrial/tasks/product-log-review-len-min-heavy-tail/manifest.yaml b/join-amazon-industrial/tasks/product-log-review-len-min-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3aa18099803f71ed95142c5bd2641aa1a0ecb673 --- /dev/null +++ b/join-amazon-industrial/tasks/product-log-review-len-min-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: product-log-review-len-min-heavy-tail +kind: external +task_type: regression +description: Predict log1p of the shortest single review length a product receives in the next window. Zero-inflated over inactive products with a rightward tail for verbose-only products. +entity_table: products +entity_col: product_id +target_col: log_review_len_min +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-log-review-len-min-heavy-tail/train.parquet b/join-amazon-industrial/tasks/product-log-review-len-min-heavy-tail/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-product-log-review-len-min-heavy-tail/train.parquet rename to join-amazon-industrial/tasks/product-log-review-len-min-heavy-tail/train.parquet diff --git a/join-amazon-industrial/tasks/product-log-review-len-sum-heavy-tail/manifest.yaml b/join-amazon-industrial/tasks/product-log-review-len-sum-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9de4b22b44860679eb9884db4ecba904d885c9ff --- /dev/null +++ b/join-amazon-industrial/tasks/product-log-review-len-sum-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: product-log-review-len-sum-heavy-tail +kind: external +task_type: regression +description: 'Predict log1p of the total review character count a product will accumulate in the next window. Heavily right-skewed: most products get little text while a few viral items attract massive long-form reviews.' +entity_table: products +entity_col: product_id +target_col: log_review_len_sum +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-log-review-len-sum-heavy-tail/train.parquet b/join-amazon-industrial/tasks/product-log-review-len-sum-heavy-tail/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-product-log-review-len-sum-heavy-tail/train.parquet rename to join-amazon-industrial/tasks/product-log-review-len-sum-heavy-tail/train.parquet diff --git a/join-amazon-industrial/tasks/product-log-review-len-sum-long-horizon-heavy-tail/manifest.yaml b/join-amazon-industrial/tasks/product-log-review-len-sum-long-horizon-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1d587a345a32963fb3276c2d319664e627ae2d0e --- /dev/null +++ b/join-amazon-industrial/tasks/product-log-review-len-sum-long-horizon-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: product-log-review-len-sum-long-horizon-heavy-tail +kind: external +task_type: regression +description: Predict log1p of total review characters a product accumulates over a longer horizon. Extreme skew grows with horizon for hot items. +entity_table: products +entity_col: product_id +target_col: log_review_len_sum_long +time_col: timestamp +timedelta: 100 days 19:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-log-review-len-sum-long-horizon-heavy-tail/train.parquet b/join-amazon-industrial/tasks/product-log-review-len-sum-long-horizon-heavy-tail/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-product-log-review-len-sum-long-horizon-heavy-tail/train.parquet rename to join-amazon-industrial/tasks/product-log-review-len-sum-long-horizon-heavy-tail/train.parquet diff --git a/join-amazon-industrial/tasks/product-max-review-length/manifest.yaml b/join-amazon-industrial/tasks/product-max-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b3e25bd146721aca31d1985abe4c2be77c061739 --- /dev/null +++ b/join-amazon-industrial/tasks/product-max-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: product-max-review-length +kind: external +task_type: regression +description: Predict the maximum review length an industrial product will receive in the next time window. +entity_table: products +entity_col: product_id +target_col: max_review_len_next +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-max-review-length/train.parquet b/join-amazon-industrial/tasks/product-max-review-length/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-product-max-review-length/train.parquet rename to join-amazon-industrial/tasks/product-max-review-length/train.parquet diff --git a/join-amazon-industrial/tasks/product-rating-change/manifest.yaml b/join-amazon-industrial/tasks/product-rating-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f36fe0fac023cc97d39b22eacc962205e8b55a6a --- /dev/null +++ b/join-amazon-industrial/tasks/product-rating-change/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-change +kind: external +task_type: regression +description: Predict the change in mean rating an industrial product receives from the previous to the next time window. +entity_table: products +entity_col: product_id +target_col: rating_change_next +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-rating-change/train.parquet b/join-amazon-industrial/tasks/product-rating-change/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-product-rating-change/train.parquet rename to join-amazon-industrial/tasks/product-rating-change/train.parquet diff --git a/join-amazon-industrial/tasks/product-rating-volatility/manifest.yaml b/join-amazon-industrial/tasks/product-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2e297c7998df283873a545cf77220f3dd28348ed --- /dev/null +++ b/join-amazon-industrial/tasks/product-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings an industrial product will receive in the next time window. +entity_table: products +entity_col: product_id +target_col: rating_volatility_next +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-rating-volatility/train.parquet b/join-amazon-industrial/tasks/product-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-product-rating-volatility/train.parquet rename to join-amazon-industrial/tasks/product-rating-volatility/train.parquet diff --git a/join-amazon-industrial/tasks/product-review-count/manifest.yaml b/join-amazon-industrial/tasks/product-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..723c8bdf213fd7781ab4e1fa4e573d7529b60335 --- /dev/null +++ b/join-amazon-industrial/tasks/product-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-count +kind: external +task_type: regression +description: Predict the number of reviews an industrial product will receive in the next time window. +entity_table: products +entity_col: product_id +target_col: review_count_next +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-review-count/train.parquet b/join-amazon-industrial/tasks/product-review-count/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-product-review-count/train.parquet rename to join-amazon-industrial/tasks/product-review-count/train.parquet diff --git a/join-amazon-industrial/tasks/product-top-rated/manifest.yaml b/join-amazon-industrial/tasks/product-top-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4ee44fa17f58e7b8907fd366f3e9c7504e297f6f --- /dev/null +++ b/join-amazon-industrial/tasks/product-top-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-rated +kind: external +task_type: binary_classification +description: Predict whether an industrial product will rank in the top 25% by mean rating among all products in the next time window. +entity_table: products +entity_col: product_id +target_col: is_top_rated_product +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-top-rated/train.parquet b/join-amazon-industrial/tasks/product-top-rated/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-product-top-rated/train.parquet rename to join-amazon-industrial/tasks/product-top-rated/train.parquet diff --git a/join-amazon-industrial/tasks/reviewer-active/manifest.yaml b/join-amazon-industrial/tasks/reviewer-active/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..de3a23306a52d7ed7bc0dd4d842f5ca1d4e241ec --- /dev/null +++ b/join-amazon-industrial/tasks/reviewer-active/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post at least one industrial product review in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_active +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-active/train.parquet b/join-amazon-industrial/tasks/reviewer-active/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-reviewer-active/train.parquet rename to join-amazon-industrial/tasks/reviewer-active/train.parquet diff --git a/join-amazon-industrial/tasks/reviewer-churn/manifest.yaml b/join-amazon-industrial/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..329c83ae50832b5de2062059da63402d7d32a6ca --- /dev/null +++ b/join-amazon-industrial/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post no industrial product reviews in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_churned +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-churn/train.parquet b/join-amazon-industrial/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-industrial/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-industrial/tasks/reviewer-log-rating-max-heavy-tail/manifest.yaml b/join-amazon-industrial/tasks/reviewer-log-rating-max-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1c5664e2ba31c7eaf8744b889ce8385000d28c81 --- /dev/null +++ b/join-amazon-industrial/tasks/reviewer-log-rating-max-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-log-rating-max-heavy-tail +kind: external +task_type: regression +description: Predict log1p of a reviewer's maximum rating next window. Heavy-tailed since inactive reviewers generate zeros while active ones concentrate at 5. +entity_table: reviewers +entity_col: reviewer_id +target_col: log_rating_max +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-max-heavy-tail/train.parquet b/join-amazon-industrial/tasks/reviewer-log-rating-max-heavy-tail/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-max-heavy-tail/train.parquet rename to join-amazon-industrial/tasks/reviewer-log-rating-max-heavy-tail/train.parquet diff --git a/join-amazon-industrial/tasks/reviewer-log-rating-mean-heavy-tail/manifest.yaml b/join-amazon-industrial/tasks/reviewer-log-rating-mean-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cb1fc1fe6877130a5d9811b2a6a90861ad2622a8 --- /dev/null +++ b/join-amazon-industrial/tasks/reviewer-log-rating-mean-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-log-rating-mean-heavy-tail +kind: external +task_type: regression +description: Predict log1p of the mean rating a reviewer issues in the next window. Zero-dominated across dormant users; active tail shows the full rating scale. +entity_table: reviewers +entity_col: reviewer_id +target_col: log_rating_mean +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-mean-heavy-tail/train.parquet b/join-amazon-industrial/tasks/reviewer-log-rating-mean-heavy-tail/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-mean-heavy-tail/train.parquet rename to join-amazon-industrial/tasks/reviewer-log-rating-mean-heavy-tail/train.parquet diff --git a/join-amazon-industrial/tasks/reviewer-log-rating-min-heavy-tail/manifest.yaml b/join-amazon-industrial/tasks/reviewer-log-rating-min-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f6d9966ad1ed92c87ae4f007f3c2cdd409af963d --- /dev/null +++ b/join-amazon-industrial/tasks/reviewer-log-rating-min-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-log-rating-min-heavy-tail +kind: external +task_type: regression +description: Predict log1p of a reviewer's minimum rating next window. Zero-dominated with a tail capturing reviewers who issue rare harsh 1-star reviews. +entity_table: reviewers +entity_col: reviewer_id +target_col: log_rating_min +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-min-heavy-tail/train.parquet b/join-amazon-industrial/tasks/reviewer-log-rating-min-heavy-tail/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-min-heavy-tail/train.parquet rename to join-amazon-industrial/tasks/reviewer-log-rating-min-heavy-tail/train.parquet diff --git a/join-amazon-industrial/tasks/reviewer-log-rating-sum-heavy-tail/manifest.yaml b/join-amazon-industrial/tasks/reviewer-log-rating-sum-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5c76373a18cb726b70b05c488954c0dc27f67b44 --- /dev/null +++ b/join-amazon-industrial/tasks/reviewer-log-rating-sum-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-log-rating-sum-heavy-tail +kind: external +task_type: regression +description: Predict log1p of total rating points a reviewer gives in the next window. Skewed because review counts per reviewer are long-tailed. +entity_table: reviewers +entity_col: reviewer_id +target_col: log_rating_sum +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-sum-heavy-tail/train.parquet b/join-amazon-industrial/tasks/reviewer-log-rating-sum-heavy-tail/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-sum-heavy-tail/train.parquet rename to join-amazon-industrial/tasks/reviewer-log-rating-sum-heavy-tail/train.parquet diff --git a/join-amazon-industrial/tasks/reviewer-log-rating-sum-long-horizon-heavy-tail/manifest.yaml b/join-amazon-industrial/tasks/reviewer-log-rating-sum-long-horizon-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ec7f03878be69df4776562968db3922707f464ec --- /dev/null +++ b/join-amazon-industrial/tasks/reviewer-log-rating-sum-long-horizon-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-log-rating-sum-long-horizon-heavy-tail +kind: external +task_type: regression +description: Predict log1p of total rating points a reviewer contributes over an extended horizon. Heavy tail sharpens as super-reviewers accumulate many ratings. +entity_table: reviewers +entity_col: reviewer_id +target_col: log_rating_sum_long +time_col: timestamp +timedelta: 100 days 19:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-sum-long-horizon-heavy-tail/train.parquet b/join-amazon-industrial/tasks/reviewer-log-rating-sum-long-horizon-heavy-tail/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-sum-long-horizon-heavy-tail/train.parquet rename to join-amazon-industrial/tasks/reviewer-log-rating-sum-long-horizon-heavy-tail/train.parquet diff --git a/join-amazon-industrial/tasks/reviewer-log-review-len-max-heavy-tail/manifest.yaml b/join-amazon-industrial/tasks/reviewer-log-review-len-max-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0d50f957b01b901b6ffdd2a3a7454a242d10e03e --- /dev/null +++ b/join-amazon-industrial/tasks/reviewer-log-review-len-max-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-log-review-len-max-heavy-tail +kind: external +task_type: regression +description: Predict log1p of the longest single review a reviewer posts in the next window. Range up to 32k chars yields an extreme heavy-tailed distribution. +entity_table: reviewers +entity_col: reviewer_id +target_col: log_review_len_max +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-max-heavy-tail/train.parquet b/join-amazon-industrial/tasks/reviewer-log-review-len-max-heavy-tail/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-max-heavy-tail/train.parquet rename to join-amazon-industrial/tasks/reviewer-log-review-len-max-heavy-tail/train.parquet diff --git a/join-amazon-industrial/tasks/reviewer-log-review-len-mean-heavy-tail/manifest.yaml b/join-amazon-industrial/tasks/reviewer-log-review-len-mean-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a3513f2bc9817c61676327f10e34f01f2121e970 --- /dev/null +++ b/join-amazon-industrial/tasks/reviewer-log-review-len-mean-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-log-review-len-mean-heavy-tail +kind: external +task_type: regression +description: Predict log1p of the mean review character count for a reviewer next window. Most reviewers are inactive (zeros); active subset spans concise to verbose styles. +entity_table: reviewers +entity_col: reviewer_id +target_col: log_review_len_mean +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-mean-heavy-tail/train.parquet b/join-amazon-industrial/tasks/reviewer-log-review-len-mean-heavy-tail/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-mean-heavy-tail/train.parquet rename to join-amazon-industrial/tasks/reviewer-log-review-len-mean-heavy-tail/train.parquet diff --git a/join-amazon-industrial/tasks/reviewer-log-review-len-min-heavy-tail/manifest.yaml b/join-amazon-industrial/tasks/reviewer-log-review-len-min-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0aa340e4f5d15dc671c9e03095a74a9993d0a8b4 --- /dev/null +++ b/join-amazon-industrial/tasks/reviewer-log-review-len-min-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-log-review-len-min-heavy-tail +kind: external +task_type: regression +description: Predict log1p of the shortest single review a reviewer posts next window. Zero-inflated for quiet users with a long tail of minimum-lengthy reviewers. +entity_table: reviewers +entity_col: reviewer_id +target_col: log_review_len_min +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-min-heavy-tail/train.parquet b/join-amazon-industrial/tasks/reviewer-log-review-len-min-heavy-tail/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-min-heavy-tail/train.parquet rename to join-amazon-industrial/tasks/reviewer-log-review-len-min-heavy-tail/train.parquet diff --git a/join-amazon-industrial/tasks/reviewer-log-review-len-sum-heavy-tail/manifest.yaml b/join-amazon-industrial/tasks/reviewer-log-review-len-sum-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1e64764795d281c91485142153f58d11a2cda9c2 --- /dev/null +++ b/join-amazon-industrial/tasks/reviewer-log-review-len-sum-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-log-review-len-sum-heavy-tail +kind: external +task_type: regression +description: Predict log1p of total characters a reviewer writes in the next window. Zero-dominated (most reviewers go quiet) with a heavy tail of power-reviewers. +entity_table: reviewers +entity_col: reviewer_id +target_col: log_review_len_sum +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-sum-heavy-tail/train.parquet b/join-amazon-industrial/tasks/reviewer-log-review-len-sum-heavy-tail/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-sum-heavy-tail/train.parquet rename to join-amazon-industrial/tasks/reviewer-log-review-len-sum-heavy-tail/train.parquet diff --git a/join-amazon-industrial/tasks/reviewer-log-review-len-sum-long-horizon-heavy-tail/manifest.yaml b/join-amazon-industrial/tasks/reviewer-log-review-len-sum-long-horizon-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3018a1a305da5595d82584fc1f621507332bd35c --- /dev/null +++ b/join-amazon-industrial/tasks/reviewer-log-review-len-sum-long-horizon-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-log-review-len-sum-long-horizon-heavy-tail +kind: external +task_type: regression +description: Predict log1p of total characters a reviewer writes over an extended horizon. Power-reviewer tail becomes more pronounced with longer windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: log_review_len_sum_long +time_col: timestamp +timedelta: 100 days 19:12:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-sum-long-horizon-heavy-tail/train.parquet b/join-amazon-industrial/tasks/reviewer-log-review-len-sum-long-horizon-heavy-tail/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-sum-long-horizon-heavy-tail/train.parquet rename to join-amazon-industrial/tasks/reviewer-log-review-len-sum-long-horizon-heavy-tail/train.parquet diff --git a/join-amazon-industrial/tasks/reviewer-rating-trend/manifest.yaml b/join-amazon-industrial/tasks/reviewer-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..96dabc753eb3a2f84c4fdcac9786eee044de7abf --- /dev/null +++ b/join-amazon-industrial/tasks/reviewer-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a reviewer's mean rating will increase in the next time window compared to the previous. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_rating_increasing +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-rating-trend/train.parquet b/join-amazon-industrial/tasks/reviewer-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-reviewer-rating-trend/train.parquet rename to join-amazon-industrial/tasks/reviewer-rating-trend/train.parquet diff --git a/join-amazon-industrial/tasks/reviewer-return/manifest.yaml b/join-amazon-industrial/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..90f8d34120deb4a112cd56ecd6507859642b86e1 --- /dev/null +++ b/join-amazon-industrial/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a previously active reviewer who was absent will return and post an industrial product review in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_returning_reviewer +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-return/train.parquet b/join-amazon-industrial/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-reviewer-return/train.parquet rename to join-amazon-industrial/tasks/reviewer-return/train.parquet diff --git a/join-amazon-industrial/tasks/reviewer-review-length-ratio/manifest.yaml b/join-amazon-industrial/tasks/reviewer-review-length-ratio/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2553176fde05a145cf83f0f62fa4b14c8dbe5354 --- /dev/null +++ b/join-amazon-industrial/tasks/reviewer-review-length-ratio/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-length-ratio +kind: external +task_type: regression +description: Predict the ratio of total review characters to total rating points for a reviewer, measuring elaboration per quality star. +entity_table: reviewers +entity_col: reviewer_id +target_col: review_len_per_rating +time_col: timestamp +timedelta: 50 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-review-length-ratio/train.parquet b/join-amazon-industrial/tasks/reviewer-review-length-ratio/train.parquet similarity index 100% rename from thejoin-amazon-industrial/tasks/predict-reviewer-review-length-ratio/train.parquet rename to join-amazon-industrial/tasks/reviewer-review-length-ratio/train.parquet diff --git a/thejoin-amazon-kindle/db/books.parquet b/join-amazon-kindle/db/books.parquet similarity index 100% rename from thejoin-amazon-kindle/db/books.parquet rename to join-amazon-kindle/db/books.parquet diff --git a/thejoin-amazon-kindle/db/reviewers.parquet b/join-amazon-kindle/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-kindle/db/reviewers.parquet rename to join-amazon-kindle/db/reviewers.parquet diff --git a/thejoin-amazon-kindle/db/reviews.parquet b/join-amazon-kindle/db/reviews.parquet similarity index 100% rename from thejoin-amazon-kindle/db/reviews.parquet rename to join-amazon-kindle/db/reviews.parquet diff --git a/join-amazon-kindle/manifest.yaml b/join-amazon-kindle/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..793abc3c7dddddb75a2653944e04f57812f319e5 --- /dev/null +++ b/join-amazon-kindle/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-kindle +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + books: + pkey: book_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + book_id: books diff --git a/join-amazon-kindle/tasks/book-avg-rating/manifest.yaml b/join-amazon-kindle/tasks/book-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c699ed317ab0d8a63a7577fcadda03d48a4a9617 --- /dev/null +++ b/join-amazon-kindle/tasks/book-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: book-avg-rating +kind: external +task_type: regression +description: Predict the mean rating a Kindle book will receive in the next time window. +entity_table: books +entity_col: book_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-avg-rating/train.parquet b/join-amazon-kindle/tasks/book-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-book-avg-rating/train.parquet rename to join-amazon-kindle/tasks/book-avg-rating/train.parquet diff --git a/join-amazon-kindle/tasks/book-distinct-reviewers/manifest.yaml b/join-amazon-kindle/tasks/book-distinct-reviewers/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9654c58e1599a2b9bf41cc08ba706efca3d7e2eb --- /dev/null +++ b/join-amazon-kindle/tasks/book-distinct-reviewers/manifest.yaml @@ -0,0 +1,10 @@ +name: book-distinct-reviewers +kind: external +task_type: regression +description: Predict the number of distinct reviewers who will review a Kindle book in the next time window. +entity_table: books +entity_col: book_id +target_col: distinct_reviewers_next +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-distinct-reviewers/train.parquet b/join-amazon-kindle/tasks/book-distinct-reviewers/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-book-distinct-reviewers/train.parquet rename to join-amazon-kindle/tasks/book-distinct-reviewers/train.parquet diff --git a/join-amazon-kindle/tasks/book-high-rated/manifest.yaml b/join-amazon-kindle/tasks/book-high-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..08e3211a3900062f9432c248621075138047610c --- /dev/null +++ b/join-amazon-kindle/tasks/book-high-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: book-high-rated +kind: external +task_type: binary_classification +description: Predict whether a Kindle book will receive a mean rating above 4 in the next time window. +entity_table: books +entity_col: book_id +target_col: is_high_rated +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-high-rated/train.parquet b/join-amazon-kindle/tasks/book-high-rated/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-book-high-rated/train.parquet rename to join-amazon-kindle/tasks/book-high-rated/train.parquet diff --git a/join-amazon-kindle/tasks/book-new-reviewer-adoption/manifest.yaml b/join-amazon-kindle/tasks/book-new-reviewer-adoption/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e5f006cedbfb3baa1609ec96ecf63a6661199c64 --- /dev/null +++ b/join-amazon-kindle/tasks/book-new-reviewer-adoption/manifest.yaml @@ -0,0 +1,10 @@ +name: book-new-reviewer-adoption +kind: external +task_type: binary_classification +description: Whether the book receives a review from a reviewer who has never reviewed it before next window. +entity_table: books +entity_col: book_id +target_col: gets_new_reviewer +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-new-reviewer-adoption/train.parquet b/join-amazon-kindle/tasks/book-new-reviewer-adoption/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-book-new-reviewer-adoption/train.parquet rename to join-amazon-kindle/tasks/book-new-reviewer-adoption/train.parquet diff --git a/join-amazon-kindle/tasks/book-rank-change-by-rating/manifest.yaml b/join-amazon-kindle/tasks/book-rank-change-by-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..af5bf7c5f5fa6d76d6cb0b82dd23eab7d097bede --- /dev/null +++ b/join-amazon-kindle/tasks/book-rank-change-by-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: book-rank-change-by-rating +kind: external +task_type: binary_classification +description: Whether the book's rank by mean rating within its reviewer cohort improves by at least 1 position next window. +entity_table: books +entity_col: book_id +target_col: rank_improved +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-rank-change-by-rating/train.parquet b/join-amazon-kindle/tasks/book-rank-change-by-rating/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-book-rank-change-by-rating/train.parquet rename to join-amazon-kindle/tasks/book-rank-change-by-rating/train.parquet diff --git a/join-amazon-kindle/tasks/book-rating-change/manifest.yaml b/join-amazon-kindle/tasks/book-rating-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2f128d6c1c52e84be23ef6dd6a8714356c90b6ac --- /dev/null +++ b/join-amazon-kindle/tasks/book-rating-change/manifest.yaml @@ -0,0 +1,10 @@ +name: book-rating-change +kind: external +task_type: regression +description: Predict the change in mean rating a Kindle book receives from the previous to the next time window. +entity_table: books +entity_col: book_id +target_col: rating_change_next +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-rating-change/train.parquet b/join-amazon-kindle/tasks/book-rating-change/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-book-rating-change/train.parquet rename to join-amazon-kindle/tasks/book-rating-change/train.parquet diff --git a/join-amazon-kindle/tasks/book-rating-trend-reversal/manifest.yaml b/join-amazon-kindle/tasks/book-rating-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..63699d4bf56a005fc88bbc4f839fa3d90536d87e --- /dev/null +++ b/join-amazon-kindle/tasks/book-rating-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: book-rating-trend-reversal +kind: external +task_type: binary_classification +description: Whether the sign of change in the book's mean rating flips between the current and next window. +entity_table: books +entity_col: book_id +target_col: rating_trend_flips +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-rating-trend-reversal/train.parquet b/join-amazon-kindle/tasks/book-rating-trend-reversal/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-book-rating-trend-reversal/train.parquet rename to join-amazon-kindle/tasks/book-rating-trend-reversal/train.parquet diff --git a/join-amazon-kindle/tasks/book-rating-volatility/manifest.yaml b/join-amazon-kindle/tasks/book-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..640cb46c16ee60ce508daf09a95e10df99999ede --- /dev/null +++ b/join-amazon-kindle/tasks/book-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: book-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings a Kindle book will receive in the next time window, indicating reader polarization. +entity_table: books +entity_col: book_id +target_col: rating_volatility_next +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-rating-volatility/train.parquet b/join-amazon-kindle/tasks/book-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-book-rating-volatility/train.parquet rename to join-amazon-kindle/tasks/book-rating-volatility/train.parquet diff --git a/join-amazon-kindle/tasks/book-review-count/manifest.yaml b/join-amazon-kindle/tasks/book-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..35821050b3c2f6bec0a1b7a20fffc5edfcf77332 --- /dev/null +++ b/join-amazon-kindle/tasks/book-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: book-review-count +kind: external +task_type: regression +description: Predict the number of reviews a Kindle book will receive in the next time window. +entity_table: books +entity_col: book_id +target_col: review_count_next +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-review-count/train.parquet b/join-amazon-kindle/tasks/book-review-count/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-book-review-count/train.parquet rename to join-amazon-kindle/tasks/book-review-count/train.parquet diff --git a/join-amazon-kindle/tasks/book-review-streak/manifest.yaml b/join-amazon-kindle/tasks/book-review-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8e672d1f90cb82139fe9c72e9779e0912acd2cbf --- /dev/null +++ b/join-amazon-kindle/tasks/book-review-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: book-review-streak +kind: external +task_type: regression +description: Longest consecutive-sub-period stretch of incoming reviews for the book (7 buckets). +entity_table: books +entity_col: book_id +target_col: max_streak +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-review-streak/train.parquet b/join-amazon-kindle/tasks/book-review-streak/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-book-review-streak/train.parquet rename to join-amazon-kindle/tasks/book-review-streak/train.parquet diff --git a/join-amazon-kindle/tasks/book-time-until-next-review/manifest.yaml b/join-amazon-kindle/tasks/book-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8d09ab21e3b12fc157a5f4b6fb58dc90272c4b3f --- /dev/null +++ b/join-amazon-kindle/tasks/book-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: book-time-until-next-review +kind: external +task_type: regression +description: Days until the book's next incoming review. +entity_table: books +entity_col: book_id +target_col: days_to_next_review +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-time-until-next-review/train.parquet b/join-amazon-kindle/tasks/book-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-book-time-until-next-review/train.parquet rename to join-amazon-kindle/tasks/book-time-until-next-review/train.parquet diff --git a/join-amazon-kindle/tasks/book-top-rated/manifest.yaml b/join-amazon-kindle/tasks/book-top-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..aa897db052f52fb7bbf3b3d193e58034438c715f --- /dev/null +++ b/join-amazon-kindle/tasks/book-top-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: book-top-rated +kind: external +task_type: binary_classification +description: Predict whether a Kindle book will rank in the top 25% by mean rating among all books in the next time window. +entity_table: books +entity_col: book_id +target_col: is_top_rated_book +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-top-rated/train.parquet b/join-amazon-kindle/tasks/book-top-rated/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-book-top-rated/train.parquet rename to join-amazon-kindle/tasks/book-top-rated/train.parquet diff --git a/join-amazon-kindle/tasks/reviewer-active/manifest.yaml b/join-amazon-kindle/tasks/reviewer-active/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4dcdefd8ab14e93c4069ace00c49caf6081a43bd --- /dev/null +++ b/join-amazon-kindle/tasks/reviewer-active/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post at least one Kindle review in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_active +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-active/train.parquet b/join-amazon-kindle/tasks/reviewer-active/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-reviewer-active/train.parquet rename to join-amazon-kindle/tasks/reviewer-active/train.parquet diff --git a/join-amazon-kindle/tasks/reviewer-avg-review-length/manifest.yaml b/join-amazon-kindle/tasks/reviewer-avg-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..316172d1c4f9b7ad3bbf45730069b260448371fa --- /dev/null +++ b/join-amazon-kindle/tasks/reviewer-avg-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-avg-review-length +kind: external +task_type: regression +description: Predict the mean review length a reviewer will write for Kindle books in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_review_len_next +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-avg-review-length/train.parquet b/join-amazon-kindle/tasks/reviewer-avg-review-length/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-reviewer-avg-review-length/train.parquet rename to join-amazon-kindle/tasks/reviewer-avg-review-length/train.parquet diff --git a/join-amazon-kindle/tasks/reviewer-churn/manifest.yaml b/join-amazon-kindle/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..64f3e57b1991b8e93e170be56b5c8fb3dcd05b14 --- /dev/null +++ b/join-amazon-kindle/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post no Kindle reviews in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_churned +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-churn/train.parquet b/join-amazon-kindle/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-kindle/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-kindle/tasks/reviewer-new-book-adoption/manifest.yaml b/join-amazon-kindle/tasks/reviewer-new-book-adoption/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..424f527286820ddc94cc2210db81a6d5313ea17f --- /dev/null +++ b/join-amazon-kindle/tasks/reviewer-new-book-adoption/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-new-book-adoption +kind: external +task_type: binary_classification +description: Whether the reviewer reviews a book they have never reviewed before in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: adopts_new_book +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-new-book-adoption/train.parquet b/join-amazon-kindle/tasks/reviewer-new-book-adoption/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-reviewer-new-book-adoption/train.parquet rename to join-amazon-kindle/tasks/reviewer-new-book-adoption/train.parquet diff --git a/join-amazon-kindle/tasks/reviewer-rating-trend-reversal/manifest.yaml b/join-amazon-kindle/tasks/reviewer-rating-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9dde7baa548390f806b8f81eb98d80abc6df7cf8 --- /dev/null +++ b/join-amazon-kindle/tasks/reviewer-rating-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-trend-reversal +kind: external +task_type: binary_classification +description: Whether the sign of change in the reviewer's mean rating flips between the current and next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: rating_trend_flips +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-rating-trend-reversal/train.parquet b/join-amazon-kindle/tasks/reviewer-rating-trend-reversal/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-reviewer-rating-trend-reversal/train.parquet rename to join-amazon-kindle/tasks/reviewer-rating-trend-reversal/train.parquet diff --git a/join-amazon-kindle/tasks/reviewer-rating-trend/manifest.yaml b/join-amazon-kindle/tasks/reviewer-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a045ec6d99f185a7219b41a17d3dba6af154acae --- /dev/null +++ b/join-amazon-kindle/tasks/reviewer-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a reviewer's mean rating will increase in the next time window compared to the previous. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_rating_increasing +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-rating-trend/train.parquet b/join-amazon-kindle/tasks/reviewer-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-reviewer-rating-trend/train.parquet rename to join-amazon-kindle/tasks/reviewer-rating-trend/train.parquet diff --git a/join-amazon-kindle/tasks/reviewer-return/manifest.yaml b/join-amazon-kindle/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9d3b7d3cc851bb904c8df1317195ffd814040fc3 --- /dev/null +++ b/join-amazon-kindle/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a previously active reviewer who was absent will return and post a Kindle review in the next time window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_returning_reviewer +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-return/train.parquet b/join-amazon-kindle/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-reviewer-return/train.parquet rename to join-amazon-kindle/tasks/reviewer-return/train.parquet diff --git a/join-amazon-kindle/tasks/reviewer-review-length-ratio/manifest.yaml b/join-amazon-kindle/tasks/reviewer-review-length-ratio/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..95965eefecc8c0c8fdb9b4dc6a6f035e45de3f16 --- /dev/null +++ b/join-amazon-kindle/tasks/reviewer-review-length-ratio/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-length-ratio +kind: external +task_type: regression +description: Predict the ratio of total review characters to total rating points for a reviewer, measuring depth of literary critique per quality star. +entity_table: reviewers +entity_col: reviewer_id +target_col: review_len_per_rating +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-review-length-ratio/train.parquet b/join-amazon-kindle/tasks/reviewer-review-length-ratio/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-reviewer-review-length-ratio/train.parquet rename to join-amazon-kindle/tasks/reviewer-review-length-ratio/train.parquet diff --git a/join-amazon-kindle/tasks/reviewer-review-length-volatility/manifest.yaml b/join-amazon-kindle/tasks/reviewer-review-length-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6dc4103669b70c4cecb279e97bcafdb9028d9c63 --- /dev/null +++ b/join-amazon-kindle/tasks/reviewer-review-length-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-length-volatility +kind: external +task_type: regression +description: Standard deviation of the reviewer's review lengths in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: review_len_std +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-review-length-volatility/train.parquet b/join-amazon-kindle/tasks/reviewer-review-length-volatility/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-reviewer-review-length-volatility/train.parquet rename to join-amazon-kindle/tasks/reviewer-review-length-volatility/train.parquet diff --git a/join-amazon-kindle/tasks/reviewer-review-streak/manifest.yaml b/join-amazon-kindle/tasks/reviewer-review-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5aed080ce95e4addd33796071100e6487d279b83 --- /dev/null +++ b/join-amazon-kindle/tasks/reviewer-review-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-streak +kind: external +task_type: regression +description: Longest consecutive-sub-period active streak for the reviewer in the future window (7 buckets). +entity_table: reviewers +entity_col: reviewer_id +target_col: max_streak +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-review-streak/train.parquet b/join-amazon-kindle/tasks/reviewer-review-streak/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-reviewer-review-streak/train.parquet rename to join-amazon-kindle/tasks/reviewer-review-streak/train.parquet diff --git a/join-amazon-kindle/tasks/reviewer-time-until-next-review/manifest.yaml b/join-amazon-kindle/tasks/reviewer-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..41e055c6fcd42ed739653a311ae7c5acf7a9e41d --- /dev/null +++ b/join-amazon-kindle/tasks/reviewer-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-review +kind: external +task_type: regression +description: Days until the reviewer's next review event after the window start. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_review +time_col: timestamp +timedelta: 66 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-time-until-next-review/train.parquet b/join-amazon-kindle/tasks/reviewer-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-kindle/tasks/predict-reviewer-time-until-next-review/train.parquet rename to join-amazon-kindle/tasks/reviewer-time-until-next-review/train.parquet diff --git a/thejoin-amazon-luxury-beauty/db/products.parquet b/join-amazon-luxury-beauty/db/products.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/db/products.parquet rename to join-amazon-luxury-beauty/db/products.parquet diff --git a/thejoin-amazon-luxury-beauty/db/reviewers.parquet b/join-amazon-luxury-beauty/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/db/reviewers.parquet rename to join-amazon-luxury-beauty/db/reviewers.parquet diff --git a/thejoin-amazon-luxury-beauty/db/reviews.parquet b/join-amazon-luxury-beauty/db/reviews.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/db/reviews.parquet rename to join-amazon-luxury-beauty/db/reviews.parquet diff --git a/join-amazon-luxury-beauty/manifest.yaml b/join-amazon-luxury-beauty/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2a0c1e5b615058ac0b22a5e16fd219aab8746bde --- /dev/null +++ b/join-amazon-luxury-beauty/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-luxury-beauty +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/join-amazon-luxury-beauty/tasks/product-churn-5w/manifest.yaml b/join-amazon-luxury-beauty/tasks/product-churn-5w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d63f745a40f06c3158a286f598abd1e6534c2bcb --- /dev/null +++ b/join-amazon-luxury-beauty/tasks/product-churn-5w/manifest.yaml @@ -0,0 +1,10 @@ +name: product-churn-5w +kind: external +task_type: binary_classification +description: Predict if product receives no reviews in the next 5-window horizon. +entity_table: products +entity_col: product_id +target_col: product_churn_5w +time_col: timestamp +timedelta: 211 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-product-churn-5w/train.parquet b/join-amazon-luxury-beauty/tasks/product-churn-5w/train.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/tasks/predict-product-churn-5w/train.parquet rename to join-amazon-luxury-beauty/tasks/product-churn-5w/train.parquet diff --git a/join-amazon-luxury-beauty/tasks/product-high-vote-engagement/manifest.yaml b/join-amazon-luxury-beauty/tasks/product-high-vote-engagement/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..84897192a7bfd193d782d0c4ff353bb0a65ef595 --- /dev/null +++ b/join-amazon-luxury-beauty/tasks/product-high-vote-engagement/manifest.yaml @@ -0,0 +1,10 @@ +name: product-high-vote-engagement +kind: external +task_type: binary_classification +description: Predict whether a luxury beauty product's total helpful votes next window exceed 7 (median engagement threshold). +entity_table: products +entity_col: product_id +target_col: high_vote_flag +time_col: timestamp +timedelta: 42 days 07:40:48 +manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-product-high-vote-engagement/train.parquet b/join-amazon-luxury-beauty/tasks/product-high-vote-engagement/train.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/tasks/predict-product-high-vote-engagement/train.parquet rename to join-amazon-luxury-beauty/tasks/product-high-vote-engagement/train.parquet diff --git a/join-amazon-luxury-beauty/tasks/product-rating-trend/manifest.yaml b/join-amazon-luxury-beauty/tasks/product-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e277fe4abb2be4da192ad6fbf99d93b254bfb5cf --- /dev/null +++ b/join-amazon-luxury-beauty/tasks/product-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a luxury beauty product's mean rating will increase next window compared to the current window. +entity_table: products +entity_col: product_id +target_col: rating_trend_up +time_col: timestamp +timedelta: 42 days 07:40:48 +manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-product-rating-trend/train.parquet b/join-amazon-luxury-beauty/tasks/product-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/tasks/predict-product-rating-trend/train.parquet rename to join-amazon-luxury-beauty/tasks/product-rating-trend/train.parquet diff --git a/join-amazon-luxury-beauty/tasks/product-rating-volatility/manifest.yaml b/join-amazon-luxury-beauty/tasks/product-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6c680e25d830d915c9d960a8f5650554720a60d8 --- /dev/null +++ b/join-amazon-luxury-beauty/tasks/product-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings a luxury beauty product will receive next window. +entity_table: products +entity_col: product_id +target_col: rating_volatility +time_col: timestamp +timedelta: 42 days 07:40:48 +manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-product-rating-volatility/train.parquet b/join-amazon-luxury-beauty/tasks/product-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/tasks/predict-product-rating-volatility/train.parquet rename to join-amazon-luxury-beauty/tasks/product-rating-volatility/train.parquet diff --git a/join-amazon-luxury-beauty/tasks/product-review-len-change/manifest.yaml b/join-amazon-luxury-beauty/tasks/product-review-len-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d8d5244dbd96123390828401de4ecf7cf591f503 --- /dev/null +++ b/join-amazon-luxury-beauty/tasks/product-review-len-change/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-len-change +kind: external +task_type: regression +description: Predict the change in mean review length for a luxury beauty product from current to next window. +entity_table: products +entity_col: product_id +target_col: review_len_change +time_col: timestamp +timedelta: 42 days 07:40:48 +manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-product-review-len-change/train.parquet b/join-amazon-luxury-beauty/tasks/product-review-len-change/train.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/tasks/predict-product-review-len-change/train.parquet rename to join-amazon-luxury-beauty/tasks/product-review-len-change/train.parquet diff --git a/join-amazon-luxury-beauty/tasks/product-time-until-next-5w/manifest.yaml b/join-amazon-luxury-beauty/tasks/product-time-until-next-5w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4083fba6055c25ddf0b12d30b71654d5ba5a800d --- /dev/null +++ b/join-amazon-luxury-beauty/tasks/product-time-until-next-5w/manifest.yaml @@ -0,0 +1,10 @@ +name: product-time-until-next-5w +kind: external +task_type: regression +description: Predict days until a product's next review over a 5-window horizon. +entity_table: products +entity_col: product_id +target_col: product_days_to_next_5w +time_col: timestamp +timedelta: 211 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-product-time-until-next-5w/train.parquet b/join-amazon-luxury-beauty/tasks/product-time-until-next-5w/train.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/tasks/predict-product-time-until-next-5w/train.parquet rename to join-amazon-luxury-beauty/tasks/product-time-until-next-5w/train.parquet diff --git a/join-amazon-luxury-beauty/tasks/product-top-rated/manifest.yaml b/join-amazon-luxury-beauty/tasks/product-top-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b1e2f1a14d7f69226c3f0efb2e1daa50bbecc689 --- /dev/null +++ b/join-amazon-luxury-beauty/tasks/product-top-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-rated +kind: external +task_type: binary_classification +description: Predict whether a luxury beauty product will rank in the top 25% by mean rating next window. +entity_table: products +entity_col: product_id +target_col: is_top_rated +time_col: timestamp +timedelta: 42 days 07:40:48 +manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-product-top-rated/train.parquet b/join-amazon-luxury-beauty/tasks/product-top-rated/train.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/tasks/predict-product-top-rated/train.parquet rename to join-amazon-luxury-beauty/tasks/product-top-rated/train.parquet diff --git a/join-amazon-luxury-beauty/tasks/reviewer-active-next/manifest.yaml b/join-amazon-luxury-beauty/tasks/reviewer-active-next/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d7b553213037af450b55b8c537e638430c691fcc --- /dev/null +++ b/join-amazon-luxury-beauty/tasks/reviewer-active-next/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active-next +kind: external +task_type: binary_classification +description: Predict whether a reviewer will submit at least one luxury beauty review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_active_next +time_col: timestamp +timedelta: 42 days 07:40:48 +manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-active-next/train.parquet b/join-amazon-luxury-beauty/tasks/reviewer-active-next/train.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/tasks/predict-reviewer-active-next/train.parquet rename to join-amazon-luxury-beauty/tasks/reviewer-active-next/train.parquet diff --git a/join-amazon-luxury-beauty/tasks/reviewer-avg-rating/manifest.yaml b/join-amazon-luxury-beauty/tasks/reviewer-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bba8a2f222b005903fa3a329c1c8c0acebeb31eb --- /dev/null +++ b/join-amazon-luxury-beauty/tasks/reviewer-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-avg-rating +kind: external +task_type: regression +description: Predict the mean rating a reviewer will give to luxury beauty products in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 42 days 07:40:48 +manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-avg-rating/train.parquet b/join-amazon-luxury-beauty/tasks/reviewer-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/tasks/predict-reviewer-avg-rating/train.parquet rename to join-amazon-luxury-beauty/tasks/reviewer-avg-rating/train.parquet diff --git a/join-amazon-luxury-beauty/tasks/reviewer-churn-4w/manifest.yaml b/join-amazon-luxury-beauty/tasks/reviewer-churn-4w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2c192b5bc0c6628349e3918044e506f6668fea99 --- /dev/null +++ b/join-amazon-luxury-beauty/tasks/reviewer-churn-4w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-4w +kind: external +task_type: binary_classification +description: Predict if reviewer has no reviews in the next 4-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: churn_4w +time_col: timestamp +timedelta: 169 days 06:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-churn-4w/train.parquet b/join-amazon-luxury-beauty/tasks/reviewer-churn-4w/train.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/tasks/predict-reviewer-churn-4w/train.parquet rename to join-amazon-luxury-beauty/tasks/reviewer-churn-4w/train.parquet diff --git a/join-amazon-luxury-beauty/tasks/reviewer-churn-5w/manifest.yaml b/join-amazon-luxury-beauty/tasks/reviewer-churn-5w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dcd0d937843adafc7b0e8fe7749e9294b71d3ef3 --- /dev/null +++ b/join-amazon-luxury-beauty/tasks/reviewer-churn-5w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-5w +kind: external +task_type: binary_classification +description: Predict if reviewer has no reviews in the next 5-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: churn_5w +time_col: timestamp +timedelta: 211 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-churn-5w/train.parquet b/join-amazon-luxury-beauty/tasks/reviewer-churn-5w/train.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/tasks/predict-reviewer-churn-5w/train.parquet rename to join-amazon-luxury-beauty/tasks/reviewer-churn-5w/train.parquet diff --git a/join-amazon-luxury-beauty/tasks/reviewer-churn/manifest.yaml b/join-amazon-luxury-beauty/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..16ae84a65652b7c35c99a811568baf501ba540b0 --- /dev/null +++ b/join-amazon-luxury-beauty/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will have no luxury beauty review activity in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_churned +time_col: timestamp +timedelta: 42 days 07:40:48 +manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-churn/train.parquet b/join-amazon-luxury-beauty/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-luxury-beauty/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-luxury-beauty/tasks/reviewer-high-rating/manifest.yaml b/join-amazon-luxury-beauty/tasks/reviewer-high-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..82e0d03e3cb36f7613b9c7c845275d61d5473248 --- /dev/null +++ b/join-amazon-luxury-beauty/tasks/reviewer-high-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-high-rating +kind: external +task_type: binary_classification +description: Predict whether a reviewer's mean rating next window exceeds 4 (positive sentiment threshold). +entity_table: reviewers +entity_col: reviewer_id +target_col: high_rating_flag +time_col: timestamp +timedelta: 42 days 07:40:48 +manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-high-rating/train.parquet b/join-amazon-luxury-beauty/tasks/reviewer-high-rating/train.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/tasks/predict-reviewer-high-rating/train.parquet rename to join-amazon-luxury-beauty/tasks/reviewer-high-rating/train.parquet diff --git a/join-amazon-luxury-beauty/tasks/reviewer-return-4w/manifest.yaml b/join-amazon-luxury-beauty/tasks/reviewer-return-4w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1211f295330f408b3bd2a38d55c438b55543035e --- /dev/null +++ b/join-amazon-luxury-beauty/tasks/reviewer-return-4w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-4w +kind: external +task_type: binary_classification +description: Predict if an inactive reviewer reactivates within a 4-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: return_4w +time_col: timestamp +timedelta: 169 days 06:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-return-4w/train.parquet b/join-amazon-luxury-beauty/tasks/reviewer-return-4w/train.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/tasks/predict-reviewer-return-4w/train.parquet rename to join-amazon-luxury-beauty/tasks/reviewer-return-4w/train.parquet diff --git a/join-amazon-luxury-beauty/tasks/reviewer-return-5w/manifest.yaml b/join-amazon-luxury-beauty/tasks/reviewer-return-5w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..53e1d8f4568f2e1abc6beec33b7dfc2e00e546d2 --- /dev/null +++ b/join-amazon-luxury-beauty/tasks/reviewer-return-5w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-5w +kind: external +task_type: binary_classification +description: Predict if an inactive reviewer reactivates within a 5-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: return_5w +time_col: timestamp +timedelta: 211 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-return-5w/train.parquet b/join-amazon-luxury-beauty/tasks/reviewer-return-5w/train.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/tasks/predict-reviewer-return-5w/train.parquet rename to join-amazon-luxury-beauty/tasks/reviewer-return-5w/train.parquet diff --git a/join-amazon-luxury-beauty/tasks/reviewer-return/manifest.yaml b/join-amazon-luxury-beauty/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..afcc6508c91af6ae21ffb985bfd335dbf6e6e366 --- /dev/null +++ b/join-amazon-luxury-beauty/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a previously active reviewer will return to post luxury beauty reviews next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_return +time_col: timestamp +timedelta: 42 days 07:40:48 +manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-return/train.parquet b/join-amazon-luxury-beauty/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/tasks/predict-reviewer-return/train.parquet rename to join-amazon-luxury-beauty/tasks/reviewer-return/train.parquet diff --git a/join-amazon-luxury-beauty/tasks/reviewer-review-count/manifest.yaml b/join-amazon-luxury-beauty/tasks/reviewer-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d2bbf412b353d1d466edb1092701ee5970f20a92 --- /dev/null +++ b/join-amazon-luxury-beauty/tasks/reviewer-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-count +kind: external +task_type: regression +description: Predict how many luxury beauty reviews a reviewer will post in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: review_count_next +time_col: timestamp +timedelta: 42 days 07:40:48 +manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-review-count/train.parquet b/join-amazon-luxury-beauty/tasks/reviewer-review-count/train.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/tasks/predict-reviewer-review-count/train.parquet rename to join-amazon-luxury-beauty/tasks/reviewer-review-count/train.parquet diff --git a/join-amazon-luxury-beauty/tasks/reviewer-time-until-next-4w/manifest.yaml b/join-amazon-luxury-beauty/tasks/reviewer-time-until-next-4w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9e5346d6e72c96f37370f4198b61f8138c67a876 --- /dev/null +++ b/join-amazon-luxury-beauty/tasks/reviewer-time-until-next-4w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-4w +kind: external +task_type: regression +description: Predict days until a reviewer's next review over a 4-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_4w +time_col: timestamp +timedelta: 169 days 06:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-time-until-next-4w/train.parquet b/join-amazon-luxury-beauty/tasks/reviewer-time-until-next-4w/train.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/tasks/predict-reviewer-time-until-next-4w/train.parquet rename to join-amazon-luxury-beauty/tasks/reviewer-time-until-next-4w/train.parquet diff --git a/join-amazon-luxury-beauty/tasks/reviewer-time-until-next-5w/manifest.yaml b/join-amazon-luxury-beauty/tasks/reviewer-time-until-next-5w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..57b0ea1b23196483bdb694399f7b1c241f9d8b5b --- /dev/null +++ b/join-amazon-luxury-beauty/tasks/reviewer-time-until-next-5w/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-5w +kind: external +task_type: regression +description: Predict days until a reviewer's next review over a 5-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_5w +time_col: timestamp +timedelta: 211 days 14:24:00 +manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-time-until-next-5w/train.parquet b/join-amazon-luxury-beauty/tasks/reviewer-time-until-next-5w/train.parquet similarity index 100% rename from thejoin-amazon-luxury-beauty/tasks/predict-reviewer-time-until-next-5w/train.parquet rename to join-amazon-luxury-beauty/tasks/reviewer-time-until-next-5w/train.parquet diff --git a/thejoin-amazon-magazine/db/magazines.parquet b/join-amazon-magazine/db/magazines.parquet similarity index 100% rename from thejoin-amazon-magazine/db/magazines.parquet rename to join-amazon-magazine/db/magazines.parquet diff --git a/thejoin-amazon-magazine/db/reviewers.parquet b/join-amazon-magazine/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-magazine/db/reviewers.parquet rename to join-amazon-magazine/db/reviewers.parquet diff --git a/thejoin-amazon-magazine/db/reviews.parquet b/join-amazon-magazine/db/reviews.parquet similarity index 100% rename from thejoin-amazon-magazine/db/reviews.parquet rename to join-amazon-magazine/db/reviews.parquet diff --git a/join-amazon-magazine/manifest.yaml b/join-amazon-magazine/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c60fa98d63c69e7cfe79da6a9f414bb7884d4fdf --- /dev/null +++ b/join-amazon-magazine/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-magazine +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + magazines: + pkey: magazine_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + magazine_id: magazines diff --git a/join-amazon-magazine/tasks/magazine-churn-long-5x/manifest.yaml b/join-amazon-magazine/tasks/magazine-churn-long-5x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..07edfd01601a1064a9c8eef1a559f0067687fda9 --- /dev/null +++ b/join-amazon-magazine/tasks/magazine-churn-long-5x/manifest.yaml @@ -0,0 +1,10 @@ +name: magazine-churn-long-5x +kind: external +task_type: binary_classification +description: Whether magazine receives zero reviews in next 5x window. +entity_table: magazines +entity_col: magazine_id +target_col: mag_churn_5x +time_col: timestamp +timedelta: 268 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-churn-long-5x/train.parquet b/join-amazon-magazine/tasks/magazine-churn-long-5x/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-magazine-churn-long-5x/train.parquet rename to join-amazon-magazine/tasks/magazine-churn-long-5x/train.parquet diff --git a/join-amazon-magazine/tasks/magazine-high-rating/manifest.yaml b/join-amazon-magazine/tasks/magazine-high-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..87414cf117c20633d483029b60907c2cfe598f54 --- /dev/null +++ b/join-amazon-magazine/tasks/magazine-high-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: magazine-high-rating +kind: external +task_type: binary_classification +description: Predict whether a magazine's mean rating next window will exceed 4 (near median satisfaction threshold). +entity_table: magazines +entity_col: magazine_id +target_col: high_rating_flag +time_col: timestamp +timedelta: 53 days 16:19:12 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-high-rating/train.parquet b/join-amazon-magazine/tasks/magazine-high-rating/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-magazine-high-rating/train.parquet rename to join-amazon-magazine/tasks/magazine-high-rating/train.parquet diff --git a/join-amazon-magazine/tasks/magazine-peer-outperform-review-length/manifest.yaml b/join-amazon-magazine/tasks/magazine-peer-outperform-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bc23461a3c4a2f2f8cb9fb7c27a8cb9f010d37bc --- /dev/null +++ b/join-amazon-magazine/tasks/magazine-peer-outperform-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: magazine-peer-outperform-review-length +kind: external +task_type: binary_classification +description: Whether the magazine's mean review length next window exceeds the mean of its verified/unverified peer group. +entity_table: magazines +entity_col: magazine_id +target_col: beats_peers +time_col: timestamp +timedelta: 53 days 16:19:12 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-peer-outperform-review-length/train.parquet b/join-amazon-magazine/tasks/magazine-peer-outperform-review-length/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-magazine-peer-outperform-review-length/train.parquet rename to join-amazon-magazine/tasks/magazine-peer-outperform-review-length/train.parquet diff --git a/join-amazon-magazine/tasks/magazine-rating-trend/manifest.yaml b/join-amazon-magazine/tasks/magazine-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b5910199819a286dcada9702fe897dc19ca4d586 --- /dev/null +++ b/join-amazon-magazine/tasks/magazine-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: magazine-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a magazine's mean rating will increase next window compared to the current window. +entity_table: magazines +entity_col: magazine_id +target_col: rating_trend_up +time_col: timestamp +timedelta: 53 days 16:19:12 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-rating-trend/train.parquet b/join-amazon-magazine/tasks/magazine-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-magazine-rating-trend/train.parquet rename to join-amazon-magazine/tasks/magazine-rating-trend/train.parquet diff --git a/join-amazon-magazine/tasks/magazine-return-5x/manifest.yaml b/join-amazon-magazine/tasks/magazine-return-5x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2da3bc93b5ddb594ae0bb2448dab96846562e974 --- /dev/null +++ b/join-amazon-magazine/tasks/magazine-return-5x/manifest.yaml @@ -0,0 +1,10 @@ +name: magazine-return-5x +kind: external +task_type: binary_classification +description: Whether dormant magazine receives a review in next 5x window. +entity_table: magazines +entity_col: magazine_id +target_col: mag_return_5x +time_col: timestamp +timedelta: 268 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-return-5x/train.parquet b/join-amazon-magazine/tasks/magazine-return-5x/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-magazine-return-5x/train.parquet rename to join-amazon-magazine/tasks/magazine-return-5x/train.parquet diff --git a/join-amazon-magazine/tasks/magazine-review-len-change/manifest.yaml b/join-amazon-magazine/tasks/magazine-review-len-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9cbe29914d6df33222b1cb98e0995aaec1a7ca4a --- /dev/null +++ b/join-amazon-magazine/tasks/magazine-review-len-change/manifest.yaml @@ -0,0 +1,10 @@ +name: magazine-review-len-change +kind: external +task_type: regression +description: Predict the change in mean review length for a magazine from current to next window. +entity_table: magazines +entity_col: magazine_id +target_col: review_len_change +time_col: timestamp +timedelta: 53 days 16:19:12 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-review-len-change/train.parquet b/join-amazon-magazine/tasks/magazine-review-len-change/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-magazine-review-len-change/train.parquet rename to join-amazon-magazine/tasks/magazine-review-len-change/train.parquet diff --git a/join-amazon-magazine/tasks/magazine-review-share/manifest.yaml b/join-amazon-magazine/tasks/magazine-review-share/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0455b17166e96d96296269884abd3fbf4468c3aa --- /dev/null +++ b/join-amazon-magazine/tasks/magazine-review-share/manifest.yaml @@ -0,0 +1,10 @@ +name: magazine-review-share +kind: external +task_type: regression +description: Magazine's share of total review-length volume across all magazines next window. +entity_table: magazines +entity_col: magazine_id +target_col: review_share +time_col: timestamp +timedelta: 53 days 16:19:12 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-review-share/train.parquet b/join-amazon-magazine/tasks/magazine-review-share/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-magazine-review-share/train.parquet rename to join-amazon-magazine/tasks/magazine-review-share/train.parquet diff --git a/join-amazon-magazine/tasks/magazine-review-streak-length/manifest.yaml b/join-amazon-magazine/tasks/magazine-review-streak-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..512e086693a55fffbd08c6edea2e34959c300c35 --- /dev/null +++ b/join-amazon-magazine/tasks/magazine-review-streak-length/manifest.yaml @@ -0,0 +1,10 @@ +name: magazine-review-streak-length +kind: external +task_type: regression +description: Longest consecutive-sub-period streak in which the magazine received at least one review within the future window. +entity_table: magazines +entity_col: magazine_id +target_col: streak +time_col: timestamp +timedelta: 53 days 16:19:12 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-review-streak-length/train.parquet b/join-amazon-magazine/tasks/magazine-review-streak-length/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-magazine-review-streak-length/train.parquet rename to join-amazon-magazine/tasks/magazine-review-streak-length/train.parquet diff --git a/join-amazon-magazine/tasks/magazine-time-until-next-5x/manifest.yaml b/join-amazon-magazine/tasks/magazine-time-until-next-5x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..903aa539a12a038d480baa3d263aecbf72e1ccee --- /dev/null +++ b/join-amazon-magazine/tasks/magazine-time-until-next-5x/manifest.yaml @@ -0,0 +1,10 @@ +name: magazine-time-until-next-5x +kind: external +task_type: regression +description: Days until magazine's next review within a 5x horizon. +entity_table: magazines +entity_col: magazine_id +target_col: mag_days_to_next_5x +time_col: timestamp +timedelta: 268 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-time-until-next-5x/train.parquet b/join-amazon-magazine/tasks/magazine-time-until-next-5x/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-magazine-time-until-next-5x/train.parquet rename to join-amazon-magazine/tasks/magazine-time-until-next-5x/train.parquet diff --git a/join-amazon-magazine/tasks/magazine-time-until-next-review/manifest.yaml b/join-amazon-magazine/tasks/magazine-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..902061c68eb980ad3b163144219fdd3f6297a650 --- /dev/null +++ b/join-amazon-magazine/tasks/magazine-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: magazine-time-until-next-review +kind: external +task_type: regression +description: Days until the magazine receives its next review. +entity_table: magazines +entity_col: magazine_id +target_col: days_to_next +time_col: timestamp +timedelta: 53 days 16:19:12 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-time-until-next-review/train.parquet b/join-amazon-magazine/tasks/magazine-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-magazine-time-until-next-review/train.parquet rename to join-amazon-magazine/tasks/magazine-time-until-next-review/train.parquet diff --git a/join-amazon-magazine/tasks/magazine-top-rated/manifest.yaml b/join-amazon-magazine/tasks/magazine-top-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..920be1a5061e355939c6a2a6324f2a0297c5472f --- /dev/null +++ b/join-amazon-magazine/tasks/magazine-top-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: magazine-top-rated +kind: external +task_type: binary_classification +description: Predict whether a magazine will rank in the top 25% by mean rating among reviewed magazines next window. +entity_table: magazines +entity_col: magazine_id +target_col: is_top_rated +time_col: timestamp +timedelta: 53 days 16:19:12 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-top-rated/train.parquet b/join-amazon-magazine/tasks/magazine-top-rated/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-magazine-top-rated/train.parquet rename to join-amazon-magazine/tasks/magazine-top-rated/train.parquet diff --git a/join-amazon-magazine/tasks/reviewer-active-next/manifest.yaml b/join-amazon-magazine/tasks/reviewer-active-next/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..88880f8b59cb1bf2470d78bc82f1305791ac92b4 --- /dev/null +++ b/join-amazon-magazine/tasks/reviewer-active-next/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active-next +kind: external +task_type: binary_classification +description: Predict whether a reviewer will submit at least one magazine review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_active_next +time_col: timestamp +timedelta: 53 days 16:19:12 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-reviewer-active-next/train.parquet b/join-amazon-magazine/tasks/reviewer-active-next/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-reviewer-active-next/train.parquet rename to join-amazon-magazine/tasks/reviewer-active-next/train.parquet diff --git a/join-amazon-magazine/tasks/reviewer-churn-long-4x/manifest.yaml b/join-amazon-magazine/tasks/reviewer-churn-long-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..28ae8c0399fb1da78d05ed3293ec66733c6cc38a --- /dev/null +++ b/join-amazon-magazine/tasks/reviewer-churn-long-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-long-4x +kind: external +task_type: binary_classification +description: Whether reviewer has no reviews in next 4x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_long +time_col: timestamp +timedelta: 214 days 17:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-reviewer-churn-long-4x/train.parquet b/join-amazon-magazine/tasks/reviewer-churn-long-4x/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-reviewer-churn-long-4x/train.parquet rename to join-amazon-magazine/tasks/reviewer-churn-long-4x/train.parquet diff --git a/join-amazon-magazine/tasks/reviewer-churn-long-5x/manifest.yaml b/join-amazon-magazine/tasks/reviewer-churn-long-5x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3a7050ba1b0944377b1ac55d2a83e2253402befe --- /dev/null +++ b/join-amazon-magazine/tasks/reviewer-churn-long-5x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-long-5x +kind: external +task_type: binary_classification +description: Whether reviewer has no reviews in next 5x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_5x +time_col: timestamp +timedelta: 268 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-reviewer-churn-long-5x/train.parquet b/join-amazon-magazine/tasks/reviewer-churn-long-5x/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-reviewer-churn-long-5x/train.parquet rename to join-amazon-magazine/tasks/reviewer-churn-long-5x/train.parquet diff --git a/join-amazon-magazine/tasks/reviewer-churn/manifest.yaml b/join-amazon-magazine/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..87c569ca8f4118c841d1ba3a553c090cf7c69ed0 --- /dev/null +++ b/join-amazon-magazine/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will have no magazine review activity in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_churned +time_col: timestamp +timedelta: 53 days 16:19:12 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-reviewer-churn/train.parquet b/join-amazon-magazine/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-magazine/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-magazine/tasks/reviewer-new-magazine-adoption/manifest.yaml b/join-amazon-magazine/tasks/reviewer-new-magazine-adoption/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e69cc9237a450fd3cd3ccc50b3979e3dc25199f0 --- /dev/null +++ b/join-amazon-magazine/tasks/reviewer-new-magazine-adoption/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-new-magazine-adoption +kind: external +task_type: binary_classification +description: Whether the reviewer reviews a magazine they have never reviewed before, next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: tries_new_magazine +time_col: timestamp +timedelta: 53 days 16:19:12 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-reviewer-new-magazine-adoption/train.parquet b/join-amazon-magazine/tasks/reviewer-new-magazine-adoption/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-reviewer-new-magazine-adoption/train.parquet rename to join-amazon-magazine/tasks/reviewer-new-magazine-adoption/train.parquet diff --git a/join-amazon-magazine/tasks/reviewer-return-4x/manifest.yaml b/join-amazon-magazine/tasks/reviewer-return-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..798743da2cadd3fe0c684134b303f77dbcaf5ef8 --- /dev/null +++ b/join-amazon-magazine/tasks/reviewer-return-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-4x +kind: external +task_type: binary_classification +description: Whether inactive reviewer reactivates in next 4x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: return_4x +time_col: timestamp +timedelta: 214 days 17:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-reviewer-return-4x/train.parquet b/join-amazon-magazine/tasks/reviewer-return-4x/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-reviewer-return-4x/train.parquet rename to join-amazon-magazine/tasks/reviewer-return-4x/train.parquet diff --git a/join-amazon-magazine/tasks/reviewer-return-5x/manifest.yaml b/join-amazon-magazine/tasks/reviewer-return-5x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..22fa4346e5370e7c0fe574ef8ab8b0df32dfcbd9 --- /dev/null +++ b/join-amazon-magazine/tasks/reviewer-return-5x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-5x +kind: external +task_type: binary_classification +description: Whether inactive reviewer reactivates in next 5x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: return_5x +time_col: timestamp +timedelta: 268 days 09:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-reviewer-return-5x/train.parquet b/join-amazon-magazine/tasks/reviewer-return-5x/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-reviewer-return-5x/train.parquet rename to join-amazon-magazine/tasks/reviewer-return-5x/train.parquet diff --git a/join-amazon-magazine/tasks/reviewer-return/manifest.yaml b/join-amazon-magazine/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..478cb49e3f1756f2029948b82e75150430631db8 --- /dev/null +++ b/join-amazon-magazine/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a previously active reviewer will return to post magazine reviews next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_return +time_col: timestamp +timedelta: 53 days 16:19:12 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-reviewer-return/train.parquet b/join-amazon-magazine/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-reviewer-return/train.parquet rename to join-amazon-magazine/tasks/reviewer-return/train.parquet diff --git a/join-amazon-magazine/tasks/reviewer-streak-length/manifest.yaml b/join-amazon-magazine/tasks/reviewer-streak-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d9dd640f049bf9bdfec1f9d95a99c39d8529f000 --- /dev/null +++ b/join-amazon-magazine/tasks/reviewer-streak-length/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-streak-length +kind: external +task_type: regression +description: Longest consecutive-sub-period active streak for the reviewer within the future window. +entity_table: reviewers +entity_col: reviewer_id +target_col: streak +time_col: timestamp +timedelta: 53 days 16:19:12 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-reviewer-streak-length/train.parquet b/join-amazon-magazine/tasks/reviewer-streak-length/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-reviewer-streak-length/train.parquet rename to join-amazon-magazine/tasks/reviewer-streak-length/train.parquet diff --git a/join-amazon-magazine/tasks/reviewer-time-until-next-4x/manifest.yaml b/join-amazon-magazine/tasks/reviewer-time-until-next-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..04659ba49a5f63fd9c325951d96067d8e026cadc --- /dev/null +++ b/join-amazon-magazine/tasks/reviewer-time-until-next-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-4x +kind: external +task_type: regression +description: Days until reviewer's next review within a 4x horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_4x +time_col: timestamp +timedelta: 214 days 17:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-reviewer-time-until-next-4x/train.parquet b/join-amazon-magazine/tasks/reviewer-time-until-next-4x/train.parquet similarity index 100% rename from thejoin-amazon-magazine/tasks/predict-reviewer-time-until-next-4x/train.parquet rename to join-amazon-magazine/tasks/reviewer-time-until-next-4x/train.parquet diff --git a/thejoin-amazon-movies/db/movies.parquet b/join-amazon-movies/db/movies.parquet similarity index 100% rename from thejoin-amazon-movies/db/movies.parquet rename to join-amazon-movies/db/movies.parquet diff --git a/thejoin-amazon-movies/db/reviewers.parquet b/join-amazon-movies/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-movies/db/reviewers.parquet rename to join-amazon-movies/db/reviewers.parquet diff --git a/thejoin-amazon-movies/db/reviews.parquet b/join-amazon-movies/db/reviews.parquet similarity index 100% rename from thejoin-amazon-movies/db/reviews.parquet rename to join-amazon-movies/db/reviews.parquet diff --git a/join-amazon-movies/manifest.yaml b/join-amazon-movies/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..da1284c6cb4e3a02bb98d865f633a747f9acb08c --- /dev/null +++ b/join-amazon-movies/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-movies +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + movies: + pkey: movie_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + movie_id: movies diff --git a/join-amazon-movies/tasks/movie-all-verified/manifest.yaml b/join-amazon-movies/tasks/movie-all-verified/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dcde892348cbcaefc35814d275520a3b2af562ea --- /dev/null +++ b/join-amazon-movies/tasks/movie-all-verified/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-all-verified +kind: external +task_type: binary_classification +description: Whether all reviews for a movie are verified (mean verified == 1) next window. +entity_table: movies +entity_col: movie_id +target_col: all_verified +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-all-verified/train.parquet b/join-amazon-movies/tasks/movie-all-verified/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-all-verified/train.parquet rename to join-amazon-movies/tasks/movie-all-verified/train.parquet diff --git a/join-amazon-movies/tasks/movie-any-new-review/manifest.yaml b/join-amazon-movies/tasks/movie-any-new-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4844ee9736eb01260b5b9888109adac674d7eb54 --- /dev/null +++ b/join-amazon-movies/tasks/movie-any-new-review/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-any-new-review +kind: external +task_type: binary_classification +description: Whether the movie gets any new review next window. +entity_table: movies +entity_col: movie_id +target_col: book_has_review +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-any-new-review/train.parquet b/join-amazon-movies/tasks/movie-any-new-review/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-any-new-review/train.parquet rename to join-amazon-movies/tasks/movie-any-new-review/train.parquet diff --git a/join-amazon-movies/tasks/movie-churn-4x/manifest.yaml b/join-amazon-movies/tasks/movie-churn-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e3e32b44ce8d3d71d54fa09a4231ecb3d9be5fad --- /dev/null +++ b/join-amazon-movies/tasks/movie-churn-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-churn-4x +kind: external +task_type: binary_classification +description: Predict whether a movie receives no reviews over a 4x-horizon window. +entity_table: movies +entity_col: movie_id +target_col: churned_4x +time_col: timestamp +timedelta: 246 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-churn-4x/train.parquet b/join-amazon-movies/tasks/movie-churn-4x/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-churn-4x/train.parquet rename to join-amazon-movies/tasks/movie-churn-4x/train.parquet diff --git a/join-amazon-movies/tasks/movie-churn-6x/manifest.yaml b/join-amazon-movies/tasks/movie-churn-6x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b68cf8090961d8a90e225ffdd3017cd2786370f8 --- /dev/null +++ b/join-amazon-movies/tasks/movie-churn-6x/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-churn-6x +kind: external +task_type: binary_classification +description: Predict whether a movie receives no reviews over a 6x-horizon window. +entity_table: movies +entity_col: movie_id +target_col: churned_6x +time_col: timestamp +timedelta: 369 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-churn-6x/train.parquet b/join-amazon-movies/tasks/movie-churn-6x/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-churn-6x/train.parquet rename to join-amazon-movies/tasks/movie-churn-6x/train.parquet diff --git a/join-amazon-movies/tasks/movie-churn-8x/manifest.yaml b/join-amazon-movies/tasks/movie-churn-8x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f35c2a927a601ee7a92dd670c8cc08878a83bf4e --- /dev/null +++ b/join-amazon-movies/tasks/movie-churn-8x/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-churn-8x +kind: external +task_type: binary_classification +description: Predict whether a movie receives no reviews over an 8x-horizon window. +entity_table: movies +entity_col: movie_id +target_col: churned_8x +time_col: timestamp +timedelta: 492 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-churn-8x/train.parquet b/join-amazon-movies/tasks/movie-churn-8x/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-churn-8x/train.parquet rename to join-amazon-movies/tasks/movie-churn-8x/train.parquet diff --git a/join-amazon-movies/tasks/movie-churn/manifest.yaml b/join-amazon-movies/tasks/movie-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f09686b483c93611b401be29f21949836ed0a8ff --- /dev/null +++ b/join-amazon-movies/tasks/movie-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-churn +kind: external +task_type: binary_classification +description: Predict whether a movie receives no reviews in the next time window (loss of interest) +entity_table: movies +entity_col: movie_id +target_col: predict_movie_churn +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-churn/train.parquet b/join-amazon-movies/tasks/movie-churn/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-churn/train.parquet rename to join-amazon-movies/tasks/movie-churn/train.parquet diff --git a/join-amazon-movies/tasks/movie-long-review/manifest.yaml b/join-amazon-movies/tasks/movie-long-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..15b5835fc89eec8e2d34867bbaf312011693d5d5 --- /dev/null +++ b/join-amazon-movies/tasks/movie-long-review/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-long-review +kind: external +task_type: binary_classification +description: Whether any review exceeds 1000 characters next window. +entity_table: movies +entity_col: movie_id +target_col: long_review +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-long-review/train.parquet b/join-amazon-movies/tasks/movie-long-review/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-long-review/train.parquet rename to join-amazon-movies/tasks/movie-long-review/train.parquet diff --git a/join-amazon-movies/tasks/movie-low-rating-event/manifest.yaml b/join-amazon-movies/tasks/movie-low-rating-event/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..aaa1fe65a9a171ec7eb5e48e1163d79d2c35e013 --- /dev/null +++ b/join-amazon-movies/tasks/movie-low-rating-event/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-low-rating-event +kind: external +task_type: binary_classification +description: Whether the movie receives any 1-star rating next window. +entity_table: movies +entity_col: movie_id +target_col: low_rating_event +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-low-rating-event/train.parquet b/join-amazon-movies/tasks/movie-low-rating-event/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-low-rating-event/train.parquet rename to join-amazon-movies/tasks/movie-low-rating-event/train.parquet diff --git a/join-amazon-movies/tasks/movie-low-rating/manifest.yaml b/join-amazon-movies/tasks/movie-low-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7f4e4fb6fae19be7cfc6b934ff39c71ebbee329f --- /dev/null +++ b/join-amazon-movies/tasks/movie-low-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-low-rating +kind: external +task_type: binary_classification +description: Whether average rating drops below 3.5 next window (bombing). +entity_table: movies +entity_col: movie_id +target_col: low_rating +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-low-rating/train.parquet b/join-amazon-movies/tasks/movie-low-rating/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-low-rating/train.parquet rename to join-amazon-movies/tasks/movie-low-rating/train.parquet diff --git a/join-amazon-movies/tasks/movie-mean-rating/manifest.yaml b/join-amazon-movies/tasks/movie-mean-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..95ea057c98bcd7e3a2d79a7527e9638e88df6b61 --- /dev/null +++ b/join-amazon-movies/tasks/movie-mean-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-mean-rating +kind: external +task_type: regression +description: Predict the mean rating a movie receives in the next time window +entity_table: movies +entity_col: movie_id +target_col: pred_rating +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-mean-rating/train.parquet b/join-amazon-movies/tasks/movie-mean-rating/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-mean-rating/train.parquet rename to join-amazon-movies/tasks/movie-mean-rating/train.parquet diff --git a/join-amazon-movies/tasks/movie-min-rating/manifest.yaml b/join-amazon-movies/tasks/movie-min-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..360506f47217c060e141ed590087237bd35db1b2 --- /dev/null +++ b/join-amazon-movies/tasks/movie-min-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-min-rating +kind: external +task_type: regression +description: Lowest rating a movie receives next window. +entity_table: movies +entity_col: movie_id +target_col: min_rating +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-min-rating/train.parquet b/join-amazon-movies/tasks/movie-min-rating/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-min-rating/train.parquet rename to join-amazon-movies/tasks/movie-min-rating/train.parquet diff --git a/join-amazon-movies/tasks/movie-popular-next-window/manifest.yaml b/join-amazon-movies/tasks/movie-popular-next-window/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..763d7c158127429c378c7e8c7c39e24754499443 --- /dev/null +++ b/join-amazon-movies/tasks/movie-popular-next-window/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-popular-next-window +kind: external +task_type: binary_classification +description: Whether a movie's rating sum exceeds 25 next window (buzz). +entity_table: movies +entity_col: movie_id +target_col: popular +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-popular-next-window/train.parquet b/join-amazon-movies/tasks/movie-popular-next-window/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-popular-next-window/train.parquet rename to join-amazon-movies/tasks/movie-popular-next-window/train.parquet diff --git a/join-amazon-movies/tasks/movie-rating-trend/manifest.yaml b/join-amazon-movies/tasks/movie-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4961984d820d885bc1f7ef3b0764fc4ea62d9a72 --- /dev/null +++ b/join-amazon-movies/tasks/movie-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a movie's mean rating increases in the next window compared to the current window. +entity_table: movies +entity_col: movie_id +target_col: rating_trend +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-rating-trend/train.parquet b/join-amazon-movies/tasks/movie-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-rating-trend/train.parquet rename to join-amazon-movies/tasks/movie-rating-trend/train.parquet diff --git a/join-amazon-movies/tasks/movie-rating-volatility/manifest.yaml b/join-amazon-movies/tasks/movie-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6c48cd3c4ef39a4cdbaac736f13fc5c5705878a8 --- /dev/null +++ b/join-amazon-movies/tasks/movie-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings for a movie in the next window, capturing audience polarization. +entity_table: movies +entity_col: movie_id +target_col: rating_volatility +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-rating-volatility/train.parquet b/join-amazon-movies/tasks/movie-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-rating-volatility/train.parquet rename to join-amazon-movies/tasks/movie-rating-volatility/train.parquet diff --git a/join-amazon-movies/tasks/movie-return-4x/manifest.yaml b/join-amazon-movies/tasks/movie-return-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bc28e03a0c142dcbb39cc0eae23580357560442f --- /dev/null +++ b/join-amazon-movies/tasks/movie-return-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-return-4x +kind: external +task_type: binary_classification +description: Predict whether a dormant movie gets reviewed again over a 4x-horizon window. +entity_table: movies +entity_col: movie_id +target_col: returned_4x +time_col: timestamp +timedelta: 246 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-return-4x/train.parquet b/join-amazon-movies/tasks/movie-return-4x/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-return-4x/train.parquet rename to join-amazon-movies/tasks/movie-return-4x/train.parquet diff --git a/join-amazon-movies/tasks/movie-return-6x/manifest.yaml b/join-amazon-movies/tasks/movie-return-6x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ff4d20dc8cb471a757f2edf61a53cfbac9fec043 --- /dev/null +++ b/join-amazon-movies/tasks/movie-return-6x/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-return-6x +kind: external +task_type: binary_classification +description: Predict whether a dormant movie gets reviewed again over a 6x-horizon window. +entity_table: movies +entity_col: movie_id +target_col: returned_6x +time_col: timestamp +timedelta: 369 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-return-6x/train.parquet b/join-amazon-movies/tasks/movie-return-6x/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-return-6x/train.parquet rename to join-amazon-movies/tasks/movie-return-6x/train.parquet diff --git a/join-amazon-movies/tasks/movie-return-8x/manifest.yaml b/join-amazon-movies/tasks/movie-return-8x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2351b59448fd2c56f28e8d4c941e7fb5a0592a01 --- /dev/null +++ b/join-amazon-movies/tasks/movie-return-8x/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-return-8x +kind: external +task_type: binary_classification +description: Predict whether a dormant movie gets reviewed again over an 8x-horizon window. +entity_table: movies +entity_col: movie_id +target_col: returned_8x +time_col: timestamp +timedelta: 492 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-return-8x/train.parquet b/join-amazon-movies/tasks/movie-return-8x/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-return-8x/train.parquet rename to join-amazon-movies/tasks/movie-return-8x/train.parquet diff --git a/join-amazon-movies/tasks/movie-return/manifest.yaml b/join-amazon-movies/tasks/movie-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a2e77a2f8e5827c9919a8b0f11ce2c850d594429 --- /dev/null +++ b/join-amazon-movies/tasks/movie-return/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-return +kind: external +task_type: binary_classification +description: Predict whether a movie that received no reviews in the current window will receive reviews again in the next window. +entity_table: movies +entity_col: movie_id +target_col: movie_returns +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-return/train.parquet b/join-amazon-movies/tasks/movie-return/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-return/train.parquet rename to join-amazon-movies/tasks/movie-return/train.parquet diff --git a/join-amazon-movies/tasks/movie-review-count/manifest.yaml b/join-amazon-movies/tasks/movie-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a06bafc6f04d8758dce033f1ae9e8509923ea99c --- /dev/null +++ b/join-amazon-movies/tasks/movie-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-review-count +kind: external +task_type: regression +description: Predict the number of reviews a movie receives in the next time window +entity_table: movies +entity_col: movie_id +target_col: predict_movie_review_count +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-review-count/train.parquet b/join-amazon-movies/tasks/movie-review-count/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-review-count/train.parquet rename to join-amazon-movies/tasks/movie-review-count/train.parquet diff --git a/join-amazon-movies/tasks/movie-review-length-change/manifest.yaml b/join-amazon-movies/tasks/movie-review-length-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..34be8db85aed4127d3fb5f1420f36d786d3a95ae --- /dev/null +++ b/join-amazon-movies/tasks/movie-review-length-change/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-review-length-change +kind: external +task_type: regression +description: Predict the change in mean review length for a movie between the current and next windows. +entity_table: movies +entity_col: movie_id +target_col: review_length_change +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-review-length-change/train.parquet b/join-amazon-movies/tasks/movie-review-length-change/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-review-length-change/train.parquet rename to join-amazon-movies/tasks/movie-review-length-change/train.parquet diff --git a/join-amazon-movies/tasks/movie-time-until-next-4x/manifest.yaml b/join-amazon-movies/tasks/movie-time-until-next-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e0340708fa042770f03460db22c529146e107a48 --- /dev/null +++ b/join-amazon-movies/tasks/movie-time-until-next-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-time-until-next-4x +kind: external +task_type: regression +description: Predict days until a movie's next review within a 4x-horizon window. +entity_table: movies +entity_col: movie_id +target_col: days_until_next +time_col: timestamp +timedelta: 246 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-time-until-next-4x/train.parquet b/join-amazon-movies/tasks/movie-time-until-next-4x/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-time-until-next-4x/train.parquet rename to join-amazon-movies/tasks/movie-time-until-next-4x/train.parquet diff --git a/join-amazon-movies/tasks/movie-time-until-next-6x/manifest.yaml b/join-amazon-movies/tasks/movie-time-until-next-6x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a604aaf6f362649520e29b67eb1ef98e07565d40 --- /dev/null +++ b/join-amazon-movies/tasks/movie-time-until-next-6x/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-time-until-next-6x +kind: external +task_type: regression +description: Predict days until a movie's next review within a 6x-horizon window. +entity_table: movies +entity_col: movie_id +target_col: days_until_next +time_col: timestamp +timedelta: 369 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-time-until-next-6x/train.parquet b/join-amazon-movies/tasks/movie-time-until-next-6x/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-time-until-next-6x/train.parquet rename to join-amazon-movies/tasks/movie-time-until-next-6x/train.parquet diff --git a/join-amazon-movies/tasks/movie-top-review-volume/manifest.yaml b/join-amazon-movies/tasks/movie-top-review-volume/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c59ad32ba85a28b38b23569014f0fbf378d7d8c5 --- /dev/null +++ b/join-amazon-movies/tasks/movie-top-review-volume/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-top-review-volume +kind: external +task_type: binary_classification +description: Predict whether a movie is in the top 25% by number of reviews received in the next window. +entity_table: movies +entity_col: movie_id +target_col: top_review_volume +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-top-review-volume/train.parquet b/join-amazon-movies/tasks/movie-top-review-volume/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-top-review-volume/train.parquet rename to join-amazon-movies/tasks/movie-top-review-volume/train.parquet diff --git a/join-amazon-movies/tasks/movie-total-rating-sum/manifest.yaml b/join-amazon-movies/tasks/movie-total-rating-sum/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..66bff68eb6c63a4e9f024ca19896dd77c5d8a96a --- /dev/null +++ b/join-amazon-movies/tasks/movie-total-rating-sum/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-total-rating-sum +kind: external +task_type: regression +description: Sum of ratings a movie receives next window (weighted engagement). +entity_table: movies +entity_col: movie_id +target_col: rating_sum +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-total-rating-sum/train.parquet b/join-amazon-movies/tasks/movie-total-rating-sum/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-total-rating-sum/train.parquet rename to join-amazon-movies/tasks/movie-total-rating-sum/train.parquet diff --git a/join-amazon-movies/tasks/movie-unique-reviewers/manifest.yaml b/join-amazon-movies/tasks/movie-unique-reviewers/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cc961c708305ea913a81ba89b826670dd4e3d286 --- /dev/null +++ b/join-amazon-movies/tasks/movie-unique-reviewers/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-unique-reviewers +kind: external +task_type: regression +description: Max reviewer_id touching the movie (newest cohort) next window. +entity_table: movies +entity_col: movie_id +target_col: reviewer_range +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-unique-reviewers/train.parquet b/join-amazon-movies/tasks/movie-unique-reviewers/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-unique-reviewers/train.parquet rename to join-amazon-movies/tasks/movie-unique-reviewers/train.parquet diff --git a/join-amazon-movies/tasks/movie-verified-count/manifest.yaml b/join-amazon-movies/tasks/movie-verified-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..21c47f28e683d7698bd60d25875c0e0c7afeba4a --- /dev/null +++ b/join-amazon-movies/tasks/movie-verified-count/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-verified-count +kind: external +task_type: regression +description: Number of verified reviews for a movie next window. +entity_table: movies +entity_col: movie_id +target_col: verified_count +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-verified-count/train.parquet b/join-amazon-movies/tasks/movie-verified-count/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-verified-count/train.parquet rename to join-amazon-movies/tasks/movie-verified-count/train.parquet diff --git a/join-amazon-movies/tasks/movie-will-be-reviewed/manifest.yaml b/join-amazon-movies/tasks/movie-will-be-reviewed/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..41de40a5e8a6efa8ca780d83333e5a05ca79f8b0 --- /dev/null +++ b/join-amazon-movies/tasks/movie-will-be-reviewed/manifest.yaml @@ -0,0 +1,10 @@ +name: movie-will-be-reviewed +kind: external +task_type: binary_classification +description: Whether the movie receives any review next window. +entity_table: movies +entity_col: movie_id +target_col: reviewed_next +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-will-be-reviewed/train.parquet b/join-amazon-movies/tasks/movie-will-be-reviewed/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-movie-will-be-reviewed/train.parquet rename to join-amazon-movies/tasks/movie-will-be-reviewed/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-churn-4x/manifest.yaml b/join-amazon-movies/tasks/reviewer-churn-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..73ce32b97f279ee6dba8e92e5cc415f472e0b7b2 --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-churn-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-4x +kind: external +task_type: binary_classification +description: Predict whether a reviewer has no reviews over a 4x-horizon window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_4x +time_col: timestamp +timedelta: 246 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-churn-4x/train.parquet b/join-amazon-movies/tasks/reviewer-churn-4x/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-churn-4x/train.parquet rename to join-amazon-movies/tasks/reviewer-churn-4x/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-churn-5x/manifest.yaml b/join-amazon-movies/tasks/reviewer-churn-5x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b38036b5dc055ee89c4e3dcecc8a405521b38629 --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-churn-5x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-5x +kind: external +task_type: binary_classification +description: Predict whether a reviewer has no reviews over a 5x-horizon window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_5x +time_col: timestamp +timedelta: 307 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-churn-5x/train.parquet b/join-amazon-movies/tasks/reviewer-churn-5x/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-churn-5x/train.parquet rename to join-amazon-movies/tasks/reviewer-churn-5x/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-churn-6x/manifest.yaml b/join-amazon-movies/tasks/reviewer-churn-6x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dec582786c096acfe8b44c5ab7ce035a5dac8c2f --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-churn-6x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-6x +kind: external +task_type: binary_classification +description: Predict whether a reviewer has no reviews over a 6x-horizon window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_6x +time_col: timestamp +timedelta: 369 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-churn-6x/train.parquet b/join-amazon-movies/tasks/reviewer-churn-6x/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-churn-6x/train.parquet rename to join-amazon-movies/tasks/reviewer-churn-6x/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-churn-8x/manifest.yaml b/join-amazon-movies/tasks/reviewer-churn-8x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..252f27e6bdbe607230c54c0ff800bacdbd47a081 --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-churn-8x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-8x +kind: external +task_type: binary_classification +description: Predict whether a reviewer has no reviews over an 8x-horizon window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_8x +time_col: timestamp +timedelta: 492 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-churn-8x/train.parquet b/join-amazon-movies/tasks/reviewer-churn-8x/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-churn-8x/train.parquet rename to join-amazon-movies/tasks/reviewer-churn-8x/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-churn/manifest.yaml b/join-amazon-movies/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7ec0ff4bc43583aeab483a05d90f9f8010181716 --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will write no reviews in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: predict_reviewer_churn +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-churn/train.parquet b/join-amazon-movies/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-movies/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-distinct-movies/manifest.yaml b/join-amazon-movies/tasks/reviewer-distinct-movies/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..91d306b1180035419a2110eb2548a73ab830cb68 --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-distinct-movies/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-distinct-movies +kind: external +task_type: regression +description: Predict how many distinct movies a reviewer will review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: distinct_movies +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-distinct-movies/train.parquet b/join-amazon-movies/tasks/reviewer-distinct-movies/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-distinct-movies/train.parquet rename to join-amazon-movies/tasks/reviewer-distinct-movies/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-harsh-critic/manifest.yaml b/join-amazon-movies/tasks/reviewer-harsh-critic/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9c2992579508cdd4655f626c600d5aa9894231e3 --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-harsh-critic/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-harsh-critic +kind: external +task_type: binary_classification +description: Whether a reviewer leaves a 1-star rating next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: harsh_critic +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-harsh-critic/train.parquet b/join-amazon-movies/tasks/reviewer-harsh-critic/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-harsh-critic/train.parquet rename to join-amazon-movies/tasks/reviewer-harsh-critic/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-long-review-writer/manifest.yaml b/join-amazon-movies/tasks/reviewer-long-review-writer/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6424edb863f5d53dbe0e427b94558093a061d852 --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-long-review-writer/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-long-review-writer +kind: external +task_type: binary_classification +description: Whether mean review length exceeds 500 characters next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: verbose_reviewer +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-long-review-writer/train.parquet b/join-amazon-movies/tasks/reviewer-long-review-writer/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-long-review-writer/train.parquet rename to join-amazon-movies/tasks/reviewer-long-review-writer/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-long-writer/manifest.yaml b/join-amazon-movies/tasks/reviewer-long-writer/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..96b593c4773a3cfad4086c00a9f35eb57d1b5718 --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-long-writer/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-long-writer +kind: external +task_type: binary_classification +description: Whether a reviewer's max review length exceeds 1000 chars next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: long_writer +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-long-writer/train.parquet b/join-amazon-movies/tasks/reviewer-long-writer/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-long-writer/train.parquet rename to join-amazon-movies/tasks/reviewer-long-writer/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-max-rating/manifest.yaml b/join-amazon-movies/tasks/reviewer-max-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4b7d48db3c9d507c9e37906b69da1a2d3e5b977c --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-max-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-max-rating +kind: external +task_type: regression +description: Highest rating a reviewer gives next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_max_rating +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-max-rating/train.parquet b/join-amazon-movies/tasks/reviewer-max-rating/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-max-rating/train.parquet rename to join-amazon-movies/tasks/reviewer-max-rating/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-mean-rating/manifest.yaml b/join-amazon-movies/tasks/reviewer-mean-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9cedc5e086b8ddc30767b265e22f6262de6c75fa --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-mean-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-mean-rating +kind: external +task_type: regression +description: Predict the mean rating a reviewer gives across their movie reviews in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: pred_rating +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-mean-rating/train.parquet b/join-amazon-movies/tasks/reviewer-mean-rating/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-mean-rating/train.parquet rename to join-amazon-movies/tasks/reviewer-mean-rating/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-min-rating/manifest.yaml b/join-amazon-movies/tasks/reviewer-min-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..95b675c2d89ef4011b986a95095f664b100a0a67 --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-min-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-min-rating +kind: external +task_type: regression +description: Lowest rating a reviewer gives next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_min_rating +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-min-rating/train.parquet b/join-amazon-movies/tasks/reviewer-min-rating/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-min-rating/train.parquet rename to join-amazon-movies/tasks/reviewer-min-rating/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-rating-sum/manifest.yaml b/join-amazon-movies/tasks/reviewer-rating-sum/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c1cc0791aeffff68fb172df5702ad332ee0947de --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-rating-sum/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-sum +kind: external +task_type: regression +description: Sum of ratings given by a reviewer next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: rating_sum +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-rating-sum/train.parquet b/join-amazon-movies/tasks/reviewer-rating-sum/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-rating-sum/train.parquet rename to join-amazon-movies/tasks/reviewer-rating-sum/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-return-4x/manifest.yaml b/join-amazon-movies/tasks/reviewer-return-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7e2f9144ea95e1d4bf1a393c9edd93b6cbd561e5 --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-return-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-4x +kind: external +task_type: binary_classification +description: Predict whether an inactive reviewer reactivates over a 4x-horizon window. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_4x +time_col: timestamp +timedelta: 246 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-return-4x/train.parquet b/join-amazon-movies/tasks/reviewer-return-4x/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-return-4x/train.parquet rename to join-amazon-movies/tasks/reviewer-return-4x/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-return-5x/manifest.yaml b/join-amazon-movies/tasks/reviewer-return-5x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c18fbdebc94359d370fc4d59a583d879f95c528e --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-return-5x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-5x +kind: external +task_type: binary_classification +description: Predict whether an inactive reviewer reactivates over a 5x-horizon window. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_5x +time_col: timestamp +timedelta: 307 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-return-5x/train.parquet b/join-amazon-movies/tasks/reviewer-return-5x/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-return-5x/train.parquet rename to join-amazon-movies/tasks/reviewer-return-5x/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-return-6x/manifest.yaml b/join-amazon-movies/tasks/reviewer-return-6x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4be099a38baa67c82670edc15f71d6f7fad36d1c --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-return-6x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-6x +kind: external +task_type: binary_classification +description: Predict whether an inactive reviewer reactivates over a 6x-horizon window. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_6x +time_col: timestamp +timedelta: 369 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-return-6x/train.parquet b/join-amazon-movies/tasks/reviewer-return-6x/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-return-6x/train.parquet rename to join-amazon-movies/tasks/reviewer-return-6x/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-return-8x/manifest.yaml b/join-amazon-movies/tasks/reviewer-return-8x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7adb9d2d2124ab4c33bae54365cad6eb94f89485 --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-return-8x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-8x +kind: external +task_type: binary_classification +description: Predict whether an inactive reviewer reactivates over an 8x-horizon window. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_8x +time_col: timestamp +timedelta: 492 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-return-8x/train.parquet b/join-amazon-movies/tasks/reviewer-return-8x/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-return-8x/train.parquet rename to join-amazon-movies/tasks/reviewer-return-8x/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-return/manifest.yaml b/join-amazon-movies/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0b43e74788e5f6c3710df65256c35550cb561edf --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a reviewer who was inactive in the current window will post a movie review again in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_returns +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-return/train.parquet b/join-amazon-movies/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-return/train.parquet rename to join-amazon-movies/tasks/reviewer-return/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-review-count/manifest.yaml b/join-amazon-movies/tasks/reviewer-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ff9ca46273f252cbdf9b25ab6835e956f03685e5 --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-count +kind: external +task_type: regression +description: Predict the number of reviews a reviewer writes in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: predict_reviewer_review_count +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-review-count/train.parquet b/join-amazon-movies/tasks/reviewer-review-count/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-review-count/train.parquet rename to join-amazon-movies/tasks/reviewer-review-count/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-time-until-next-4x/manifest.yaml b/join-amazon-movies/tasks/reviewer-time-until-next-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b4bae138d8a190e2b035d2c9850834f93cb36ff5 --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-time-until-next-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-4x +kind: external +task_type: regression +description: Predict days until a reviewer's next review within a 4x-horizon window. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_until_next +time_col: timestamp +timedelta: 246 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-time-until-next-4x/train.parquet b/join-amazon-movies/tasks/reviewer-time-until-next-4x/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-time-until-next-4x/train.parquet rename to join-amazon-movies/tasks/reviewer-time-until-next-4x/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-time-until-next-5x/manifest.yaml b/join-amazon-movies/tasks/reviewer-time-until-next-5x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1b85ab1846a6d5e7674038bece0f5c85062b3eb7 --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-time-until-next-5x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-5x +kind: external +task_type: regression +description: Predict days until a reviewer's next review within a 5x-horizon window. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_until_next +time_col: timestamp +timedelta: 307 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-time-until-next-5x/train.parquet b/join-amazon-movies/tasks/reviewer-time-until-next-5x/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-time-until-next-5x/train.parquet rename to join-amazon-movies/tasks/reviewer-time-until-next-5x/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-time-until-next-6x/manifest.yaml b/join-amazon-movies/tasks/reviewer-time-until-next-6x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..79c537ad8b267e1d9c6d99cbd0ff62f1318610a9 --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-time-until-next-6x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-6x +kind: external +task_type: regression +description: Predict days until a reviewer's next review within a 6x-horizon window. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_until_next +time_col: timestamp +timedelta: 369 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-time-until-next-6x/train.parquet b/join-amazon-movies/tasks/reviewer-time-until-next-6x/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-time-until-next-6x/train.parquet rename to join-amazon-movies/tasks/reviewer-time-until-next-6x/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-time-until-next-8x/manifest.yaml b/join-amazon-movies/tasks/reviewer-time-until-next-8x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1f0a9a2cd74bea8de50bac51bc585135c9d5127a --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-time-until-next-8x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-8x +kind: external +task_type: regression +description: Predict days until a reviewer's next review within an 8x-horizon window. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_until_next +time_col: timestamp +timedelta: 492 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-time-until-next-8x/train.parquet b/join-amazon-movies/tasks/reviewer-time-until-next-8x/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-time-until-next-8x/train.parquet rename to join-amazon-movies/tasks/reviewer-time-until-next-8x/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-top-activity/manifest.yaml b/join-amazon-movies/tasks/reviewer-top-activity/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b6001361f6645d32559f11c0fa17c7beba81c5a5 --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-top-activity/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-top-activity +kind: external +task_type: binary_classification +description: Predict whether a reviewer is among the top 25% most active movie reviewers in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: top_activity +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-top-activity/train.parquet b/join-amazon-movies/tasks/reviewer-top-activity/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-top-activity/train.parquet rename to join-amazon-movies/tasks/reviewer-top-activity/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-verified-only/manifest.yaml b/join-amazon-movies/tasks/reviewer-verified-only/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dce82802cf73042937317fff17d5082f032f9954 --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-verified-only/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-only +kind: external +task_type: binary_classification +description: Whether the reviewer writes only verified reviews next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: all_verified_reviewer +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-verified-only/train.parquet b/join-amazon-movies/tasks/reviewer-verified-only/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-verified-only/train.parquet rename to join-amazon-movies/tasks/reviewer-verified-only/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-verified-ratio/manifest.yaml b/join-amazon-movies/tasks/reviewer-verified-ratio/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0a34b7208204f9550dcbf7ef9e1f617f4d30405a --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-verified-ratio/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-ratio +kind: external +task_type: binary_classification +description: Predict whether all of a reviewer's reviews in the next time window are verified purchases +entity_table: reviewers +entity_col: reviewer_id +target_col: pred_verified +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-verified-ratio/train.parquet b/join-amazon-movies/tasks/reviewer-verified-ratio/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-verified-ratio/train.parquet rename to join-amazon-movies/tasks/reviewer-verified-ratio/train.parquet diff --git a/join-amazon-movies/tasks/reviewer-will-review-movie/manifest.yaml b/join-amazon-movies/tasks/reviewer-will-review-movie/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..083676166b23dc971daebf71d39fa4c47643bde3 --- /dev/null +++ b/join-amazon-movies/tasks/reviewer-will-review-movie/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-will-review-movie +kind: external +task_type: binary_classification +description: Whether the reviewer posts any movie review next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviews_next +time_col: timestamp +timedelta: 61 days 12:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-will-review-movie/train.parquet b/join-amazon-movies/tasks/reviewer-will-review-movie/train.parquet similarity index 100% rename from thejoin-amazon-movies/tasks/predict-reviewer-will-review-movie/train.parquet rename to join-amazon-movies/tasks/reviewer-will-review-movie/train.parquet diff --git a/thejoin-amazon-musical-instruments/db/products.parquet b/join-amazon-musical-instruments/db/products.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/db/products.parquet rename to join-amazon-musical-instruments/db/products.parquet diff --git a/thejoin-amazon-musical-instruments/db/reviewers.parquet b/join-amazon-musical-instruments/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/db/reviewers.parquet rename to join-amazon-musical-instruments/db/reviewers.parquet diff --git a/thejoin-amazon-musical-instruments/db/reviews.parquet b/join-amazon-musical-instruments/db/reviews.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/db/reviews.parquet rename to join-amazon-musical-instruments/db/reviews.parquet diff --git a/join-amazon-musical-instruments/manifest.yaml b/join-amazon-musical-instruments/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f4e586dd556965b46c8c7c25fee3ae414bb3a2ca --- /dev/null +++ b/join-amazon-musical-instruments/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-musical-instruments +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/join-amazon-musical-instruments/tasks/product-churn-4x/manifest.yaml b/join-amazon-musical-instruments/tasks/product-churn-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f3de72467dd5722cf0424e7a22bbaca40cd17485 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/product-churn-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: product-churn-4x +kind: external +task_type: binary_classification +description: Predict if a product will receive no reviews over the next 4x window. +entity_table: products +entity_col: product_id +target_col: churned_4x +time_col: timestamp +timedelta: 186 days 07:40:48 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-churn-4x/train.parquet b/join-amazon-musical-instruments/tasks/product-churn-4x/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-product-churn-4x/train.parquet rename to join-amazon-musical-instruments/tasks/product-churn-4x/train.parquet diff --git a/join-amazon-musical-instruments/tasks/product-churn-6x/manifest.yaml b/join-amazon-musical-instruments/tasks/product-churn-6x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ce178112c1561a284f695b9fcc012819802af403 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/product-churn-6x/manifest.yaml @@ -0,0 +1,10 @@ +name: product-churn-6x +kind: external +task_type: binary_classification +description: Predict if a product will receive no reviews over the next 6x window. +entity_table: products +entity_col: product_id +target_col: churned_6x +time_col: timestamp +timedelta: 279 days 11:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-churn-6x/train.parquet b/join-amazon-musical-instruments/tasks/product-churn-6x/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-product-churn-6x/train.parquet rename to join-amazon-musical-instruments/tasks/product-churn-6x/train.parquet diff --git a/join-amazon-musical-instruments/tasks/product-churn-8x/manifest.yaml b/join-amazon-musical-instruments/tasks/product-churn-8x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c6cce00f13b820c939b40e79703c118946ae9a30 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/product-churn-8x/manifest.yaml @@ -0,0 +1,10 @@ +name: product-churn-8x +kind: external +task_type: binary_classification +description: Predict if a product will receive no reviews over the next 8x window. +entity_table: products +entity_col: product_id +target_col: churned_8x +time_col: timestamp +timedelta: 372 days 15:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-churn-8x/train.parquet b/join-amazon-musical-instruments/tasks/product-churn-8x/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-product-churn-8x/train.parquet rename to join-amazon-musical-instruments/tasks/product-churn-8x/train.parquet diff --git a/join-amazon-musical-instruments/tasks/product-distinct-raters/manifest.yaml b/join-amazon-musical-instruments/tasks/product-distinct-raters/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a826571c7bb14083aa2548ed1619d9026146f6d5 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/product-distinct-raters/manifest.yaml @@ -0,0 +1,10 @@ +name: product-distinct-raters +kind: external +task_type: regression +description: Predict the number of distinct reviewers who will rate a musical instrument product next window. +entity_table: products +entity_col: product_id +target_col: distinct_raters_next +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-distinct-raters/train.parquet b/join-amazon-musical-instruments/tasks/product-distinct-raters/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-product-distinct-raters/train.parquet rename to join-amazon-musical-instruments/tasks/product-distinct-raters/train.parquet diff --git a/join-amazon-musical-instruments/tasks/product-high-rating/manifest.yaml b/join-amazon-musical-instruments/tasks/product-high-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..75921ec429af84e73d93bc6e731176f2e3020a91 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/product-high-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-high-rating +kind: external +task_type: binary_classification +description: Predict whether a musical instrument product's mean rating next window will exceed 4 (positive satisfaction threshold). +entity_table: products +entity_col: product_id +target_col: high_rating_flag +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-high-rating/train.parquet b/join-amazon-musical-instruments/tasks/product-high-rating/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-product-high-rating/train.parquet rename to join-amazon-musical-instruments/tasks/product-high-rating/train.parquet diff --git a/join-amazon-musical-instruments/tasks/product-long-reviews/manifest.yaml b/join-amazon-musical-instruments/tasks/product-long-reviews/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5d115f24325bfa4ac7c7e4539cb13cb99c2857b0 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/product-long-reviews/manifest.yaml @@ -0,0 +1,10 @@ +name: product-long-reviews +kind: external +task_type: binary_classification +description: Predict whether a musical instrument product will receive reviews with mean length exceeding 300 characters next window. +entity_table: products +entity_col: product_id +target_col: long_review_flag +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-long-reviews/train.parquet b/join-amazon-musical-instruments/tasks/product-long-reviews/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-product-long-reviews/train.parquet rename to join-amazon-musical-instruments/tasks/product-long-reviews/train.parquet diff --git a/join-amazon-musical-instruments/tasks/product-rating-trend-reversal/manifest.yaml b/join-amazon-musical-instruments/tasks/product-rating-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..209ded2b77359ad83eb9593cf9871a5b4a391a2a --- /dev/null +++ b/join-amazon-musical-instruments/tasks/product-rating-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend-reversal +kind: external +task_type: binary_classification +description: Whether the direction of change in the product's mean rating flips between the current and next window. +entity_table: products +entity_col: product_id +target_col: rating_trend_flips +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-rating-trend-reversal/train.parquet b/join-amazon-musical-instruments/tasks/product-rating-trend-reversal/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-product-rating-trend-reversal/train.parquet rename to join-amazon-musical-instruments/tasks/product-rating-trend-reversal/train.parquet diff --git a/join-amazon-musical-instruments/tasks/product-rating-trend/manifest.yaml b/join-amazon-musical-instruments/tasks/product-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e0a304932d2a7402c11015563a66a69e5af21f2f --- /dev/null +++ b/join-amazon-musical-instruments/tasks/product-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a musical instrument product's mean rating will increase next window compared to the current window. +entity_table: products +entity_col: product_id +target_col: rating_trend_up +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-rating-trend/train.parquet b/join-amazon-musical-instruments/tasks/product-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-product-rating-trend/train.parquet rename to join-amazon-musical-instruments/tasks/product-rating-trend/train.parquet diff --git a/join-amazon-musical-instruments/tasks/product-rating-volatility/manifest.yaml b/join-amazon-musical-instruments/tasks/product-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b9937dc6200b2a9c0017404fb4ec311934b9a3ba --- /dev/null +++ b/join-amazon-musical-instruments/tasks/product-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings a musical instrument product will receive next window. +entity_table: products +entity_col: product_id +target_col: rating_volatility +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-rating-volatility/train.parquet b/join-amazon-musical-instruments/tasks/product-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-product-rating-volatility/train.parquet rename to join-amazon-musical-instruments/tasks/product-rating-volatility/train.parquet diff --git a/join-amazon-musical-instruments/tasks/product-return-4x/manifest.yaml b/join-amazon-musical-instruments/tasks/product-return-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7bf1df0530198f5ed4ccb81db59ad8d728d86553 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/product-return-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: product-return-4x +kind: external +task_type: binary_classification +description: Predict if a dormant product will receive new reviews over the next 4x window. +entity_table: products +entity_col: product_id +target_col: returned_4x +time_col: timestamp +timedelta: 186 days 07:40:48 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-return-4x/train.parquet b/join-amazon-musical-instruments/tasks/product-return-4x/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-product-return-4x/train.parquet rename to join-amazon-musical-instruments/tasks/product-return-4x/train.parquet diff --git a/join-amazon-musical-instruments/tasks/product-return-6x/manifest.yaml b/join-amazon-musical-instruments/tasks/product-return-6x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9d98032993061076d8cc664e6e3e2fafb9bffa20 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/product-return-6x/manifest.yaml @@ -0,0 +1,10 @@ +name: product-return-6x +kind: external +task_type: binary_classification +description: Predict if a dormant product will receive new reviews over the next 6x window. +entity_table: products +entity_col: product_id +target_col: returned_6x +time_col: timestamp +timedelta: 279 days 11:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-return-6x/train.parquet b/join-amazon-musical-instruments/tasks/product-return-6x/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-product-return-6x/train.parquet rename to join-amazon-musical-instruments/tasks/product-return-6x/train.parquet diff --git a/join-amazon-musical-instruments/tasks/product-review-count/manifest.yaml b/join-amazon-musical-instruments/tasks/product-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7c333d60f7b447b2cff569cff205afbd5872ac12 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/product-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-count +kind: external +task_type: regression +description: Predict how many reviews a musical instrument product will receive in the next window. +entity_table: products +entity_col: product_id +target_col: review_count_next +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-review-count/train.parquet b/join-amazon-musical-instruments/tasks/product-review-count/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-product-review-count/train.parquet rename to join-amazon-musical-instruments/tasks/product-review-count/train.parquet diff --git a/join-amazon-musical-instruments/tasks/product-review-len-change/manifest.yaml b/join-amazon-musical-instruments/tasks/product-review-len-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5b32f5539cacaeeba333479b9a9dd4b083f69656 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/product-review-len-change/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-len-change +kind: external +task_type: regression +description: Predict the change in mean review length for a musical instrument product from current to next window. +entity_table: products +entity_col: product_id +target_col: review_len_change +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-review-len-change/train.parquet b/join-amazon-musical-instruments/tasks/product-review-len-change/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-product-review-len-change/train.parquet rename to join-amazon-musical-instruments/tasks/product-review-len-change/train.parquet diff --git a/join-amazon-musical-instruments/tasks/product-review-streak/manifest.yaml b/join-amazon-musical-instruments/tasks/product-review-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2d5660fcf50239344bfb4157634ec563d671ecfd --- /dev/null +++ b/join-amazon-musical-instruments/tasks/product-review-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-streak +kind: external +task_type: regression +description: Longest consecutive-sub-period review streak for the product in the next window. +entity_table: products +entity_col: product_id +target_col: streak_len +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-review-streak/train.parquet b/join-amazon-musical-instruments/tasks/product-review-streak/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-product-review-streak/train.parquet rename to join-amazon-musical-instruments/tasks/product-review-streak/train.parquet diff --git a/join-amazon-musical-instruments/tasks/product-time-until-next-4x/manifest.yaml b/join-amazon-musical-instruments/tasks/product-time-until-next-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..abfd3af7856f60973edb8ebcfdc95ff425b1c201 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/product-time-until-next-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: product-time-until-next-4x +kind: external +task_type: regression +description: Predict days until a product's next review within a 4x window. +entity_table: products +entity_col: product_id +target_col: days_to_next_4x +time_col: timestamp +timedelta: 186 days 07:40:48 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-time-until-next-4x/train.parquet b/join-amazon-musical-instruments/tasks/product-time-until-next-4x/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-product-time-until-next-4x/train.parquet rename to join-amazon-musical-instruments/tasks/product-time-until-next-4x/train.parquet diff --git a/join-amazon-musical-instruments/tasks/product-time-until-next-6x/manifest.yaml b/join-amazon-musical-instruments/tasks/product-time-until-next-6x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..383b4bb79641db4a93263820eaaa57ba5c2186a8 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/product-time-until-next-6x/manifest.yaml @@ -0,0 +1,10 @@ +name: product-time-until-next-6x +kind: external +task_type: regression +description: Predict days until a product's next review within a 6x window. +entity_table: products +entity_col: product_id +target_col: days_to_next_6x +time_col: timestamp +timedelta: 279 days 11:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-time-until-next-6x/train.parquet b/join-amazon-musical-instruments/tasks/product-time-until-next-6x/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-product-time-until-next-6x/train.parquet rename to join-amazon-musical-instruments/tasks/product-time-until-next-6x/train.parquet diff --git a/join-amazon-musical-instruments/tasks/product-time-until-next-review/manifest.yaml b/join-amazon-musical-instruments/tasks/product-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a46947e1031609c38c30f403805795e244996e33 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/product-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-time-until-next-review +kind: external +task_type: regression +description: Number of days until the product receives its next review. +entity_table: products +entity_col: product_id +target_col: days_until_next +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-time-until-next-review/train.parquet b/join-amazon-musical-instruments/tasks/product-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-product-time-until-next-review/train.parquet rename to join-amazon-musical-instruments/tasks/product-time-until-next-review/train.parquet diff --git a/join-amazon-musical-instruments/tasks/product-top-rated/manifest.yaml b/join-amazon-musical-instruments/tasks/product-top-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6d7a7b66bed8dd595b09781ed71e223956031eb4 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/product-top-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-rated +kind: external +task_type: binary_classification +description: Predict whether a musical instrument product will rank in the top 25% by mean rating next window. +entity_table: products +entity_col: product_id +target_col: is_top_rated +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-top-rated/train.parquet b/join-amazon-musical-instruments/tasks/product-top-rated/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-product-top-rated/train.parquet rename to join-amazon-musical-instruments/tasks/product-top-rated/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-active-next/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-active-next/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a4ed22a5ca076848b8fcd893793f5a9026a28c17 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-active-next/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active-next +kind: external +task_type: binary_classification +description: Predict whether a reviewer will submit at least one musical instrument review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_active_next +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-active-next/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-active-next/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-active-next/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-active-next/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-avg-rating/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..18cb4bce8cd7f877ecf650f153178998a70d946c --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-avg-rating +kind: external +task_type: regression +description: Predict the mean rating a reviewer will give to musical instruments in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-avg-rating/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-avg-rating/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-avg-rating/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-churn-4x/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-churn-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..81f2e22cec44c8c0cfc96ec78b34b0eb42484ff0 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-churn-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-4x +kind: external +task_type: binary_classification +description: Predict if a reviewer will post no reviews over the next 4x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_4x +time_col: timestamp +timedelta: 186 days 07:40:48 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn-4x/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-churn-4x/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn-4x/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-churn-4x/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-churn-5x/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-churn-5x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..349cbb53f4cd35e8945f0c5c8ed00fd798d2e2da --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-churn-5x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-5x +kind: external +task_type: binary_classification +description: Predict if a reviewer will post no reviews over the next 5x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_5x +time_col: timestamp +timedelta: 232 days 21:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn-5x/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-churn-5x/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn-5x/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-churn-5x/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-churn-6x/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-churn-6x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..efef47769b78add20a47bceac89b7a1fb82c4608 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-churn-6x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-6x +kind: external +task_type: binary_classification +description: Predict if a reviewer will post no reviews over the next 6x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_6x +time_col: timestamp +timedelta: 279 days 11:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn-6x/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-churn-6x/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn-6x/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-churn-6x/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-churn-8x/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-churn-8x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..48606874aee2a4b31f2bbfb4f7c4761b8b72b97c --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-churn-8x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-8x +kind: external +task_type: binary_classification +description: Predict if a reviewer will post no reviews over the next 8x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_8x +time_col: timestamp +timedelta: 372 days 15:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn-8x/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-churn-8x/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn-8x/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-churn-8x/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-churn/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7f679182f0ba75c0bd9d94a3d5f07ab76d663613 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will have no musical instrument review activity in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_churned +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-distinct-products/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-distinct-products/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1832317974cae8a05485bb859af30878345423c4 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-distinct-products/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-distinct-products +kind: external +task_type: regression +description: Number of distinct products the reviewer writes reviews for next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: n_distinct_products +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-distinct-products/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-distinct-products/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-distinct-products/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-distinct-products/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-new-product-adoption/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-new-product-adoption/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..25fd6ea64c428ffeed02c1969baf94c23d52a02d --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-new-product-adoption/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-new-product-adoption +kind: external +task_type: binary_classification +description: Whether the reviewer reviews a product they have never reviewed before next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: new_product +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-new-product-adoption/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-new-product-adoption/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-new-product-adoption/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-new-product-adoption/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-rating-per-len/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-rating-per-len/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..aa82c24a4d469cc4d262fa1873e5f3b7ec58b6db --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-rating-per-len/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-per-len +kind: external +task_type: regression +description: Predict the ratio of rating to review length for a reviewer, measuring rating sentiment density per character written. +entity_table: reviewers +entity_col: reviewer_id +target_col: rating_per_len +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-rating-per-len/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-rating-per-len/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-rating-per-len/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-rating-per-len/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-rating-trend-reversal/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-rating-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ff9d9e8ce6def5cf9b1b6d5529bd401a7a03b8eb --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-rating-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-trend-reversal +kind: external +task_type: binary_classification +description: Whether the direction of change in the reviewer's mean rating flips between the current and next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: rating_trend_flips +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-rating-trend-reversal/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-rating-trend-reversal/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-rating-trend-reversal/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-rating-trend-reversal/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-rating-volatility/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..94917ff3c90e73394e245f93df93e68bad9a21b0 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-volatility +kind: external +task_type: regression +description: Standard deviation of ratings the reviewer gives next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: rating_std +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-rating-volatility/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-rating-volatility/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-rating-volatility/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-return-4x/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-return-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..eb67584a254e7ab7286e6f41f1a6c7ea823d646f --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-return-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-4x +kind: external +task_type: binary_classification +description: Predict if a dormant reviewer will reactivate over the next 4x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_4x +time_col: timestamp +timedelta: 186 days 07:40:48 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-4x/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-return-4x/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-4x/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-return-4x/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-return-5x/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-return-5x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cf69978d1bce3cfdf910f360db6439bc6a928a1c --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-return-5x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-5x +kind: external +task_type: binary_classification +description: Predict if a dormant reviewer will reactivate over the next 5x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_5x +time_col: timestamp +timedelta: 232 days 21:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-5x/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-return-5x/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-5x/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-return-5x/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-return-6x/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-return-6x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5ea0ad16d6899aaa58b6be089b2a92df3cc7b054 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-return-6x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-6x +kind: external +task_type: binary_classification +description: Predict if a dormant reviewer will reactivate over the next 6x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_6x +time_col: timestamp +timedelta: 279 days 11:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-6x/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-return-6x/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-6x/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-return-6x/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-return-7x/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-return-7x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7ac9cbcddb66d3e9bb17846bd2acaf2b62937e6f --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-return-7x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-7x +kind: external +task_type: binary_classification +description: Predict if a dormant reviewer will reactivate over the next 7x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_7x +time_col: timestamp +timedelta: 326 days 01:26:24 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-7x/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-return-7x/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-7x/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-return-7x/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-return-8x/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-return-8x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..aa0d02b9a8af44e9c0ef2170b34b57ee2fd7b34f --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-return-8x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-8x +kind: external +task_type: binary_classification +description: Predict if a dormant reviewer will reactivate over the next 8x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_8x +time_col: timestamp +timedelta: 372 days 15:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-8x/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-return-8x/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-8x/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-return-8x/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-return/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c6c967469da27e206965e53d27725efdd5296fd8 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a previously active reviewer will return to post musical instrument reviews next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_return +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-return/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-return/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-review-len-volatility/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-review-len-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6936fb0bb425171a7825feff3c05381bc26879a6 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-review-len-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-len-volatility +kind: external +task_type: regression +description: Standard deviation of review length written by the reviewer next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: review_len_std +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-review-len-volatility/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-review-len-volatility/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-review-len-volatility/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-review-len-volatility/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-review-streak/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-review-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d53188eca169e5233b9ae86a45f9607711b751bb --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-review-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-streak +kind: external +task_type: regression +description: Longest consecutive-sub-period review streak for the reviewer in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: streak_len +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-review-streak/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-review-streak/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-review-streak/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-review-streak/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-time-until-next-4x/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-time-until-next-4x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c865e2b679e12a9e4688776fe770295e735e43ca --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-time-until-next-4x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-4x +kind: external +task_type: regression +description: Predict days until a reviewer's next review within a 4x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_4x +time_col: timestamp +timedelta: 186 days 07:40:48 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-4x/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-time-until-next-4x/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-4x/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-time-until-next-4x/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-time-until-next-5x/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-time-until-next-5x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2e06c06508a12e05d01e84768f1d0c33fc588d33 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-time-until-next-5x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-5x +kind: external +task_type: regression +description: Predict days until a reviewer's next review within a 5x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_5x +time_col: timestamp +timedelta: 232 days 21:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-5x/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-time-until-next-5x/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-5x/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-time-until-next-5x/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-time-until-next-6x/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-time-until-next-6x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..59357b8ee924b8af482edbdc47eceaa2e90b8520 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-time-until-next-6x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-6x +kind: external +task_type: regression +description: Predict days until a reviewer's next review within a 6x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_6x +time_col: timestamp +timedelta: 279 days 11:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-6x/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-time-until-next-6x/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-6x/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-time-until-next-6x/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-time-until-next-8x/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-time-until-next-8x/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..db573a03f5062bc1f7144645c877683f7089d372 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-time-until-next-8x/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-8x +kind: external +task_type: regression +description: Predict days until a reviewer's next review within an 8x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_8x +time_col: timestamp +timedelta: 372 days 15:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-8x/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-time-until-next-8x/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-8x/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-time-until-next-8x/train.parquet diff --git a/join-amazon-musical-instruments/tasks/reviewer-time-until-next-review/manifest.yaml b/join-amazon-musical-instruments/tasks/reviewer-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2297fec1af295b2634aa749e2a2745e548a0f666 --- /dev/null +++ b/join-amazon-musical-instruments/tasks/reviewer-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-review +kind: external +task_type: regression +description: Number of days until the reviewer writes their next review. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_until_next +time_col: timestamp +timedelta: 46 days 13:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-review/train.parquet b/join-amazon-musical-instruments/tasks/reviewer-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-review/train.parquet rename to join-amazon-musical-instruments/tasks/reviewer-time-until-next-review/train.parquet diff --git a/thejoin-amazon-office/db/products.parquet b/join-amazon-office/db/products.parquet similarity index 100% rename from thejoin-amazon-office/db/products.parquet rename to join-amazon-office/db/products.parquet diff --git a/thejoin-amazon-office/db/reviewers.parquet b/join-amazon-office/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-office/db/reviewers.parquet rename to join-amazon-office/db/reviewers.parquet diff --git a/thejoin-amazon-office/db/reviews.parquet b/join-amazon-office/db/reviews.parquet similarity index 100% rename from thejoin-amazon-office/db/reviews.parquet rename to join-amazon-office/db/reviews.parquet diff --git a/join-amazon-office/manifest.yaml b/join-amazon-office/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1e0526448ac9a4abd439f09c54e3a55e66bae5ef --- /dev/null +++ b/join-amazon-office/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-office +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/join-amazon-office/tasks/new-product-cold-extended/manifest.yaml b/join-amazon-office/tasks/new-product-cold-extended/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9f6ec3e6c4275dda2722c2c84a8eb9312fd5f66f --- /dev/null +++ b/join-amazon-office/tasks/new-product-cold-extended/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-cold-extended +kind: external +task_type: binary_classification +description: Whether newly-reviewed product still attracts reviews over 4 future windows. +entity_table: products +entity_col: product_id +target_col: cold_extended_repeat +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-new-product-cold-extended/train.parquet b/join-amazon-office/tasks/new-product-cold-extended/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-new-product-cold-extended/train.parquet rename to join-amazon-office/tasks/new-product-cold-extended/train.parquet diff --git a/join-amazon-office/tasks/new-product-cold-long-horizon/manifest.yaml b/join-amazon-office/tasks/new-product-cold-long-horizon/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0628a8b40951d9eacfed4c7eff4234b7b1349f84 --- /dev/null +++ b/join-amazon-office/tasks/new-product-cold-long-horizon/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-cold-long-horizon +kind: external +task_type: binary_classification +description: Whether newly-reviewed product still gets reviews 3 windows after debut. +entity_table: products +entity_col: product_id +target_col: cold_long_repeat +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-new-product-cold-long-horizon/train.parquet b/join-amazon-office/tasks/new-product-cold-long-horizon/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-new-product-cold-long-horizon/train.parquet rename to join-amazon-office/tasks/new-product-cold-long-horizon/train.parquet diff --git a/join-amazon-office/tasks/new-product-cold-medium/manifest.yaml b/join-amazon-office/tasks/new-product-cold-medium/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..18d047d671421957b7f521cb507eaa014621ba8b --- /dev/null +++ b/join-amazon-office/tasks/new-product-cold-medium/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-cold-medium +kind: external +task_type: binary_classification +description: Whether newly-reviewed product gets another review within 2 windows. +entity_table: products +entity_col: product_id +target_col: cold_medium_repeat +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-new-product-cold-medium/train.parquet b/join-amazon-office/tasks/new-product-cold-medium/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-new-product-cold-medium/train.parquet rename to join-amazon-office/tasks/new-product-cold-medium/train.parquet diff --git a/join-amazon-office/tasks/new-product-cold-repeat/manifest.yaml b/join-amazon-office/tasks/new-product-cold-repeat/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..769bbdd3c7122a031efffc61a5ab7711124e1437 --- /dev/null +++ b/join-amazon-office/tasks/new-product-cold-repeat/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-cold-repeat +kind: external +task_type: binary_classification +description: Whether newly-reviewed product receives any repeat review in first 2 windows. +entity_table: products +entity_col: product_id +target_col: cold_repeat +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-new-product-cold-repeat/train.parquet b/join-amazon-office/tasks/new-product-cold-repeat/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-new-product-cold-repeat/train.parquet rename to join-amazon-office/tasks/new-product-cold-repeat/train.parquet diff --git a/join-amazon-office/tasks/new-product-cold-short/manifest.yaml b/join-amazon-office/tasks/new-product-cold-short/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..63f455e9394740e70fff194dda2701324a0e78e4 --- /dev/null +++ b/join-amazon-office/tasks/new-product-cold-short/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-cold-short +kind: external +task_type: binary_classification +description: Whether newly-reviewed product gets another review within first single window. +entity_table: products +entity_col: product_id +target_col: cold_short_repeat +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-new-product-cold-short/train.parquet b/join-amazon-office/tasks/new-product-cold-short/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-new-product-cold-short/train.parquet rename to join-amazon-office/tasks/new-product-cold-short/train.parquet diff --git a/join-amazon-office/tasks/new-reviewer-cold-extended/manifest.yaml b/join-amazon-office/tasks/new-reviewer-cold-extended/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0ed932f6c859bbcc17c2a4a747a0a95cdaa3e833 --- /dev/null +++ b/join-amazon-office/tasks/new-reviewer-cold-extended/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-cold-extended +kind: external +task_type: binary_classification +description: Whether newly-appeared reviewer remains active over 4 future windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_extended_repeat +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-new-reviewer-cold-extended/train.parquet b/join-amazon-office/tasks/new-reviewer-cold-extended/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-new-reviewer-cold-extended/train.parquet rename to join-amazon-office/tasks/new-reviewer-cold-extended/train.parquet diff --git a/join-amazon-office/tasks/new-reviewer-cold-long-horizon/manifest.yaml b/join-amazon-office/tasks/new-reviewer-cold-long-horizon/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..521b791a876cf23e0dca4718cf19c320f7c86daa --- /dev/null +++ b/join-amazon-office/tasks/new-reviewer-cold-long-horizon/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-cold-long-horizon +kind: external +task_type: binary_classification +description: Whether newly-appeared reviewer is still active 3 windows after first review. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_long_repeat +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-new-reviewer-cold-long-horizon/train.parquet b/join-amazon-office/tasks/new-reviewer-cold-long-horizon/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-new-reviewer-cold-long-horizon/train.parquet rename to join-amazon-office/tasks/new-reviewer-cold-long-horizon/train.parquet diff --git a/join-amazon-office/tasks/new-reviewer-cold-medium/manifest.yaml b/join-amazon-office/tasks/new-reviewer-cold-medium/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..823bf703a0a0231c02d9e70172258c5258775396 --- /dev/null +++ b/join-amazon-office/tasks/new-reviewer-cold-medium/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-cold-medium +kind: external +task_type: binary_classification +description: Whether newly-appeared reviewer writes a repeat review within 2 windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_medium_repeat +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-new-reviewer-cold-medium/train.parquet b/join-amazon-office/tasks/new-reviewer-cold-medium/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-new-reviewer-cold-medium/train.parquet rename to join-amazon-office/tasks/new-reviewer-cold-medium/train.parquet diff --git a/join-amazon-office/tasks/new-reviewer-cold-repeat/manifest.yaml b/join-amazon-office/tasks/new-reviewer-cold-repeat/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9a4016273b5140ae8ef7e67599df6775f9001de1 --- /dev/null +++ b/join-amazon-office/tasks/new-reviewer-cold-repeat/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-cold-repeat +kind: external +task_type: binary_classification +description: Whether newly-appeared reviewer writes any repeat review in first 2 windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_repeat +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-new-reviewer-cold-repeat/train.parquet b/join-amazon-office/tasks/new-reviewer-cold-repeat/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-new-reviewer-cold-repeat/train.parquet rename to join-amazon-office/tasks/new-reviewer-cold-repeat/train.parquet diff --git a/join-amazon-office/tasks/new-reviewer-cold-short/manifest.yaml b/join-amazon-office/tasks/new-reviewer-cold-short/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d1218c495cf9a43f482e788aaccb699ccf48a81b --- /dev/null +++ b/join-amazon-office/tasks/new-reviewer-cold-short/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-cold-short +kind: external +task_type: binary_classification +description: Whether newly-appeared reviewer returns within first single window (tight cold-start). +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_short_repeat +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-new-reviewer-cold-short/train.parquet b/join-amazon-office/tasks/new-reviewer-cold-short/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-new-reviewer-cold-short/train.parquet rename to join-amazon-office/tasks/new-reviewer-cold-short/train.parquet diff --git a/join-amazon-office/tasks/product-detailed-reviews/manifest.yaml b/join-amazon-office/tasks/product-detailed-reviews/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..18bbb8f0b3a6c98bb90dcba65170e1a4e0bc1436 --- /dev/null +++ b/join-amazon-office/tasks/product-detailed-reviews/manifest.yaml @@ -0,0 +1,10 @@ +name: product-detailed-reviews +kind: external +task_type: binary_classification +description: Predict whether an office product will receive reviews with mean length exceeding 239 characters next window (near median). +entity_table: products +entity_col: product_id +target_col: detailed_review_flag +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-detailed-reviews/train.parquet b/join-amazon-office/tasks/product-detailed-reviews/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-product-detailed-reviews/train.parquet rename to join-amazon-office/tasks/product-detailed-reviews/train.parquet diff --git a/join-amazon-office/tasks/product-distinct-raters/manifest.yaml b/join-amazon-office/tasks/product-distinct-raters/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c7763b22ab6ffaa276d089b38563566ac4e7fd07 --- /dev/null +++ b/join-amazon-office/tasks/product-distinct-raters/manifest.yaml @@ -0,0 +1,10 @@ +name: product-distinct-raters +kind: external +task_type: regression +description: Predict the number of distinct reviewers who will rate an office product next window. +entity_table: products +entity_col: product_id +target_col: distinct_raters_next +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-distinct-raters/train.parquet b/join-amazon-office/tasks/product-distinct-raters/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-product-distinct-raters/train.parquet rename to join-amazon-office/tasks/product-distinct-raters/train.parquet diff --git a/join-amazon-office/tasks/product-distinct-reviewers/manifest.yaml b/join-amazon-office/tasks/product-distinct-reviewers/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..446a7cadb18b7e48b43dcaeb5453d9cda3065993 --- /dev/null +++ b/join-amazon-office/tasks/product-distinct-reviewers/manifest.yaml @@ -0,0 +1,10 @@ +name: product-distinct-reviewers +kind: external +task_type: regression +description: Predict the number of distinct reviewers who will review the product next window. +entity_table: products +entity_col: product_id +target_col: n_distinct_reviewers +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-distinct-reviewers/train.parquet b/join-amazon-office/tasks/product-distinct-reviewers/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-product-distinct-reviewers/train.parquet rename to join-amazon-office/tasks/product-distinct-reviewers/train.parquet diff --git a/join-amazon-office/tasks/product-high-rating/manifest.yaml b/join-amazon-office/tasks/product-high-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7846c4ea6a62caf803cabf9e307bc41d2fe37f7f --- /dev/null +++ b/join-amazon-office/tasks/product-high-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-high-rating +kind: external +task_type: binary_classification +description: Predict whether an office product's mean rating next window will exceed 4 (satisfaction threshold). +entity_table: products +entity_col: product_id +target_col: high_rating_flag +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-high-rating/train.parquet b/join-amazon-office/tasks/product-high-rating/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-product-high-rating/train.parquet rename to join-amazon-office/tasks/product-high-rating/train.parquet diff --git a/join-amazon-office/tasks/product-multi-verified-rare/manifest.yaml b/join-amazon-office/tasks/product-multi-verified-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..614417bcb7198185c575cda8cc7fb20a9723c29e --- /dev/null +++ b/join-amazon-office/tasks/product-multi-verified-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-multi-verified-rare +kind: external +task_type: binary_classification +description: Whether product receives 5+ verified reviews next window (rare popularity). +entity_table: products +entity_col: product_id +target_col: has_multi_verified +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-multi-verified-rare/train.parquet b/join-amazon-office/tasks/product-multi-verified-rare/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-product-multi-verified-rare/train.parquet rename to join-amazon-office/tasks/product-multi-verified-rare/train.parquet diff --git a/join-amazon-office/tasks/product-one-star-rare/manifest.yaml b/join-amazon-office/tasks/product-one-star-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bb89f606438762dbc2e788a140d6c8b71d5bff34 --- /dev/null +++ b/join-amazon-office/tasks/product-one-star-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-one-star-rare +kind: external +task_type: binary_classification +description: Whether product receives a 1-star review next window (rare negative event). +entity_table: products +entity_col: product_id +target_col: has_one_star +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-one-star-rare/train.parquet b/join-amazon-office/tasks/product-one-star-rare/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-product-one-star-rare/train.parquet rename to join-amazon-office/tasks/product-one-star-rare/train.parquet diff --git a/join-amazon-office/tasks/product-premium-review-rare/manifest.yaml b/join-amazon-office/tasks/product-premium-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4e2728ddd432638cea07072ed16255404baa5be0 --- /dev/null +++ b/join-amazon-office/tasks/product-premium-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-premium-review-rare +kind: external +task_type: binary_classification +description: Whether premium-priced product receives any review next window (rare due to low price-tier volume). +entity_table: products +entity_col: product_id +target_col: has_premium_review +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-premium-review-rare/train.parquet b/join-amazon-office/tasks/product-premium-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-product-premium-review-rare/train.parquet rename to join-amazon-office/tasks/product-premium-review-rare/train.parquet diff --git a/join-amazon-office/tasks/product-rating-trend-reversal/manifest.yaml b/join-amazon-office/tasks/product-rating-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cc35d99f662234e2bccf8f852cc1001a00958e8f --- /dev/null +++ b/join-amazon-office/tasks/product-rating-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend-reversal +kind: external +task_type: binary_classification +description: Whether the direction of change in a product's mean rating flips between the current and next window. +entity_table: products +entity_col: product_id +target_col: rating_reversal +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-rating-trend-reversal/train.parquet b/join-amazon-office/tasks/product-rating-trend-reversal/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-product-rating-trend-reversal/train.parquet rename to join-amazon-office/tasks/product-rating-trend-reversal/train.parquet diff --git a/join-amazon-office/tasks/product-rating-trend/manifest.yaml b/join-amazon-office/tasks/product-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c6433834ef6dc028f4bf0d2a0fa9c35209911054 --- /dev/null +++ b/join-amazon-office/tasks/product-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend +kind: external +task_type: binary_classification +description: Predict whether an office product's mean rating will increase next window compared to the current window. +entity_table: products +entity_col: product_id +target_col: rating_trend_up +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-rating-trend/train.parquet b/join-amazon-office/tasks/product-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-product-rating-trend/train.parquet rename to join-amazon-office/tasks/product-rating-trend/train.parquet diff --git a/join-amazon-office/tasks/product-rating-volatility/manifest.yaml b/join-amazon-office/tasks/product-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c10fdd8e343e60b060bb43d39b3b603d92c03e90 --- /dev/null +++ b/join-amazon-office/tasks/product-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings an office product will receive next window, indicating opinion polarization. +entity_table: products +entity_col: product_id +target_col: rating_volatility +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-rating-volatility/train.parquet b/join-amazon-office/tasks/product-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-product-rating-volatility/train.parquet rename to join-amazon-office/tasks/product-rating-volatility/train.parquet diff --git a/join-amazon-office/tasks/product-review-count/manifest.yaml b/join-amazon-office/tasks/product-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f031cebea6c7881912262d22e7376058c7bbfa7f --- /dev/null +++ b/join-amazon-office/tasks/product-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-count +kind: external +task_type: regression +description: Predict how many reviews an office product will receive in the next window. +entity_table: products +entity_col: product_id +target_col: review_count_next +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-review-count/train.parquet b/join-amazon-office/tasks/product-review-count/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-product-review-count/train.parquet rename to join-amazon-office/tasks/product-review-count/train.parquet diff --git a/join-amazon-office/tasks/product-review-len-change/manifest.yaml b/join-amazon-office/tasks/product-review-len-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..744a5f24eb46d98fe1bd77bfd1e559aece0a0a8a --- /dev/null +++ b/join-amazon-office/tasks/product-review-len-change/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-len-change +kind: external +task_type: regression +description: Predict the change in mean review length for an office product from current to next window. +entity_table: products +entity_col: product_id +target_col: review_len_change +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-review-len-change/train.parquet b/join-amazon-office/tasks/product-review-len-change/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-product-review-len-change/train.parquet rename to join-amazon-office/tasks/product-review-len-change/train.parquet diff --git a/join-amazon-office/tasks/product-review-len-concentration/manifest.yaml b/join-amazon-office/tasks/product-review-len-concentration/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bbca224426ab6c027b9fcdea14bec55a0ad6ad93 --- /dev/null +++ b/join-amazon-office/tasks/product-review-len-concentration/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-len-concentration +kind: external +task_type: regression +description: Predict the total review text volume (sum of review lengths) an office product will accumulate next window. +entity_table: products +entity_col: product_id +target_col: review_len_concentration +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-review-len-concentration/train.parquet b/join-amazon-office/tasks/product-review-len-concentration/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-product-review-len-concentration/train.parquet rename to join-amazon-office/tasks/product-review-len-concentration/train.parquet diff --git a/join-amazon-office/tasks/product-review-share/manifest.yaml b/join-amazon-office/tasks/product-review-share/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e9798e0ad30c9b45e80cc738b15a9a974b57dc59 --- /dev/null +++ b/join-amazon-office/tasks/product-review-share/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-share +kind: external +task_type: regression +description: Predict the product's share of total review volume (sum of review_len) next window. +entity_table: products +entity_col: product_id +target_col: review_share +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-review-share/train.parquet b/join-amazon-office/tasks/product-review-share/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-product-review-share/train.parquet rename to join-amazon-office/tasks/product-review-share/train.parquet diff --git a/join-amazon-office/tasks/product-review-streak/manifest.yaml b/join-amazon-office/tasks/product-review-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c2f44be9a6ca215e92f7389210fe90e9c257892b --- /dev/null +++ b/join-amazon-office/tasks/product-review-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-streak +kind: external +task_type: regression +description: Longest consecutive-sub-period review streak for the product in the next window. +entity_table: products +entity_col: product_id +target_col: max_streak +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-review-streak/train.parquet b/join-amazon-office/tasks/product-review-streak/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-product-review-streak/train.parquet rename to join-amazon-office/tasks/product-review-streak/train.parquet diff --git a/join-amazon-office/tasks/product-time-until-next-review/manifest.yaml b/join-amazon-office/tasks/product-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cc797987d0c66ff61a3d3c76bcdd98ba4426f07e --- /dev/null +++ b/join-amazon-office/tasks/product-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-time-until-next-review +kind: external +task_type: regression +description: Days until the product receives its next review. +entity_table: products +entity_col: product_id +target_col: days_to_next +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-time-until-next-review/train.parquet b/join-amazon-office/tasks/product-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-product-time-until-next-review/train.parquet rename to join-amazon-office/tasks/product-time-until-next-review/train.parquet diff --git a/join-amazon-office/tasks/product-top-rated/manifest.yaml b/join-amazon-office/tasks/product-top-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a8e028ea71d97781bb55a99fbbc89029c6b38eb9 --- /dev/null +++ b/join-amazon-office/tasks/product-top-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-rated +kind: external +task_type: binary_classification +description: Predict whether an office product will rank in the top 25% by mean rating among reviewed products next window. +entity_table: products +entity_col: product_id +target_col: is_top_rated +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-top-rated/train.parquet b/join-amazon-office/tasks/product-top-rated/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-product-top-rated/train.parquet rename to join-amazon-office/tasks/product-top-rated/train.parquet diff --git a/join-amazon-office/tasks/product-verified-burst-rare/manifest.yaml b/join-amazon-office/tasks/product-verified-burst-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c4202a718713103b6110dc8d90f2eeccdd348880 --- /dev/null +++ b/join-amazon-office/tasks/product-verified-burst-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-verified-burst-rare +kind: external +task_type: binary_classification +description: Whether product receives 10+ verified reviews next window (rare viral event). +entity_table: products +entity_col: product_id +target_col: has_verified_burst +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-verified-burst-rare/train.parquet b/join-amazon-office/tasks/product-verified-burst-rare/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-product-verified-burst-rare/train.parquet rename to join-amazon-office/tasks/product-verified-burst-rare/train.parquet diff --git a/join-amazon-office/tasks/product-verified-rare-next/manifest.yaml b/join-amazon-office/tasks/product-verified-rare-next/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..691be709e40532da067a9b766766ac44b3b6e78f --- /dev/null +++ b/join-amazon-office/tasks/product-verified-rare-next/manifest.yaml @@ -0,0 +1,10 @@ +name: product-verified-rare-next +kind: external +task_type: binary_classification +description: Whether product receives any verified review next window. +entity_table: products +entity_col: product_id +target_col: has_verified_rare +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-verified-rare-next/train.parquet b/join-amazon-office/tasks/product-verified-rare-next/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-product-verified-rare-next/train.parquet rename to join-amazon-office/tasks/product-verified-rare-next/train.parquet diff --git a/join-amazon-office/tasks/reviewer-active-next/manifest.yaml b/join-amazon-office/tasks/reviewer-active-next/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d4ee0bcd8e4f4b4d486291912fe17859a4dbf4b1 --- /dev/null +++ b/join-amazon-office/tasks/reviewer-active-next/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active-next +kind: external +task_type: binary_classification +description: Predict whether a reviewer will submit at least one office product review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_active_next +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-active-next/train.parquet b/join-amazon-office/tasks/reviewer-active-next/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-reviewer-active-next/train.parquet rename to join-amazon-office/tasks/reviewer-active-next/train.parquet diff --git a/join-amazon-office/tasks/reviewer-avg-rating/manifest.yaml b/join-amazon-office/tasks/reviewer-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5f9c7535be9b558b3421937f42309bbfb162d835 --- /dev/null +++ b/join-amazon-office/tasks/reviewer-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-avg-rating +kind: external +task_type: regression +description: Predict the mean rating a reviewer will give to office products in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-avg-rating/train.parquet b/join-amazon-office/tasks/reviewer-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-reviewer-avg-rating/train.parquet rename to join-amazon-office/tasks/reviewer-avg-rating/train.parquet diff --git a/join-amazon-office/tasks/reviewer-churn/manifest.yaml b/join-amazon-office/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f02073333839216f96fff2f8532042f034c82d58 --- /dev/null +++ b/join-amazon-office/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will have no office product review activity in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_churned +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-churn/train.parquet b/join-amazon-office/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-office/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-office/tasks/reviewer-distinct-products/manifest.yaml b/join-amazon-office/tasks/reviewer-distinct-products/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5e237ca2f45675b9ad8c6ce91ea2e8fed1979a2a --- /dev/null +++ b/join-amazon-office/tasks/reviewer-distinct-products/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-distinct-products +kind: external +task_type: regression +description: Predict the number of distinct products the reviewer will review next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: n_distinct_products +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-distinct-products/train.parquet b/join-amazon-office/tasks/reviewer-distinct-products/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-reviewer-distinct-products/train.parquet rename to join-amazon-office/tasks/reviewer-distinct-products/train.parquet diff --git a/join-amazon-office/tasks/reviewer-long-review-rare/manifest.yaml b/join-amazon-office/tasks/reviewer-long-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f7b25848b82b189e457337e4b2391ed8df738f0a --- /dev/null +++ b/join-amazon-office/tasks/reviewer-long-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-long-review-rare +kind: external +task_type: binary_classification +description: Whether reviewer writes any review next window (rare detailed engagement signal). +entity_table: reviewers +entity_col: reviewer_id +target_col: has_long_review +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-long-review-rare/train.parquet b/join-amazon-office/tasks/reviewer-long-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-reviewer-long-review-rare/train.parquet rename to join-amazon-office/tasks/reviewer-long-review-rare/train.parquet diff --git a/join-amazon-office/tasks/reviewer-multi-one-star/manifest.yaml b/join-amazon-office/tasks/reviewer-multi-one-star/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f873cd4ae55ca98acfb139a80bcd9e6409435b3d --- /dev/null +++ b/join-amazon-office/tasks/reviewer-multi-one-star/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-multi-one-star +kind: external +task_type: binary_classification +description: Whether reviewer posts 2+ one-star reviews next window (rare serial complainer). +entity_table: reviewers +entity_col: reviewer_id +target_col: has_multi_one_star +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-multi-one-star/train.parquet b/join-amazon-office/tasks/reviewer-multi-one-star/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-reviewer-multi-one-star/train.parquet rename to join-amazon-office/tasks/reviewer-multi-one-star/train.parquet diff --git a/join-amazon-office/tasks/reviewer-multi-verified-rare/manifest.yaml b/join-amazon-office/tasks/reviewer-multi-verified-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..88597f487e7a69111c775b4321b26856bf442f84 --- /dev/null +++ b/join-amazon-office/tasks/reviewer-multi-verified-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-multi-verified-rare +kind: external +task_type: binary_classification +description: Whether reviewer posts 3+ verified reviews next window (rare repeat behavior). +entity_table: reviewers +entity_col: reviewer_id +target_col: has_multi_verified +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-multi-verified-rare/train.parquet b/join-amazon-office/tasks/reviewer-multi-verified-rare/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-reviewer-multi-verified-rare/train.parquet rename to join-amazon-office/tasks/reviewer-multi-verified-rare/train.parquet diff --git a/join-amazon-office/tasks/reviewer-one-star-rare/manifest.yaml b/join-amazon-office/tasks/reviewer-one-star-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0e3264f962fe561f480caf12047ee4aee84ad6b8 --- /dev/null +++ b/join-amazon-office/tasks/reviewer-one-star-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-one-star-rare +kind: external +task_type: binary_classification +description: Whether reviewer posts a 1-star review next window (rare negative event). +entity_table: reviewers +entity_col: reviewer_id +target_col: has_one_star +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-one-star-rare/train.parquet b/join-amazon-office/tasks/reviewer-one-star-rare/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-reviewer-one-star-rare/train.parquet rename to join-amazon-office/tasks/reviewer-one-star-rare/train.parquet diff --git a/join-amazon-office/tasks/reviewer-rating-per-len/manifest.yaml b/join-amazon-office/tasks/reviewer-rating-per-len/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6d74109eba017720f2bcd7a89360440ae33eed07 --- /dev/null +++ b/join-amazon-office/tasks/reviewer-rating-per-len/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-per-len +kind: external +task_type: regression +description: Predict the ratio of rating to review length for a reviewer, measuring sentiment density per character written. +entity_table: reviewers +entity_col: reviewer_id +target_col: rating_per_len +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-rating-per-len/train.parquet b/join-amazon-office/tasks/reviewer-rating-per-len/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-reviewer-rating-per-len/train.parquet rename to join-amazon-office/tasks/reviewer-rating-per-len/train.parquet diff --git a/join-amazon-office/tasks/reviewer-return/manifest.yaml b/join-amazon-office/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d8e64b334587cf662e86b3276cb6f1e95707697b --- /dev/null +++ b/join-amazon-office/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a previously active reviewer will return to post office product reviews next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_return +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-return/train.parquet b/join-amazon-office/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-reviewer-return/train.parquet rename to join-amazon-office/tasks/reviewer-return/train.parquet diff --git a/join-amazon-office/tasks/reviewer-review-streak/manifest.yaml b/join-amazon-office/tasks/reviewer-review-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f5976ac508632763f283cf1cf64cca4597dc234a --- /dev/null +++ b/join-amazon-office/tasks/reviewer-review-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-streak +kind: external +task_type: regression +description: Longest consecutive-sub-period active streak for the reviewer in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: max_streak +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-review-streak/train.parquet b/join-amazon-office/tasks/reviewer-review-streak/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-reviewer-review-streak/train.parquet rename to join-amazon-office/tasks/reviewer-review-streak/train.parquet diff --git a/join-amazon-office/tasks/reviewer-time-until-next-review/manifest.yaml b/join-amazon-office/tasks/reviewer-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c898a3abaf903f392db2a67c1af9c279a0f872df --- /dev/null +++ b/join-amazon-office/tasks/reviewer-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-review +kind: external +task_type: regression +description: Days until the reviewer posts their next review. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-time-until-next-review/train.parquet b/join-amazon-office/tasks/reviewer-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-reviewer-time-until-next-review/train.parquet rename to join-amazon-office/tasks/reviewer-time-until-next-review/train.parquet diff --git a/join-amazon-office/tasks/reviewer-verified-rare-next/manifest.yaml b/join-amazon-office/tasks/reviewer-verified-rare-next/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ee5c682c02924d1015ba7d65fdefc579151aac8d --- /dev/null +++ b/join-amazon-office/tasks/reviewer-verified-rare-next/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-rare-next +kind: external +task_type: binary_classification +description: Whether reviewer posts any verified review next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: has_verified_rare +time_col: timestamp +timedelta: 57 days 21:21:36 +manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-verified-rare-next/train.parquet b/join-amazon-office/tasks/reviewer-verified-rare-next/train.parquet similarity index 100% rename from thejoin-amazon-office/tasks/predict-reviewer-verified-rare-next/train.parquet rename to join-amazon-office/tasks/reviewer-verified-rare-next/train.parquet diff --git a/thejoin-amazon-patio/db/products.parquet b/join-amazon-patio/db/products.parquet similarity index 100% rename from thejoin-amazon-patio/db/products.parquet rename to join-amazon-patio/db/products.parquet diff --git a/thejoin-amazon-patio/db/reviewers.parquet b/join-amazon-patio/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-patio/db/reviewers.parquet rename to join-amazon-patio/db/reviewers.parquet diff --git a/thejoin-amazon-patio/db/reviews.parquet b/join-amazon-patio/db/reviews.parquet similarity index 100% rename from thejoin-amazon-patio/db/reviews.parquet rename to join-amazon-patio/db/reviews.parquet diff --git a/join-amazon-patio/manifest.yaml b/join-amazon-patio/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..047bfc5889996e75a4cf8e38d81c54cd23e1ed09 --- /dev/null +++ b/join-amazon-patio/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-patio +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/join-amazon-patio/tasks/cold-product-sustained-traction/manifest.yaml b/join-amazon-patio/tasks/cold-product-sustained-traction/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b0b91f8c535ca4833a213db326bd925539820ca7 --- /dev/null +++ b/join-amazon-patio/tasks/cold-product-sustained-traction/manifest.yaml @@ -0,0 +1,10 @@ +name: cold-product-sustained-traction +kind: external +task_type: binary_classification +description: Whether a newly-listed product sustains repeat activity through an extended cold-start horizon. +entity_table: products +entity_col: product_id +target_col: cold_sustained_traction +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-cold-product-sustained-traction/train.parquet b/join-amazon-patio/tasks/cold-product-sustained-traction/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-cold-product-sustained-traction/train.parquet rename to join-amazon-patio/tasks/cold-product-sustained-traction/train.parquet diff --git a/join-amazon-patio/tasks/cold-reviewer-verified-return/manifest.yaml b/join-amazon-patio/tasks/cold-reviewer-verified-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..be14bb36dafb36bb551751cd93c2c8f82193e94b --- /dev/null +++ b/join-amazon-patio/tasks/cold-reviewer-verified-return/manifest.yaml @@ -0,0 +1,10 @@ +name: cold-reviewer-verified-return +kind: external +task_type: binary_classification +description: Whether a first-time reviewer returns with verified-purchase activity in cold-start horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_verified_return +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-cold-reviewer-verified-return/train.parquet b/join-amazon-patio/tasks/cold-reviewer-verified-return/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-cold-reviewer-verified-return/train.parquet rename to join-amazon-patio/tasks/cold-reviewer-verified-return/train.parquet diff --git a/join-amazon-patio/tasks/new-product-longterm/manifest.yaml b/join-amazon-patio/tasks/new-product-longterm/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1d2940cfbc4d815d427c67ec529e49c81a26808a --- /dev/null +++ b/join-amazon-patio/tasks/new-product-longterm/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-longterm +kind: external +task_type: binary_classification +description: Whether a newly-launched product sustains review activity over a longer cold-start horizon. +entity_table: products +entity_col: product_id +target_col: new_product_longterm +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-new-product-longterm/train.parquet b/join-amazon-patio/tasks/new-product-longterm/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-new-product-longterm/train.parquet rename to join-amazon-patio/tasks/new-product-longterm/train.parquet diff --git a/join-amazon-patio/tasks/new-product-quick-traction/manifest.yaml b/join-amazon-patio/tasks/new-product-quick-traction/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f3a470659097bacd9e7d5ea032c9fd63a9306f13 --- /dev/null +++ b/join-amazon-patio/tasks/new-product-quick-traction/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-quick-traction +kind: external +task_type: binary_classification +description: 'Quick-traction cold-start: whether a newly-listed product gets another review in its first window.' +entity_table: products +entity_col: product_id +target_col: new_product_quick_traction +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-new-product-quick-traction/train.parquet b/join-amazon-patio/tasks/new-product-quick-traction/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-new-product-quick-traction/train.parquet rename to join-amazon-patio/tasks/new-product-quick-traction/train.parquet diff --git a/join-amazon-patio/tasks/new-product-repeat/manifest.yaml b/join-amazon-patio/tasks/new-product-repeat/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..51f6317ac347608401f1ae5da7db547302d68cd6 --- /dev/null +++ b/join-amazon-patio/tasks/new-product-repeat/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-repeat +kind: external +task_type: binary_classification +description: Whether a newly-listed product receives repeat reviews in its first windows after launch. +entity_table: products +entity_col: product_id +target_col: new_product_repeat +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-new-product-repeat/train.parquet b/join-amazon-patio/tasks/new-product-repeat/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-new-product-repeat/train.parquet rename to join-amazon-patio/tasks/new-product-repeat/train.parquet diff --git a/join-amazon-patio/tasks/new-product-traction/manifest.yaml b/join-amazon-patio/tasks/new-product-traction/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..777d826c5871a8d36fc9cca22004de9f8c91d981 --- /dev/null +++ b/join-amazon-patio/tasks/new-product-traction/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-traction +kind: external +task_type: binary_classification +description: 'Cold-start traction: whether a newly-listed product gains repeat review activity early.' +entity_table: products +entity_col: product_id +target_col: new_product_traction +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-new-product-traction/train.parquet b/join-amazon-patio/tasks/new-product-traction/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-new-product-traction/train.parquet rename to join-amazon-patio/tasks/new-product-traction/train.parquet diff --git a/join-amazon-patio/tasks/new-reviewer-early-retention/manifest.yaml b/join-amazon-patio/tasks/new-reviewer-early-retention/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c9bdcc136f58c638b39ba09dc9051885c7f561d2 --- /dev/null +++ b/join-amazon-patio/tasks/new-reviewer-early-retention/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-early-retention +kind: external +task_type: binary_classification +description: 'Cold-start retention: whether a first-time reviewer is active again soon after signup.' +entity_table: reviewers +entity_col: reviewer_id +target_col: new_reviewer_retained +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-new-reviewer-early-retention/train.parquet b/join-amazon-patio/tasks/new-reviewer-early-retention/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-new-reviewer-early-retention/train.parquet rename to join-amazon-patio/tasks/new-reviewer-early-retention/train.parquet diff --git a/join-amazon-patio/tasks/new-reviewer-longterm/manifest.yaml b/join-amazon-patio/tasks/new-reviewer-longterm/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2b79d64344c53ddba2b38c1d321fe86ec6bc1b12 --- /dev/null +++ b/join-amazon-patio/tasks/new-reviewer-longterm/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-longterm +kind: external +task_type: binary_classification +description: Whether a brand-new reviewer stays active across a longer cold-start horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: new_reviewer_longterm +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-new-reviewer-longterm/train.parquet b/join-amazon-patio/tasks/new-reviewer-longterm/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-new-reviewer-longterm/train.parquet rename to join-amazon-patio/tasks/new-reviewer-longterm/train.parquet diff --git a/join-amazon-patio/tasks/new-reviewer-quick-return/manifest.yaml b/join-amazon-patio/tasks/new-reviewer-quick-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..615efe9061b77e8e18b52d526878dae3eaf84d91 --- /dev/null +++ b/join-amazon-patio/tasks/new-reviewer-quick-return/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-quick-return +kind: external +task_type: binary_classification +description: 'Quick-return cold-start: whether a first-time reviewer re-reviews within next single window.' +entity_table: reviewers +entity_col: reviewer_id +target_col: new_reviewer_quick_return +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-new-reviewer-quick-return/train.parquet b/join-amazon-patio/tasks/new-reviewer-quick-return/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-new-reviewer-quick-return/train.parquet rename to join-amazon-patio/tasks/new-reviewer-quick-return/train.parquet diff --git a/join-amazon-patio/tasks/new-reviewer-repeat/manifest.yaml b/join-amazon-patio/tasks/new-reviewer-repeat/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9e7b8f6233d5ec4ae8f0e542951a0e400a1fbfd7 --- /dev/null +++ b/join-amazon-patio/tasks/new-reviewer-repeat/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-repeat +kind: external +task_type: binary_classification +description: Whether a brand-new reviewer returns to post another review in their first windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: new_reviewer_repeat +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-new-reviewer-repeat/train.parquet b/join-amazon-patio/tasks/new-reviewer-repeat/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-new-reviewer-repeat/train.parquet rename to join-amazon-patio/tasks/new-reviewer-repeat/train.parquet diff --git a/join-amazon-patio/tasks/product-critical-event/manifest.yaml b/join-amazon-patio/tasks/product-critical-event/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9207527df4297b821176a0336d860a52bc98535c --- /dev/null +++ b/join-amazon-patio/tasks/product-critical-event/manifest.yaml @@ -0,0 +1,10 @@ +name: product-critical-event +kind: external +task_type: binary_classification +description: Whether product receives any review at all next window (rare for premium/long-tail SKUs). +entity_table: products +entity_col: product_id +target_col: critical_event +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-critical-event/train.parquet b/join-amazon-patio/tasks/product-critical-event/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-critical-event/train.parquet rename to join-amazon-patio/tasks/product-critical-event/train.parquet diff --git a/join-amazon-patio/tasks/product-detailed-reviews/manifest.yaml b/join-amazon-patio/tasks/product-detailed-reviews/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d374379dc9ca40b66881ecfe37e2c3cea92ebbe5 --- /dev/null +++ b/join-amazon-patio/tasks/product-detailed-reviews/manifest.yaml @@ -0,0 +1,10 @@ +name: product-detailed-reviews +kind: external +task_type: binary_classification +description: Predict whether a patio product will receive reviews with mean length exceeding 252 characters next window (near median). +entity_table: products +entity_col: product_id +target_col: detailed_review_flag +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-detailed-reviews/train.parquet b/join-amazon-patio/tasks/product-detailed-reviews/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-detailed-reviews/train.parquet rename to join-amazon-patio/tasks/product-detailed-reviews/train.parquet diff --git a/join-amazon-patio/tasks/product-distinct-raters/manifest.yaml b/join-amazon-patio/tasks/product-distinct-raters/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d57cec7a4c0c83185cbac4e7527ac880cb4cb293 --- /dev/null +++ b/join-amazon-patio/tasks/product-distinct-raters/manifest.yaml @@ -0,0 +1,10 @@ +name: product-distinct-raters +kind: external +task_type: regression +description: Predict the number of distinct reviewers who will rate a patio product next window. +entity_table: products +entity_col: product_id +target_col: distinct_raters_next +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-distinct-raters/train.parquet b/join-amazon-patio/tasks/product-distinct-raters/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-distinct-raters/train.parquet rename to join-amazon-patio/tasks/product-distinct-raters/train.parquet diff --git a/join-amazon-patio/tasks/product-distinct-reviewers/manifest.yaml b/join-amazon-patio/tasks/product-distinct-reviewers/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a0aafcb643a9b9f115b9cfbc7788047669587fef --- /dev/null +++ b/join-amazon-patio/tasks/product-distinct-reviewers/manifest.yaml @@ -0,0 +1,10 @@ +name: product-distinct-reviewers +kind: external +task_type: regression +description: Number of distinct reviewers posting for this product in the next window. +entity_table: products +entity_col: product_id +target_col: distinct_reviewers +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-distinct-reviewers/train.parquet b/join-amazon-patio/tasks/product-distinct-reviewers/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-distinct-reviewers/train.parquet rename to join-amazon-patio/tasks/product-distinct-reviewers/train.parquet diff --git a/join-amazon-patio/tasks/product-high-rating/manifest.yaml b/join-amazon-patio/tasks/product-high-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0132353b38b33d89a37458a790250abecaa5e421 --- /dev/null +++ b/join-amazon-patio/tasks/product-high-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-high-rating +kind: external +task_type: binary_classification +description: Predict whether a patio product's mean rating next window will exceed 4 (positive satisfaction threshold). +entity_table: products +entity_col: product_id +target_col: high_rating_flag +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-high-rating/train.parquet b/join-amazon-patio/tasks/product-high-rating/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-high-rating/train.parquet rename to join-amazon-patio/tasks/product-high-rating/train.parquet diff --git a/join-amazon-patio/tasks/product-length-volatility/manifest.yaml b/join-amazon-patio/tasks/product-length-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8862eccc762fcfd2b776caf26f4454f74129b745 --- /dev/null +++ b/join-amazon-patio/tasks/product-length-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: product-length-volatility +kind: external +task_type: regression +description: Standard deviation of review lengths for this product in the next window. +entity_table: products +entity_col: product_id +target_col: length_std +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-length-volatility/train.parquet b/join-amazon-patio/tasks/product-length-volatility/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-length-volatility/train.parquet rename to join-amazon-patio/tasks/product-length-volatility/train.parquet diff --git a/join-amazon-patio/tasks/product-onestar-rare/manifest.yaml b/join-amazon-patio/tasks/product-onestar-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9b290b5ea9aa7c16f6967eb5920b172b457281e5 --- /dev/null +++ b/join-amazon-patio/tasks/product-onestar-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-onestar-rare +kind: external +task_type: binary_classification +description: Whether product receives at least one 1-star review next window (rare complaint). +entity_table: products +entity_col: product_id +target_col: received_onestar +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-onestar-rare/train.parquet b/join-amazon-patio/tasks/product-onestar-rare/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-onestar-rare/train.parquet rename to join-amazon-patio/tasks/product-onestar-rare/train.parquet diff --git a/join-amazon-patio/tasks/product-onestar-repeat/manifest.yaml b/join-amazon-patio/tasks/product-onestar-repeat/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ddcd46422f6447a6a08e7048a775f52c59b98b6b --- /dev/null +++ b/join-amazon-patio/tasks/product-onestar-repeat/manifest.yaml @@ -0,0 +1,10 @@ +name: product-onestar-repeat +kind: external +task_type: binary_classification +description: Whether product receives 2+ 1-star reviews next window (rare persistent defect signal). +entity_table: products +entity_col: product_id +target_col: onestar_repeat +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-onestar-repeat/train.parquet b/join-amazon-patio/tasks/product-onestar-repeat/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-onestar-repeat/train.parquet rename to join-amazon-patio/tasks/product-onestar-repeat/train.parquet diff --git a/join-amazon-patio/tasks/product-peer-outperform-rating/manifest.yaml b/join-amazon-patio/tasks/product-peer-outperform-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f5d912c93b8f40a25f6ebb4d4561061150b49c2b --- /dev/null +++ b/join-amazon-patio/tasks/product-peer-outperform-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-peer-outperform-rating +kind: external +task_type: binary_classification +description: Whether the product's next-window mean rating exceeds the mean rating of its reviewer peer group. +entity_table: products +entity_col: product_id +target_col: beats_peers +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-peer-outperform-rating/train.parquet b/join-amazon-patio/tasks/product-peer-outperform-rating/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-peer-outperform-rating/train.parquet rename to join-amazon-patio/tasks/product-peer-outperform-rating/train.parquet diff --git a/join-amazon-patio/tasks/product-premium-buyer/manifest.yaml b/join-amazon-patio/tasks/product-premium-buyer/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2886725b2efc32d83924f5e6198960a1d97bb259 --- /dev/null +++ b/join-amazon-patio/tasks/product-premium-buyer/manifest.yaml @@ -0,0 +1,10 @@ +name: product-premium-buyer +kind: external +task_type: binary_classification +description: Whether premium-priced product receives any review next window (rare on long-tail inventory). +entity_table: products +entity_col: product_id +target_col: has_premium_buyer_event +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-premium-buyer/train.parquet b/join-amazon-patio/tasks/product-premium-buyer/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-premium-buyer/train.parquet rename to join-amazon-patio/tasks/product-premium-buyer/train.parquet diff --git a/join-amazon-patio/tasks/product-rank-change-within-reviewer/manifest.yaml b/join-amazon-patio/tasks/product-rank-change-within-reviewer/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..89a4a6e3dbd5c09e50561a54809d3f773aa95c90 --- /dev/null +++ b/join-amazon-patio/tasks/product-rank-change-within-reviewer/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rank-change-within-reviewer +kind: external +task_type: binary_classification +description: Whether the product's mean-rating rank among products reviewed by the same reviewer improves by at least 1 position next window. +entity_table: products +entity_col: product_id +target_col: rank_improved +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-rank-change-within-reviewer/train.parquet b/join-amazon-patio/tasks/product-rank-change-within-reviewer/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-rank-change-within-reviewer/train.parquet rename to join-amazon-patio/tasks/product-rank-change-within-reviewer/train.parquet diff --git a/join-amazon-patio/tasks/product-rating-trend-reversal/manifest.yaml b/join-amazon-patio/tasks/product-rating-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ee17a99c30fff03e71b5b630d6c3b6762a58b611 --- /dev/null +++ b/join-amazon-patio/tasks/product-rating-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend-reversal +kind: external +task_type: binary_classification +description: Whether the direction of change in the product's mean rating flips between the current and next window. +entity_table: products +entity_col: product_id +target_col: reversal +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-rating-trend-reversal/train.parquet b/join-amazon-patio/tasks/product-rating-trend-reversal/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-rating-trend-reversal/train.parquet rename to join-amazon-patio/tasks/product-rating-trend-reversal/train.parquet diff --git a/join-amazon-patio/tasks/product-rating-trend/manifest.yaml b/join-amazon-patio/tasks/product-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..53392bf1652003560fe014f682c12921048bb105 --- /dev/null +++ b/join-amazon-patio/tasks/product-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a patio product's mean rating will increase next window compared to the current window. +entity_table: products +entity_col: product_id +target_col: rating_trend_up +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-rating-trend/train.parquet b/join-amazon-patio/tasks/product-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-rating-trend/train.parquet rename to join-amazon-patio/tasks/product-rating-trend/train.parquet diff --git a/join-amazon-patio/tasks/product-rating-volatility/manifest.yaml b/join-amazon-patio/tasks/product-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d9ca4cc02ce743530916166fb8d3190fb35c5df7 --- /dev/null +++ b/join-amazon-patio/tasks/product-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings a patio product will receive next window, measuring opinion diversity. +entity_table: products +entity_col: product_id +target_col: rating_volatility +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-rating-volatility/train.parquet b/join-amazon-patio/tasks/product-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-rating-volatility/train.parquet rename to join-amazon-patio/tasks/product-rating-volatility/train.parquet diff --git a/join-amazon-patio/tasks/product-review-count/manifest.yaml b/join-amazon-patio/tasks/product-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..31c8354c91e732792110eff970918957f8ba8aca --- /dev/null +++ b/join-amazon-patio/tasks/product-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-count +kind: external +task_type: regression +description: Predict how many reviews a patio and garden product will receive in the next window. +entity_table: products +entity_col: product_id +target_col: review_count_next +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-review-count/train.parquet b/join-amazon-patio/tasks/product-review-count/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-review-count/train.parquet rename to join-amazon-patio/tasks/product-review-count/train.parquet diff --git a/join-amazon-patio/tasks/product-review-len-change/manifest.yaml b/join-amazon-patio/tasks/product-review-len-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e6f5f44d449d10b89095e76fd462ad7033948648 --- /dev/null +++ b/join-amazon-patio/tasks/product-review-len-change/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-len-change +kind: external +task_type: regression +description: Predict the change in mean review length for a patio product from current to next window. +entity_table: products +entity_col: product_id +target_col: review_len_change +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-review-len-change/train.parquet b/join-amazon-patio/tasks/product-review-len-change/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-review-len-change/train.parquet rename to join-amazon-patio/tasks/product-review-len-change/train.parquet diff --git a/join-amazon-patio/tasks/product-review-len-concentration/manifest.yaml b/join-amazon-patio/tasks/product-review-len-concentration/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2effa3c098b9d6905646b66540636f8b47b64eb3 --- /dev/null +++ b/join-amazon-patio/tasks/product-review-len-concentration/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-len-concentration +kind: external +task_type: regression +description: Predict the total review text volume (sum of review lengths) a patio product will accumulate next window. +entity_table: products +entity_col: product_id +target_col: review_len_concentration +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-review-len-concentration/train.parquet b/join-amazon-patio/tasks/product-review-len-concentration/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-review-len-concentration/train.parquet rename to join-amazon-patio/tasks/product-review-len-concentration/train.parquet diff --git a/join-amazon-patio/tasks/product-review-streak/manifest.yaml b/join-amazon-patio/tasks/product-review-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..eb15b802127b710d861c3d14dede247e005212b0 --- /dev/null +++ b/join-amazon-patio/tasks/product-review-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-streak +kind: external +task_type: regression +description: Longest consecutive-sub-period streak in which the product receives at least one review during the next window. +entity_table: products +entity_col: product_id +target_col: streak +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-review-streak/train.parquet b/join-amazon-patio/tasks/product-review-streak/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-review-streak/train.parquet rename to join-amazon-patio/tasks/product-review-streak/train.parquet diff --git a/join-amazon-patio/tasks/product-time-until-next-review/manifest.yaml b/join-amazon-patio/tasks/product-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f7803004c0507b616ee3d408528f8a4e86815010 --- /dev/null +++ b/join-amazon-patio/tasks/product-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-time-until-next-review +kind: external +task_type: regression +description: Days until the product receives its next review after the cutoff. +entity_table: products +entity_col: product_id +target_col: days_to_next +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-time-until-next-review/train.parquet b/join-amazon-patio/tasks/product-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-time-until-next-review/train.parquet rename to join-amazon-patio/tasks/product-time-until-next-review/train.parquet diff --git a/join-amazon-patio/tasks/product-top-rated/manifest.yaml b/join-amazon-patio/tasks/product-top-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..05277703f8811f4eb1c1d5fa28f45f133b0707a6 --- /dev/null +++ b/join-amazon-patio/tasks/product-top-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-rated +kind: external +task_type: binary_classification +description: Predict whether a patio product will rank in the top 25% by mean rating among reviewed products next window. +entity_table: products +entity_col: product_id +target_col: is_top_rated +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-top-rated/train.parquet b/join-amazon-patio/tasks/product-top-rated/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-top-rated/train.parquet rename to join-amazon-patio/tasks/product-top-rated/train.parquet diff --git a/join-amazon-patio/tasks/product-verified-flurry/manifest.yaml b/join-amazon-patio/tasks/product-verified-flurry/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..42d17e326afa3d8e894390556d79773cb53d9251 --- /dev/null +++ b/join-amazon-patio/tasks/product-verified-flurry/manifest.yaml @@ -0,0 +1,10 @@ +name: product-verified-flurry +kind: external +task_type: binary_classification +description: Whether product receives 3+ verified reviews next window (rare spike in confirmed purchases). +entity_table: products +entity_col: product_id +target_col: verified_flurry +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-verified-flurry/train.parquet b/join-amazon-patio/tasks/product-verified-flurry/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-product-verified-flurry/train.parquet rename to join-amazon-patio/tasks/product-verified-flurry/train.parquet diff --git a/join-amazon-patio/tasks/reviewer-active-next/manifest.yaml b/join-amazon-patio/tasks/reviewer-active-next/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0dc600d64424f447fd2da470b00e78fbb9a9e9ef --- /dev/null +++ b/join-amazon-patio/tasks/reviewer-active-next/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active-next +kind: external +task_type: binary_classification +description: Predict whether a reviewer will submit at least one patio and garden review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_active_next +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-active-next/train.parquet b/join-amazon-patio/tasks/reviewer-active-next/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-reviewer-active-next/train.parquet rename to join-amazon-patio/tasks/reviewer-active-next/train.parquet diff --git a/join-amazon-patio/tasks/reviewer-avg-rating/manifest.yaml b/join-amazon-patio/tasks/reviewer-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..56df0e10b053220ff183228b1b531fbba77d5051 --- /dev/null +++ b/join-amazon-patio/tasks/reviewer-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-avg-rating +kind: external +task_type: regression +description: Predict the mean rating a reviewer will give to patio and garden products in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-avg-rating/train.parquet b/join-amazon-patio/tasks/reviewer-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-reviewer-avg-rating/train.parquet rename to join-amazon-patio/tasks/reviewer-avg-rating/train.parquet diff --git a/join-amazon-patio/tasks/reviewer-churn/manifest.yaml b/join-amazon-patio/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f4a06e91e882ad2df997ae9e6d056df27e822c65 --- /dev/null +++ b/join-amazon-patio/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will have no patio and garden review activity in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_churned +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-churn/train.parquet b/join-amazon-patio/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-patio/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-patio/tasks/reviewer-distinct-products/manifest.yaml b/join-amazon-patio/tasks/reviewer-distinct-products/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b31e837c65c696baab764351deed5eb27b3ec792 --- /dev/null +++ b/join-amazon-patio/tasks/reviewer-distinct-products/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-distinct-products +kind: external +task_type: regression +description: Number of distinct products the reviewer reviews in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: distinct_products +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-distinct-products/train.parquet b/join-amazon-patio/tasks/reviewer-distinct-products/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-reviewer-distinct-products/train.parquet rename to join-amazon-patio/tasks/reviewer-distinct-products/train.parquet diff --git a/join-amazon-patio/tasks/reviewer-multi-onestar/manifest.yaml b/join-amazon-patio/tasks/reviewer-multi-onestar/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..35d2e5936681c4d2d2da622bedc8b923a09e6c53 --- /dev/null +++ b/join-amazon-patio/tasks/reviewer-multi-onestar/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-multi-onestar +kind: external +task_type: binary_classification +description: Whether reviewer leaves 2+ 1-star reviews next window (serial critic, very rare). +entity_table: reviewers +entity_col: reviewer_id +target_col: multi_onestar +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-multi-onestar/train.parquet b/join-amazon-patio/tasks/reviewer-multi-onestar/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-reviewer-multi-onestar/train.parquet rename to join-amazon-patio/tasks/reviewer-multi-onestar/train.parquet diff --git a/join-amazon-patio/tasks/reviewer-new-product-adoption/manifest.yaml b/join-amazon-patio/tasks/reviewer-new-product-adoption/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ece609ad9fa1574bd6fdbce7d7dfbdaf39a52515 --- /dev/null +++ b/join-amazon-patio/tasks/reviewer-new-product-adoption/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-new-product-adoption +kind: external +task_type: binary_classification +description: Whether the reviewer reviews a product they have never reviewed before in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: adopts_new +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-new-product-adoption/train.parquet b/join-amazon-patio/tasks/reviewer-new-product-adoption/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-reviewer-new-product-adoption/train.parquet rename to join-amazon-patio/tasks/reviewer-new-product-adoption/train.parquet diff --git a/join-amazon-patio/tasks/reviewer-onestar-rare/manifest.yaml b/join-amazon-patio/tasks/reviewer-onestar-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0166e2234263071eaa7a82a5cb7ba7eb4dc12d94 --- /dev/null +++ b/join-amazon-patio/tasks/reviewer-onestar-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-onestar-rare +kind: external +task_type: binary_classification +description: Whether reviewer leaves at least one 1-star rating next window (rare negative event). +entity_table: reviewers +entity_col: reviewer_id +target_col: has_onestar +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-onestar-rare/train.parquet b/join-amazon-patio/tasks/reviewer-onestar-rare/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-reviewer-onestar-rare/train.parquet rename to join-amazon-patio/tasks/reviewer-onestar-rare/train.parquet diff --git a/join-amazon-patio/tasks/reviewer-peer-outperform-length/manifest.yaml b/join-amazon-patio/tasks/reviewer-peer-outperform-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7611059f2013f29a3a2a860437c22ef635279826 --- /dev/null +++ b/join-amazon-patio/tasks/reviewer-peer-outperform-length/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-peer-outperform-length +kind: external +task_type: binary_classification +description: Whether the reviewer's next-window mean review length exceeds the mean review length of their per-product peer group. +entity_table: reviewers +entity_col: reviewer_id +target_col: beats_peers +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-peer-outperform-length/train.parquet b/join-amazon-patio/tasks/reviewer-peer-outperform-length/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-reviewer-peer-outperform-length/train.parquet rename to join-amazon-patio/tasks/reviewer-peer-outperform-length/train.parquet diff --git a/join-amazon-patio/tasks/reviewer-rank-change-within-product/manifest.yaml b/join-amazon-patio/tasks/reviewer-rank-change-within-product/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..aa2e449d364466ea833497fbbced1884a614f12f --- /dev/null +++ b/join-amazon-patio/tasks/reviewer-rank-change-within-product/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rank-change-within-product +kind: external +task_type: binary_classification +description: Whether the reviewer's review-length rank among co-reviewers of the same product improves by at least 1 position next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: rank_improved +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-rank-change-within-product/train.parquet b/join-amazon-patio/tasks/reviewer-rank-change-within-product/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-reviewer-rank-change-within-product/train.parquet rename to join-amazon-patio/tasks/reviewer-rank-change-within-product/train.parquet diff --git a/join-amazon-patio/tasks/reviewer-rank-regression-within-product/manifest.yaml b/join-amazon-patio/tasks/reviewer-rank-regression-within-product/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..10ae3f9abf75924afe732bce7e46a2422b29f462 --- /dev/null +++ b/join-amazon-patio/tasks/reviewer-rank-regression-within-product/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rank-regression-within-product +kind: external +task_type: regression +description: Reviewer's mean review-length rank (1=longest) among reviewers of the same product next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: mean_rank +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-rank-regression-within-product/train.parquet b/join-amazon-patio/tasks/reviewer-rank-regression-within-product/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-reviewer-rank-regression-within-product/train.parquet rename to join-amazon-patio/tasks/reviewer-rank-regression-within-product/train.parquet diff --git a/join-amazon-patio/tasks/reviewer-rare-premium/manifest.yaml b/join-amazon-patio/tasks/reviewer-rare-premium/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c7992dc4cba24a6114e36d5c09585118f1a28db1 --- /dev/null +++ b/join-amazon-patio/tasks/reviewer-rare-premium/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rare-premium +kind: external +task_type: binary_classification +description: Whether reviewer writes any review next window (rare for infrequent premium buyers). +entity_table: reviewers +entity_col: reviewer_id +target_col: rare_premium_review +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-rare-premium/train.parquet b/join-amazon-patio/tasks/reviewer-rare-premium/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-reviewer-rare-premium/train.parquet rename to join-amazon-patio/tasks/reviewer-rare-premium/train.parquet diff --git a/join-amazon-patio/tasks/reviewer-rating-per-len/manifest.yaml b/join-amazon-patio/tasks/reviewer-rating-per-len/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..edac8093f79599c5577b01384f0867da826c5a10 --- /dev/null +++ b/join-amazon-patio/tasks/reviewer-rating-per-len/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-per-len +kind: external +task_type: regression +description: Predict the ratio of rating to review length for a reviewer, measuring sentiment density per character written. +entity_table: reviewers +entity_col: reviewer_id +target_col: rating_per_len +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-rating-per-len/train.parquet b/join-amazon-patio/tasks/reviewer-rating-per-len/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-reviewer-rating-per-len/train.parquet rename to join-amazon-patio/tasks/reviewer-rating-per-len/train.parquet diff --git a/join-amazon-patio/tasks/reviewer-repeat-last-product/manifest.yaml b/join-amazon-patio/tasks/reviewer-repeat-last-product/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e33dc7dfdeb2f277b37d618dca05511f5dc44cee --- /dev/null +++ b/join-amazon-patio/tasks/reviewer-repeat-last-product/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-repeat-last-product +kind: external +task_type: binary_classification +description: Whether the reviewer's next review is for the same product as their most recent past review. +entity_table: reviewers +entity_col: reviewer_id +target_col: repeats_last +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-repeat-last-product/train.parquet b/join-amazon-patio/tasks/reviewer-repeat-last-product/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-reviewer-repeat-last-product/train.parquet rename to join-amazon-patio/tasks/reviewer-repeat-last-product/train.parquet diff --git a/join-amazon-patio/tasks/reviewer-return/manifest.yaml b/join-amazon-patio/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7858113978be7c30d328230b97eac2602bc2efc3 --- /dev/null +++ b/join-amazon-patio/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a previously active reviewer will return to post patio and garden reviews next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_return +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-return/train.parquet b/join-amazon-patio/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-reviewer-return/train.parquet rename to join-amazon-patio/tasks/reviewer-return/train.parquet diff --git a/join-amazon-patio/tasks/reviewer-review-streak/manifest.yaml b/join-amazon-patio/tasks/reviewer-review-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8a950dcd166b0c4d7410834241a3d0846f06dfda --- /dev/null +++ b/join-amazon-patio/tasks/reviewer-review-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-streak +kind: external +task_type: regression +description: Longest consecutive-sub-period reviewing streak for the reviewer in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: streak +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-review-streak/train.parquet b/join-amazon-patio/tasks/reviewer-review-streak/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-reviewer-review-streak/train.parquet rename to join-amazon-patio/tasks/reviewer-review-streak/train.parquet diff --git a/join-amazon-patio/tasks/reviewer-time-until-next-review/manifest.yaml b/join-amazon-patio/tasks/reviewer-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7c46c67a986079b116f4ac8557a7ec1d252891fd --- /dev/null +++ b/join-amazon-patio/tasks/reviewer-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-review +kind: external +task_type: regression +description: Days until the reviewer posts their next review after the cutoff. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-time-until-next-review/train.parquet b/join-amazon-patio/tasks/reviewer-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-reviewer-time-until-next-review/train.parquet rename to join-amazon-patio/tasks/reviewer-time-until-next-review/train.parquet diff --git a/join-amazon-patio/tasks/reviewer-verified-burst/manifest.yaml b/join-amazon-patio/tasks/reviewer-verified-burst/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c70afd0512578055aabfea9944efc67778c1fd4d --- /dev/null +++ b/join-amazon-patio/tasks/reviewer-verified-burst/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-burst +kind: external +task_type: binary_classification +description: Whether reviewer posts 3+ verified reviews next window (rare high-engagement burst). +entity_table: reviewers +entity_col: reviewer_id +target_col: verified_burst +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-verified-burst/train.parquet b/join-amazon-patio/tasks/reviewer-verified-burst/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-reviewer-verified-burst/train.parquet rename to join-amazon-patio/tasks/reviewer-verified-burst/train.parquet diff --git a/join-amazon-patio/tasks/reviewer-verified-rare/manifest.yaml b/join-amazon-patio/tasks/reviewer-verified-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..33b356e17967876e17e558d6390f378959a2b622 --- /dev/null +++ b/join-amazon-patio/tasks/reviewer-verified-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-rare +kind: external +task_type: binary_classification +description: Whether reviewer posts at least one verified review next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: has_verified_review +time_col: timestamp +timedelta: 58 days 00:00:00 +manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-verified-rare/train.parquet b/join-amazon-patio/tasks/reviewer-verified-rare/train.parquet similarity index 100% rename from thejoin-amazon-patio/tasks/predict-reviewer-verified-rare/train.parquet rename to join-amazon-patio/tasks/reviewer-verified-rare/train.parquet diff --git a/thejoin-amazon-pets/db/products.parquet b/join-amazon-pets/db/products.parquet similarity index 100% rename from thejoin-amazon-pets/db/products.parquet rename to join-amazon-pets/db/products.parquet diff --git a/thejoin-amazon-pets/db/reviewers.parquet b/join-amazon-pets/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-pets/db/reviewers.parquet rename to join-amazon-pets/db/reviewers.parquet diff --git a/thejoin-amazon-pets/db/reviews.parquet b/join-amazon-pets/db/reviews.parquet similarity index 100% rename from thejoin-amazon-pets/db/reviews.parquet rename to join-amazon-pets/db/reviews.parquet diff --git a/join-amazon-pets/manifest.yaml b/join-amazon-pets/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fda59eb1c290a85aff5703afc39a6baeb02eee88 --- /dev/null +++ b/join-amazon-pets/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-pets +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/join-amazon-pets/tasks/product-distinct-raters/manifest.yaml b/join-amazon-pets/tasks/product-distinct-raters/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..38488f04694a689ac091c8dc2d85e3c6c247e404 --- /dev/null +++ b/join-amazon-pets/tasks/product-distinct-raters/manifest.yaml @@ -0,0 +1,10 @@ +name: product-distinct-raters +kind: external +task_type: regression +description: Predict the number of distinct reviewers who will rate a pet supply product next window. +entity_table: products +entity_col: product_id +target_col: distinct_raters_next +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-distinct-raters/train.parquet b/join-amazon-pets/tasks/product-distinct-raters/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-product-distinct-raters/train.parquet rename to join-amazon-pets/tasks/product-distinct-raters/train.parquet diff --git a/join-amazon-pets/tasks/product-high-rating/manifest.yaml b/join-amazon-pets/tasks/product-high-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d9eb6503725a0da1734db06e5c0d8445181d2dcf --- /dev/null +++ b/join-amazon-pets/tasks/product-high-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-high-rating +kind: external +task_type: binary_classification +description: Predict whether a pet supply product's mean rating next window will exceed 4 (positive satisfaction threshold). +entity_table: products +entity_col: product_id +target_col: high_rating_flag +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-high-rating/train.parquet b/join-amazon-pets/tasks/product-high-rating/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-product-high-rating/train.parquet rename to join-amazon-pets/tasks/product-high-rating/train.parquet diff --git a/join-amazon-pets/tasks/product-long-reviews/manifest.yaml b/join-amazon-pets/tasks/product-long-reviews/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..36ff838234874de15f2b309dd946550c6d1626bc --- /dev/null +++ b/join-amazon-pets/tasks/product-long-reviews/manifest.yaml @@ -0,0 +1,10 @@ +name: product-long-reviews +kind: external +task_type: binary_classification +description: Predict whether a pet supply product will receive reviews with mean length exceeding 257 characters next window (near median). +entity_table: products +entity_col: product_id +target_col: long_review_flag +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-long-reviews/train.parquet b/join-amazon-pets/tasks/product-long-reviews/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-product-long-reviews/train.parquet rename to join-amazon-pets/tasks/product-long-reviews/train.parquet diff --git a/join-amazon-pets/tasks/product-multi-one-star-rare/manifest.yaml b/join-amazon-pets/tasks/product-multi-one-star-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b512b6948bbd873ff26be853465e89c39336d0e1 --- /dev/null +++ b/join-amazon-pets/tasks/product-multi-one-star-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-multi-one-star-rare +kind: external +task_type: binary_classification +description: Whether the product accumulates 2+ one-star reviews next window (rare sustained dissatisfaction). +entity_table: products +entity_col: product_id +target_col: multi_one_star +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-multi-one-star-rare/train.parquet b/join-amazon-pets/tasks/product-multi-one-star-rare/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-product-multi-one-star-rare/train.parquet rename to join-amazon-pets/tasks/product-multi-one-star-rare/train.parquet diff --git a/join-amazon-pets/tasks/product-one-star-rare/manifest.yaml b/join-amazon-pets/tasks/product-one-star-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4e05974d2946fbf2bd46b776e48bc02868ae9acf --- /dev/null +++ b/join-amazon-pets/tasks/product-one-star-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-one-star-rare +kind: external +task_type: binary_classification +description: Whether the product receives any 1-star review next window (rare item-complaint event). +entity_table: products +entity_col: product_id +target_col: gets_one_star +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-one-star-rare/train.parquet b/join-amazon-pets/tasks/product-one-star-rare/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-product-one-star-rare/train.parquet rename to join-amazon-pets/tasks/product-one-star-rare/train.parquet diff --git a/join-amazon-pets/tasks/product-premium-review-rare/manifest.yaml b/join-amazon-pets/tasks/product-premium-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d496c0d6faac78c5010eff2cdeb7dcd177858f81 --- /dev/null +++ b/join-amazon-pets/tasks/product-premium-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-premium-review-rare +kind: external +task_type: binary_classification +description: Whether a premium-priced item receives any review next window (rare per-item review event). +entity_table: products +entity_col: product_id +target_col: premium_reviewed +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-premium-review-rare/train.parquet b/join-amazon-pets/tasks/product-premium-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-product-premium-review-rare/train.parquet rename to join-amazon-pets/tasks/product-premium-review-rare/train.parquet diff --git a/join-amazon-pets/tasks/product-rating-trend/manifest.yaml b/join-amazon-pets/tasks/product-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b0dac7e6ed42dadddfea4f13d2489392c238ef41 --- /dev/null +++ b/join-amazon-pets/tasks/product-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a pet supply product's mean rating will increase next window compared to the current window. +entity_table: products +entity_col: product_id +target_col: rating_trend_up +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-rating-trend/train.parquet b/join-amazon-pets/tasks/product-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-product-rating-trend/train.parquet rename to join-amazon-pets/tasks/product-rating-trend/train.parquet diff --git a/join-amazon-pets/tasks/product-rating-volatility/manifest.yaml b/join-amazon-pets/tasks/product-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d27807e11838c5d34aa3e41af63a093e57d55841 --- /dev/null +++ b/join-amazon-pets/tasks/product-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings a pet supply product will receive next window, measuring opinion divergence. +entity_table: products +entity_col: product_id +target_col: rating_volatility +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-rating-volatility/train.parquet b/join-amazon-pets/tasks/product-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-product-rating-volatility/train.parquet rename to join-amazon-pets/tasks/product-rating-volatility/train.parquet diff --git a/join-amazon-pets/tasks/product-review-count/manifest.yaml b/join-amazon-pets/tasks/product-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9286f7d34e9216ff665ad442e37e0f89fbad9798 --- /dev/null +++ b/join-amazon-pets/tasks/product-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-count +kind: external +task_type: regression +description: Predict how many reviews a pet supply product will receive in the next window. +entity_table: products +entity_col: product_id +target_col: review_count_next +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-review-count/train.parquet b/join-amazon-pets/tasks/product-review-count/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-product-review-count/train.parquet rename to join-amazon-pets/tasks/product-review-count/train.parquet diff --git a/join-amazon-pets/tasks/product-review-len-change/manifest.yaml b/join-amazon-pets/tasks/product-review-len-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c0ebf37bd03317320cd5cdb625cb2fc764879f9f --- /dev/null +++ b/join-amazon-pets/tasks/product-review-len-change/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-len-change +kind: external +task_type: regression +description: Predict the change in mean review length for a pet supply product from current to next window. +entity_table: products +entity_col: product_id +target_col: review_len_change +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-review-len-change/train.parquet b/join-amazon-pets/tasks/product-review-len-change/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-product-review-len-change/train.parquet rename to join-amazon-pets/tasks/product-review-len-change/train.parquet diff --git a/join-amazon-pets/tasks/product-review-len-concentration/manifest.yaml b/join-amazon-pets/tasks/product-review-len-concentration/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..47263f6a627273c2573f870b9c292f97bb177d28 --- /dev/null +++ b/join-amazon-pets/tasks/product-review-len-concentration/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-len-concentration +kind: external +task_type: regression +description: Predict the total review text volume (sum of review lengths) a pet supply product will accumulate next window. +entity_table: products +entity_col: product_id +target_col: review_len_concentration +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-review-len-concentration/train.parquet b/join-amazon-pets/tasks/product-review-len-concentration/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-product-review-len-concentration/train.parquet rename to join-amazon-pets/tasks/product-review-len-concentration/train.parquet diff --git a/join-amazon-pets/tasks/product-top-rated/manifest.yaml b/join-amazon-pets/tasks/product-top-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b15c69c2a49a70a1ae8c7eeffd63651c9c810d90 --- /dev/null +++ b/join-amazon-pets/tasks/product-top-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-rated +kind: external +task_type: binary_classification +description: Predict whether a pet supply product will rank in the top 25% by mean rating among reviewed products next window. +entity_table: products +entity_col: product_id +target_col: is_top_rated +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-top-rated/train.parquet b/join-amazon-pets/tasks/product-top-rated/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-product-top-rated/train.parquet rename to join-amazon-pets/tasks/product-top-rated/train.parquet diff --git a/join-amazon-pets/tasks/product-viral-reviews-rare/manifest.yaml b/join-amazon-pets/tasks/product-viral-reviews-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..566b9dd6fd1202711c8a2a663de25c915893cbc0 --- /dev/null +++ b/join-amazon-pets/tasks/product-viral-reviews-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-viral-reviews-rare +kind: external +task_type: binary_classification +description: Whether the product receives 10+ reviews in the next window (rare viral-product event). +entity_table: products +entity_col: product_id +target_col: viral_burst +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-viral-reviews-rare/train.parquet b/join-amazon-pets/tasks/product-viral-reviews-rare/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-product-viral-reviews-rare/train.parquet rename to join-amazon-pets/tasks/product-viral-reviews-rare/train.parquet diff --git a/join-amazon-pets/tasks/product-voted-review-rare/manifest.yaml b/join-amazon-pets/tasks/product-voted-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f03e577f92dc80e9e454dae0303f5e6f673db844 --- /dev/null +++ b/join-amazon-pets/tasks/product-voted-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-voted-review-rare +kind: external +task_type: binary_classification +description: Whether the product receives any helpful-voted review next window (rare community-signal event). +entity_table: products +entity_col: product_id +target_col: gets_voted_review +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-voted-review-rare/train.parquet b/join-amazon-pets/tasks/product-voted-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-product-voted-review-rare/train.parquet rename to join-amazon-pets/tasks/product-voted-review-rare/train.parquet diff --git a/join-amazon-pets/tasks/reviewer-active-next/manifest.yaml b/join-amazon-pets/tasks/reviewer-active-next/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8b80ea3dc490e1c6a946220f104e35bafac121db --- /dev/null +++ b/join-amazon-pets/tasks/reviewer-active-next/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active-next +kind: external +task_type: binary_classification +description: Predict whether a reviewer will submit at least one pet supply review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_active_next +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-active-next/train.parquet b/join-amazon-pets/tasks/reviewer-active-next/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-reviewer-active-next/train.parquet rename to join-amazon-pets/tasks/reviewer-active-next/train.parquet diff --git a/join-amazon-pets/tasks/reviewer-burst-activity-rare/manifest.yaml b/join-amazon-pets/tasks/reviewer-burst-activity-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d7802a522eb267a9fca4ebb28050736405bd6bad --- /dev/null +++ b/join-amazon-pets/tasks/reviewer-burst-activity-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-burst-activity-rare +kind: external +task_type: binary_classification +description: Whether the reviewer posts 5+ reviews in the next window (rare power-user burst). +entity_table: reviewers +entity_col: reviewer_id +target_col: burst_active +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-burst-activity-rare/train.parquet b/join-amazon-pets/tasks/reviewer-burst-activity-rare/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-reviewer-burst-activity-rare/train.parquet rename to join-amazon-pets/tasks/reviewer-burst-activity-rare/train.parquet diff --git a/join-amazon-pets/tasks/reviewer-churn/manifest.yaml b/join-amazon-pets/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..64ed3be371a17734c083c8739615e09a573e0d6c --- /dev/null +++ b/join-amazon-pets/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will have no pet supply review activity in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_churned +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-churn/train.parquet b/join-amazon-pets/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-pets/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-pets/tasks/reviewer-cold-start-extended/manifest.yaml b/join-amazon-pets/tasks/reviewer-cold-start-extended/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a702604e1d7fb3e1721e32443da3375e58d5777c --- /dev/null +++ b/join-amazon-pets/tasks/reviewer-cold-start-extended/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-cold-start-extended +kind: external +task_type: binary_classification +description: Whether a cold-start reviewer remains active across 4 windows (extended retention test). +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_reviewer_extended +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-cold-start-extended/train.parquet b/join-amazon-pets/tasks/reviewer-cold-start-extended/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-reviewer-cold-start-extended/train.parquet rename to join-amazon-pets/tasks/reviewer-cold-start-extended/train.parquet diff --git a/join-amazon-pets/tasks/reviewer-cold-start-longterm/manifest.yaml b/join-amazon-pets/tasks/reviewer-cold-start-longterm/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dcff0bd80beb332e8332b2d31f08c7697a5cee49 --- /dev/null +++ b/join-amazon-pets/tasks/reviewer-cold-start-longterm/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-cold-start-longterm +kind: external +task_type: binary_classification +description: Whether a cold-start reviewer remains active across 3 windows post-debut (long horizon). +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_stays +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-cold-start-longterm/train.parquet b/join-amazon-pets/tasks/reviewer-cold-start-longterm/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-reviewer-cold-start-longterm/train.parquet rename to join-amazon-pets/tasks/reviewer-cold-start-longterm/train.parquet diff --git a/join-amazon-pets/tasks/reviewer-cold-start-return/manifest.yaml b/join-amazon-pets/tasks/reviewer-cold-start-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..07c997ef031d67b0fa883e5fe6d928628330e01e --- /dev/null +++ b/join-amazon-pets/tasks/reviewer-cold-start-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-cold-start-return +kind: external +task_type: binary_classification +description: Whether a brand-new reviewer posts another review within their first 2 windows after first review. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_returns +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-cold-start-return/train.parquet b/join-amazon-pets/tasks/reviewer-cold-start-return/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-reviewer-cold-start-return/train.parquet rename to join-amazon-pets/tasks/reviewer-cold-start-return/train.parquet diff --git a/join-amazon-pets/tasks/reviewer-cold-start-short/manifest.yaml b/join-amazon-pets/tasks/reviewer-cold-start-short/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a1785bc4d587899dba4e112a0e68956f013a4eb2 --- /dev/null +++ b/join-amazon-pets/tasks/reviewer-cold-start-short/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-cold-start-short +kind: external +task_type: binary_classification +description: Whether a first-time reviewer returns within a single next window (short-horizon cold start). +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_one_more +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-cold-start-short/train.parquet b/join-amazon-pets/tasks/reviewer-cold-start-short/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-reviewer-cold-start-short/train.parquet rename to join-amazon-pets/tasks/reviewer-cold-start-short/train.parquet diff --git a/join-amazon-pets/tasks/reviewer-cold-start-two/manifest.yaml b/join-amazon-pets/tasks/reviewer-cold-start-two/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..22c4ee76e0e02fbf33cbb51f0f82017b8376f8ff --- /dev/null +++ b/join-amazon-pets/tasks/reviewer-cold-start-two/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-cold-start-two +kind: external +task_type: binary_classification +description: Whether a cold-start reviewer posts again within 2 windows post-debut (standard cold start). +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_reviewer_two_win +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-cold-start-two/train.parquet b/join-amazon-pets/tasks/reviewer-cold-start-two/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-reviewer-cold-start-two/train.parquet rename to join-amazon-pets/tasks/reviewer-cold-start-two/train.parquet diff --git a/join-amazon-pets/tasks/reviewer-long-review-rare/manifest.yaml b/join-amazon-pets/tasks/reviewer-long-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..65a3860aaa755929d71b956a217dba0757a6206e --- /dev/null +++ b/join-amazon-pets/tasks/reviewer-long-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-long-review-rare +kind: external +task_type: binary_classification +description: Whether the reviewer posts a long-form review (>1500 chars) next window (rare high-effort event). +entity_table: reviewers +entity_col: reviewer_id +target_col: writes_long_review +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-long-review-rare/train.parquet b/join-amazon-pets/tasks/reviewer-long-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-reviewer-long-review-rare/train.parquet rename to join-amazon-pets/tasks/reviewer-long-review-rare/train.parquet diff --git a/join-amazon-pets/tasks/reviewer-multi-verified-rare/manifest.yaml b/join-amazon-pets/tasks/reviewer-multi-verified-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ea224eb84c551ce077ad8b918bb0b06d1c11b501 --- /dev/null +++ b/join-amazon-pets/tasks/reviewer-multi-verified-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-multi-verified-rare +kind: external +task_type: binary_classification +description: Whether the reviewer posts 3+ verified reviews next window (rare heavy-buyer event). +entity_table: reviewers +entity_col: reviewer_id +target_col: multi_verified +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-multi-verified-rare/train.parquet b/join-amazon-pets/tasks/reviewer-multi-verified-rare/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-reviewer-multi-verified-rare/train.parquet rename to join-amazon-pets/tasks/reviewer-multi-verified-rare/train.parquet diff --git a/join-amazon-pets/tasks/reviewer-one-star-rare/manifest.yaml b/join-amazon-pets/tasks/reviewer-one-star-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..262f1c54a525cf9c0bd0d88cd10e928e37c73570 --- /dev/null +++ b/join-amazon-pets/tasks/reviewer-one-star-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-one-star-rare +kind: external +task_type: binary_classification +description: Whether the reviewer posts any 1-star review next window (rare negative-sentiment event). +entity_table: reviewers +entity_col: reviewer_id +target_col: posts_one_star +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-one-star-rare/train.parquet b/join-amazon-pets/tasks/reviewer-one-star-rare/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-reviewer-one-star-rare/train.parquet rename to join-amazon-pets/tasks/reviewer-one-star-rare/train.parquet diff --git a/join-amazon-pets/tasks/reviewer-return/manifest.yaml b/join-amazon-pets/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4cae876a4c1eed686a043e9329a5a91e72449e9e --- /dev/null +++ b/join-amazon-pets/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a previously active reviewer will return to post pet supply reviews next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_return +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-return/train.parquet b/join-amazon-pets/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-reviewer-return/train.parquet rename to join-amazon-pets/tasks/reviewer-return/train.parquet diff --git a/join-amazon-pets/tasks/reviewer-verified-purchase-rare/manifest.yaml b/join-amazon-pets/tasks/reviewer-verified-purchase-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..345b868c3d1473fad1f1efca719f207c3a2d82fc --- /dev/null +++ b/join-amazon-pets/tasks/reviewer-verified-purchase-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-purchase-rare +kind: external +task_type: binary_classification +description: Whether the reviewer posts at least one verified-purchase review next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: has_verified +time_col: timestamp +timedelta: 50 days 19:55:12 +manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-verified-purchase-rare/train.parquet b/join-amazon-pets/tasks/reviewer-verified-purchase-rare/train.parquet similarity index 100% rename from thejoin-amazon-pets/tasks/predict-reviewer-verified-purchase-rare/train.parquet rename to join-amazon-pets/tasks/reviewer-verified-purchase-rare/train.parquet diff --git a/thejoin-amazon-prime-pantry/db/products.parquet b/join-amazon-prime-pantry/db/products.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/db/products.parquet rename to join-amazon-prime-pantry/db/products.parquet diff --git a/thejoin-amazon-prime-pantry/db/reviewers.parquet b/join-amazon-prime-pantry/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/db/reviewers.parquet rename to join-amazon-prime-pantry/db/reviewers.parquet diff --git a/thejoin-amazon-prime-pantry/db/reviews.parquet b/join-amazon-prime-pantry/db/reviews.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/db/reviews.parquet rename to join-amazon-prime-pantry/db/reviews.parquet diff --git a/join-amazon-prime-pantry/manifest.yaml b/join-amazon-prime-pantry/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..695d62358506dd0eb93f58e40dabc2a5cd1944e4 --- /dev/null +++ b/join-amazon-prime-pantry/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-prime-pantry +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/join-amazon-prime-pantry/tasks/cold-start-reviewer-long-retention/manifest.yaml b/join-amazon-prime-pantry/tasks/cold-start-reviewer-long-retention/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..07bd5d8d382459ace0fdb7712d7692dc30141eda --- /dev/null +++ b/join-amazon-prime-pantry/tasks/cold-start-reviewer-long-retention/manifest.yaml @@ -0,0 +1,10 @@ +name: cold-start-reviewer-long-retention +kind: external +task_type: binary_classification +description: For a newly-appeared reviewer, whether they remain active over the first three forward windows (long-horizon retention). +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_long_retention +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-long-retention/train.parquet b/join-amazon-prime-pantry/tasks/cold-start-reviewer-long-retention/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-long-retention/train.parquet rename to join-amazon-prime-pantry/tasks/cold-start-reviewer-long-retention/train.parquet diff --git a/join-amazon-prime-pantry/tasks/cold-start-reviewer-premium/manifest.yaml b/join-amazon-prime-pantry/tasks/cold-start-reviewer-premium/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c922e39b7841af07ab2d725619a83abec140b331 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/cold-start-reviewer-premium/manifest.yaml @@ -0,0 +1,10 @@ +name: cold-start-reviewer-premium +kind: external +task_type: binary_classification +description: For a newly-appeared reviewer, whether they return to buy any product in their first two forward windows (new-user conversion). +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_premium_try +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-premium/train.parquet b/join-amazon-prime-pantry/tasks/cold-start-reviewer-premium/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-premium/train.parquet rename to join-amazon-prime-pantry/tasks/cold-start-reviewer-premium/train.parquet diff --git a/join-amazon-prime-pantry/tasks/cold-start-reviewer-repeat/manifest.yaml b/join-amazon-prime-pantry/tasks/cold-start-reviewer-repeat/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..be37c95d07a4aedbf79d8993c16c6a62c20d035c --- /dev/null +++ b/join-amazon-prime-pantry/tasks/cold-start-reviewer-repeat/manifest.yaml @@ -0,0 +1,10 @@ +name: cold-start-reviewer-repeat +kind: external +task_type: binary_classification +description: For a newly-appeared reviewer, whether they will post any additional review in their first two forward windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_repeat +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-repeat/train.parquet b/join-amazon-prime-pantry/tasks/cold-start-reviewer-repeat/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-repeat/train.parquet rename to join-amazon-prime-pantry/tasks/cold-start-reviewer-repeat/train.parquet diff --git a/join-amazon-prime-pantry/tasks/cold-start-reviewer-return-activity/manifest.yaml b/join-amazon-prime-pantry/tasks/cold-start-reviewer-return-activity/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..233ef5f4cc98eacb9d6498749451d64be7a30483 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/cold-start-reviewer-return-activity/manifest.yaml @@ -0,0 +1,10 @@ +name: cold-start-reviewer-return-activity +kind: external +task_type: binary_classification +description: For a newly-appeared reviewer, baseline probability of any further review within the first two forward windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_return_activity +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-return-activity/train.parquet b/join-amazon-prime-pantry/tasks/cold-start-reviewer-return-activity/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-return-activity/train.parquet rename to join-amazon-prime-pantry/tasks/cold-start-reviewer-return-activity/train.parquet diff --git a/join-amazon-prime-pantry/tasks/cold-start-reviewer-verified/manifest.yaml b/join-amazon-prime-pantry/tasks/cold-start-reviewer-verified/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..39b10f817245d73438a6e1118332b685e8b2e35b --- /dev/null +++ b/join-amazon-prime-pantry/tasks/cold-start-reviewer-verified/manifest.yaml @@ -0,0 +1,10 @@ +name: cold-start-reviewer-verified +kind: external +task_type: binary_classification +description: For a newly-appeared reviewer, whether they place any verified purchase in their first two forward windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_verified_return +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-verified/train.parquet b/join-amazon-prime-pantry/tasks/cold-start-reviewer-verified/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-verified/train.parquet rename to join-amazon-prime-pantry/tasks/cold-start-reviewer-verified/train.parquet diff --git a/join-amazon-prime-pantry/tasks/product-avg-rating/manifest.yaml b/join-amazon-prime-pantry/tasks/product-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c410ab4d493b1b6da965b2efc5b83da7a8736979 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/product-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-avg-rating +kind: external +task_type: regression +description: Predict the mean rating a pantry product will receive across all reviews in the next window. +entity_table: products +entity_col: product_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-avg-rating/train.parquet b/join-amazon-prime-pantry/tasks/product-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-product-avg-rating/train.parquet rename to join-amazon-prime-pantry/tasks/product-avg-rating/train.parquet diff --git a/join-amazon-prime-pantry/tasks/product-distinct-reviewers/manifest.yaml b/join-amazon-prime-pantry/tasks/product-distinct-reviewers/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..845b8a8bd3edcb3312efb304e02530cff147e772 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/product-distinct-reviewers/manifest.yaml @@ -0,0 +1,10 @@ +name: product-distinct-reviewers +kind: external +task_type: regression +description: Predict the number of unique reviewers who will review a pantry product in the next window. +entity_table: products +entity_col: product_id +target_col: distinct_reviewers_next +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-distinct-reviewers/train.parquet b/join-amazon-prime-pantry/tasks/product-distinct-reviewers/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-product-distinct-reviewers/train.parquet rename to join-amazon-prime-pantry/tasks/product-distinct-reviewers/train.parquet diff --git a/join-amazon-prime-pantry/tasks/product-high-rating/manifest.yaml b/join-amazon-prime-pantry/tasks/product-high-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5956af54ec1f06afaeb39145b71e92e6a09ae8da --- /dev/null +++ b/join-amazon-prime-pantry/tasks/product-high-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-high-rating +kind: external +task_type: binary_classification +description: Predict whether a pantry product will maintain an average rating above 4 in the next window. +entity_table: products +entity_col: product_id +target_col: high_rated_next +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-high-rating/train.parquet b/join-amazon-prime-pantry/tasks/product-high-rating/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-product-high-rating/train.parquet rename to join-amazon-prime-pantry/tasks/product-high-rating/train.parquet diff --git a/join-amazon-prime-pantry/tasks/product-rare-1star-review/manifest.yaml b/join-amazon-prime-pantry/tasks/product-rare-1star-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2c459a5d8e0694be0101e6163f7625afc45e4309 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/product-rare-1star-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rare-1star-review +kind: external +task_type: binary_classification +description: Whether the product receives at least one 1-star review in the next window (rare dissatisfaction signal). +entity_table: products +entity_col: product_id +target_col: rare_1star +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-rare-1star-review/train.parquet b/join-amazon-prime-pantry/tasks/product-rare-1star-review/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-product-rare-1star-review/train.parquet rename to join-amazon-prime-pantry/tasks/product-rare-1star-review/train.parquet diff --git a/join-amazon-prime-pantry/tasks/product-rare-helpful-vote-review/manifest.yaml b/join-amazon-prime-pantry/tasks/product-rare-helpful-vote-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..23be79a7f033ff531c5a19999e517938cad62a3a --- /dev/null +++ b/join-amazon-prime-pantry/tasks/product-rare-helpful-vote-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rare-helpful-vote-review +kind: external +task_type: binary_classification +description: Whether the product receives at least one highly-voted (helpful) review next window (rare; votes sparsely populated). +entity_table: products +entity_col: product_id +target_col: rare_helpful_vote +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-rare-helpful-vote-review/train.parquet b/join-amazon-prime-pantry/tasks/product-rare-helpful-vote-review/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-product-rare-helpful-vote-review/train.parquet rename to join-amazon-prime-pantry/tasks/product-rare-helpful-vote-review/train.parquet diff --git a/join-amazon-prime-pantry/tasks/product-rare-long-review/manifest.yaml b/join-amazon-prime-pantry/tasks/product-rare-long-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f0a5564111a130316faf83f108fce30e5a5bced4 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/product-rare-long-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rare-long-review +kind: external +task_type: binary_classification +description: Whether the product receives at least one very-long review (>=1000 chars) next window (rare deep-engagement signal). +entity_table: products +entity_col: product_id +target_col: rare_long_review +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-rare-long-review/train.parquet b/join-amazon-prime-pantry/tasks/product-rare-long-review/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-product-rare-long-review/train.parquet rename to join-amazon-prime-pantry/tasks/product-rare-long-review/train.parquet diff --git a/join-amazon-prime-pantry/tasks/product-rare-premium-purchase/manifest.yaml b/join-amazon-prime-pantry/tasks/product-rare-premium-purchase/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..113cda0b81aec904f7b57cccecda2be5e95152a5 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/product-rare-premium-purchase/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rare-premium-purchase +kind: external +task_type: binary_classification +description: Whether the product draws at least one premium-price review event next window (premium defined by high-price tail). +entity_table: products +entity_col: product_id +target_col: rare_premium_buy +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-rare-premium-purchase/train.parquet b/join-amazon-prime-pantry/tasks/product-rare-premium-purchase/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-product-rare-premium-purchase/train.parquet rename to join-amazon-prime-pantry/tasks/product-rare-premium-purchase/train.parquet diff --git a/join-amazon-prime-pantry/tasks/product-rare-unverified-review/manifest.yaml b/join-amazon-prime-pantry/tasks/product-rare-unverified-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..30e88461867ed790a70310297aa174c327b09d0a --- /dev/null +++ b/join-amazon-prime-pantry/tasks/product-rare-unverified-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rare-unverified-review +kind: external +task_type: binary_classification +description: Whether the product receives at least one unverified-purchase review next window (rare outcome). +entity_table: products +entity_col: product_id +target_col: rare_unverified +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-rare-unverified-review/train.parquet b/join-amazon-prime-pantry/tasks/product-rare-unverified-review/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-product-rare-unverified-review/train.parquet rename to join-amazon-prime-pantry/tasks/product-rare-unverified-review/train.parquet diff --git a/join-amazon-prime-pantry/tasks/product-rating-change/manifest.yaml b/join-amazon-prime-pantry/tasks/product-rating-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9f86b85b3a9dd6851ca021c10113549a78de9947 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/product-rating-change/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-change +kind: external +task_type: regression +description: Predict the change in mean rating a pantry product receives between the current and next window. +entity_table: products +entity_col: product_id +target_col: rating_change_next +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-rating-change/train.parquet b/join-amazon-prime-pantry/tasks/product-rating-change/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-product-rating-change/train.parquet rename to join-amazon-prime-pantry/tasks/product-rating-change/train.parquet diff --git a/join-amazon-prime-pantry/tasks/product-rating-trend-reversal/manifest.yaml b/join-amazon-prime-pantry/tasks/product-rating-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..47544e2d3f2356e1fb501621260c00486a503191 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/product-rating-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend-reversal +kind: external +task_type: binary_classification +description: Whether the direction of change in the product's mean rating flips between current and next windows. +entity_table: products +entity_col: product_id +target_col: product_rating_trend_flips +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-rating-trend-reversal/train.parquet b/join-amazon-prime-pantry/tasks/product-rating-trend-reversal/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-product-rating-trend-reversal/train.parquet rename to join-amazon-prime-pantry/tasks/product-rating-trend-reversal/train.parquet diff --git a/join-amazon-prime-pantry/tasks/product-rating-volatility/manifest.yaml b/join-amazon-prime-pantry/tasks/product-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e94b7a1f33d43d91f06bb9a4c692e98d9b7406f2 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/product-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-volatility +kind: external +task_type: regression +description: Standard deviation of the product's review ratings next window. +entity_table: products +entity_col: product_id +target_col: rating_stddev +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-rating-volatility/train.parquet b/join-amazon-prime-pantry/tasks/product-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-product-rating-volatility/train.parquet rename to join-amazon-prime-pantry/tasks/product-rating-volatility/train.parquet diff --git a/join-amazon-prime-pantry/tasks/product-review-streak/manifest.yaml b/join-amazon-prime-pantry/tasks/product-review-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a0ab358480c02d950468bb690105b6509370338f --- /dev/null +++ b/join-amazon-prime-pantry/tasks/product-review-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-streak +kind: external +task_type: regression +description: Longest consecutive sub-period active streak for the product receiving reviews within the future window. +entity_table: products +entity_col: product_id +target_col: streak_buckets +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-review-streak/train.parquet b/join-amazon-prime-pantry/tasks/product-review-streak/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-product-review-streak/train.parquet rename to join-amazon-prime-pantry/tasks/product-review-streak/train.parquet diff --git a/join-amazon-prime-pantry/tasks/product-time-until-next-review/manifest.yaml b/join-amazon-prime-pantry/tasks/product-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d3858143c37d2b1623b5116e0567260dbd03d8e8 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/product-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-time-until-next-review +kind: external +task_type: regression +description: Days until the product receives its next review. +entity_table: products +entity_col: product_id +target_col: days_until_next_review +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-time-until-next-review/train.parquet b/join-amazon-prime-pantry/tasks/product-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-product-time-until-next-review/train.parquet rename to join-amazon-prime-pantry/tasks/product-time-until-next-review/train.parquet diff --git a/join-amazon-prime-pantry/tasks/product-top-rated/manifest.yaml b/join-amazon-prime-pantry/tasks/product-top-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..428aceef601f81997288f08ca0e378d6da84cb9d --- /dev/null +++ b/join-amazon-prime-pantry/tasks/product-top-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-rated +kind: external +task_type: binary_classification +description: Predict whether a pantry product will be among the top 25% most highly rated products in the next window. +entity_table: products +entity_col: product_id +target_col: top_rated_next +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-top-rated/train.parquet b/join-amazon-prime-pantry/tasks/product-top-rated/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-product-top-rated/train.parquet rename to join-amazon-prime-pantry/tasks/product-top-rated/train.parquet diff --git a/join-amazon-prime-pantry/tasks/reviewer-active/manifest.yaml b/join-amazon-prime-pantry/tasks/reviewer-active/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2f882fa1ff2232a2558d46f8043dc47bccd779ff --- /dev/null +++ b/join-amazon-prime-pantry/tasks/reviewer-active/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post at least one pantry review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_active_next +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-active/train.parquet b/join-amazon-prime-pantry/tasks/reviewer-active/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-reviewer-active/train.parquet rename to join-amazon-prime-pantry/tasks/reviewer-active/train.parquet diff --git a/join-amazon-prime-pantry/tasks/reviewer-avg-rating/manifest.yaml b/join-amazon-prime-pantry/tasks/reviewer-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bd3f78884830202904cc15343e8f583c407b1d04 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/reviewer-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-avg-rating +kind: external +task_type: regression +description: Predict the mean rating a reviewer will give across their pantry reviews in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-avg-rating/train.parquet b/join-amazon-prime-pantry/tasks/reviewer-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-reviewer-avg-rating/train.parquet rename to join-amazon-prime-pantry/tasks/reviewer-avg-rating/train.parquet diff --git a/join-amazon-prime-pantry/tasks/reviewer-churn/manifest.yaml b/join-amazon-prime-pantry/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4c552fd37da3036738cd595f0ac0b9934be04c07 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a pantry reviewer will stop posting reviews entirely in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_next +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-churn/train.parquet b/join-amazon-prime-pantry/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-prime-pantry/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-prime-pantry/tasks/reviewer-rare-1star-review/manifest.yaml b/join-amazon-prime-pantry/tasks/reviewer-rare-1star-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f9574e026c64d24a239cc2187b222cf61fa608e1 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/reviewer-rare-1star-review/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rare-1star-review +kind: external +task_type: binary_classification +description: Whether the reviewer posts at least one 1-star review in the next window (rare negative event). +entity_table: reviewers +entity_col: reviewer_id +target_col: rare_1star +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-1star-review/train.parquet b/join-amazon-prime-pantry/tasks/reviewer-rare-1star-review/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-1star-review/train.parquet rename to join-amazon-prime-pantry/tasks/reviewer-rare-1star-review/train.parquet diff --git a/join-amazon-prime-pantry/tasks/reviewer-rare-helpful-vote/manifest.yaml b/join-amazon-prime-pantry/tasks/reviewer-rare-helpful-vote/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d4e996b98241fd714ba0ce6656fe9b6138702362 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/reviewer-rare-helpful-vote/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rare-helpful-vote +kind: external +task_type: binary_classification +description: Whether the reviewer authors at least one review with >=5 helpful votes next window (rare viral-review event). +entity_table: reviewers +entity_col: reviewer_id +target_col: rare_helpful_vote +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-helpful-vote/train.parquet b/join-amazon-prime-pantry/tasks/reviewer-rare-helpful-vote/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-helpful-vote/train.parquet rename to join-amazon-prime-pantry/tasks/reviewer-rare-helpful-vote/train.parquet diff --git a/join-amazon-prime-pantry/tasks/reviewer-rare-long-review/manifest.yaml b/join-amazon-prime-pantry/tasks/reviewer-rare-long-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4c7945701e0fd486272b160d253d048707d6f688 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/reviewer-rare-long-review/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rare-long-review +kind: external +task_type: binary_classification +description: Whether the reviewer writes at least one very-long review (>=1000 chars) next window (rare power-reviewer event). +entity_table: reviewers +entity_col: reviewer_id +target_col: rare_long_review +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-long-review/train.parquet b/join-amazon-prime-pantry/tasks/reviewer-rare-long-review/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-long-review/train.parquet rename to join-amazon-prime-pantry/tasks/reviewer-rare-long-review/train.parquet diff --git a/join-amazon-prime-pantry/tasks/reviewer-rare-premium-purchase/manifest.yaml b/join-amazon-prime-pantry/tasks/reviewer-rare-premium-purchase/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d7da4553a756eec1ce6f47cb6ac4bdb2ec8f7ae0 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/reviewer-rare-premium-purchase/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rare-premium-purchase +kind: external +task_type: binary_classification +description: Whether the reviewer purchases a premium-priced item (price >= 25) next window (rare tail event). +entity_table: reviewers +entity_col: reviewer_id +target_col: rare_premium_buy +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-premium-purchase/train.parquet b/join-amazon-prime-pantry/tasks/reviewer-rare-premium-purchase/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-premium-purchase/train.parquet rename to join-amazon-prime-pantry/tasks/reviewer-rare-premium-purchase/train.parquet diff --git a/join-amazon-prime-pantry/tasks/reviewer-rare-unverified-purchase/manifest.yaml b/join-amazon-prime-pantry/tasks/reviewer-rare-unverified-purchase/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b2d85ae50a88b17f494a40d19f2a445aac9ed7fd --- /dev/null +++ b/join-amazon-prime-pantry/tasks/reviewer-rare-unverified-purchase/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rare-unverified-purchase +kind: external +task_type: binary_classification +description: Whether the reviewer posts at least one unverified-purchase review in the next window (rare; ~16% unverified rate). +entity_table: reviewers +entity_col: reviewer_id +target_col: rare_unverified +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-unverified-purchase/train.parquet b/join-amazon-prime-pantry/tasks/reviewer-rare-unverified-purchase/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-unverified-purchase/train.parquet rename to join-amazon-prime-pantry/tasks/reviewer-rare-unverified-purchase/train.parquet diff --git a/join-amazon-prime-pantry/tasks/reviewer-rating-trend-reversal/manifest.yaml b/join-amazon-prime-pantry/tasks/reviewer-rating-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a8853f839c9436a9da40fe8f108b34816ecb7897 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/reviewer-rating-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-trend-reversal +kind: external +task_type: binary_classification +description: Whether the direction of change in the reviewer's mean rating flips between current and next windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: rating_trend_flips +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rating-trend-reversal/train.parquet b/join-amazon-prime-pantry/tasks/reviewer-rating-trend-reversal/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-reviewer-rating-trend-reversal/train.parquet rename to join-amazon-prime-pantry/tasks/reviewer-rating-trend-reversal/train.parquet diff --git a/join-amazon-prime-pantry/tasks/reviewer-rating-trend/manifest.yaml b/join-amazon-prime-pantry/tasks/reviewer-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a9025b5bb435d74697465502d0abeb10496a8df0 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/reviewer-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a reviewer's mean rating in the next window will be higher than in the current window. +entity_table: reviewers +entity_col: reviewer_id +target_col: rating_trending_up_next +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rating-trend/train.parquet b/join-amazon-prime-pantry/tasks/reviewer-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-reviewer-rating-trend/train.parquet rename to join-amazon-prime-pantry/tasks/reviewer-rating-trend/train.parquet diff --git a/join-amazon-prime-pantry/tasks/reviewer-rating-volatility/manifest.yaml b/join-amazon-prime-pantry/tasks/reviewer-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4ae342d26324f94525a93c6b5a17ba1dfb2431cb --- /dev/null +++ b/join-amazon-prime-pantry/tasks/reviewer-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings a reviewer gives across their pantry reviews in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: rating_volatility_next +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rating-volatility/train.parquet b/join-amazon-prime-pantry/tasks/reviewer-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-reviewer-rating-volatility/train.parquet rename to join-amazon-prime-pantry/tasks/reviewer-rating-volatility/train.parquet diff --git a/join-amazon-prime-pantry/tasks/reviewer-return/manifest.yaml b/join-amazon-prime-pantry/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f335b2b4c914fdf01e14d460fdd1b9d4ca020d87 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a reviewer who was active previously will return to post again in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: returns_next +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-return/train.parquet b/join-amazon-prime-pantry/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-reviewer-return/train.parquet rename to join-amazon-prime-pantry/tasks/reviewer-return/train.parquet diff --git a/join-amazon-prime-pantry/tasks/reviewer-review-count/manifest.yaml b/join-amazon-prime-pantry/tasks/reviewer-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e80e5b478871821993710f1c9c7450ecc4a12fae --- /dev/null +++ b/join-amazon-prime-pantry/tasks/reviewer-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-count +kind: external +task_type: regression +description: Predict the number of pantry reviews a reviewer will submit in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: review_count_next +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-review-count/train.parquet b/join-amazon-prime-pantry/tasks/reviewer-review-count/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-reviewer-review-count/train.parquet rename to join-amazon-prime-pantry/tasks/reviewer-review-count/train.parquet diff --git a/join-amazon-prime-pantry/tasks/reviewer-review-length-volatility/manifest.yaml b/join-amazon-prime-pantry/tasks/reviewer-review-length-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c73967429a50dafeba5ff4841d28e171f99eaaca --- /dev/null +++ b/join-amazon-prime-pantry/tasks/reviewer-review-length-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-length-volatility +kind: external +task_type: regression +description: Standard deviation of the reviewer's review lengths next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: review_len_stddev +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-review-length-volatility/train.parquet b/join-amazon-prime-pantry/tasks/reviewer-review-length-volatility/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-reviewer-review-length-volatility/train.parquet rename to join-amazon-prime-pantry/tasks/reviewer-review-length-volatility/train.parquet diff --git a/join-amazon-prime-pantry/tasks/reviewer-review-streak/manifest.yaml b/join-amazon-prime-pantry/tasks/reviewer-review-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0fbadf114ac5f1c7faacf7c3b14e0870dab8d82f --- /dev/null +++ b/join-amazon-prime-pantry/tasks/reviewer-review-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-streak +kind: external +task_type: regression +description: Longest consecutive sub-period active streak for the reviewer within the future window. +entity_table: reviewers +entity_col: reviewer_id +target_col: streak_buckets +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-review-streak/train.parquet b/join-amazon-prime-pantry/tasks/reviewer-review-streak/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-reviewer-review-streak/train.parquet rename to join-amazon-prime-pantry/tasks/reviewer-review-streak/train.parquet diff --git a/join-amazon-prime-pantry/tasks/reviewer-time-until-next-review/manifest.yaml b/join-amazon-prime-pantry/tasks/reviewer-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0c45ee3eeaeb0df6cd9142316c9531dd88fc0bd7 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/reviewer-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-review +kind: external +task_type: regression +description: Days until the reviewer posts their next review. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_until_next_review +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-time-until-next-review/train.parquet b/join-amazon-prime-pantry/tasks/reviewer-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-reviewer-time-until-next-review/train.parquet rename to join-amazon-prime-pantry/tasks/reviewer-time-until-next-review/train.parquet diff --git a/join-amazon-prime-pantry/tasks/reviewer-verbosity-per-star/manifest.yaml b/join-amazon-prime-pantry/tasks/reviewer-verbosity-per-star/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c6e76e919872baafa57cc16d78a5c4242d767b93 --- /dev/null +++ b/join-amazon-prime-pantry/tasks/reviewer-verbosity-per-star/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verbosity-per-star +kind: external +task_type: regression +description: Predict the mean ratio of review length to star rating, capturing how verbose reviewers are relative to their satisfaction level. +entity_table: reviewers +entity_col: reviewer_id +target_col: verbosity_per_star_next +time_col: timestamp +timedelta: 41 days 00:14:24 +manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-verbosity-per-star/train.parquet b/join-amazon-prime-pantry/tasks/reviewer-verbosity-per-star/train.parquet similarity index 100% rename from thejoin-amazon-prime-pantry/tasks/predict-reviewer-verbosity-per-star/train.parquet rename to join-amazon-prime-pantry/tasks/reviewer-verbosity-per-star/train.parquet diff --git a/thejoin-amazon-software/db/products.parquet b/join-amazon-software/db/products.parquet similarity index 100% rename from thejoin-amazon-software/db/products.parquet rename to join-amazon-software/db/products.parquet diff --git a/thejoin-amazon-software/db/reviewers.parquet b/join-amazon-software/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-software/db/reviewers.parquet rename to join-amazon-software/db/reviewers.parquet diff --git a/thejoin-amazon-software/db/reviews.parquet b/join-amazon-software/db/reviews.parquet similarity index 100% rename from thejoin-amazon-software/db/reviews.parquet rename to join-amazon-software/db/reviews.parquet diff --git a/join-amazon-software/manifest.yaml b/join-amazon-software/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5c2a556ffbce8e0ef6ede1f3262ab6baec45683d --- /dev/null +++ b/join-amazon-software/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-software +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/join-amazon-software/tasks/product-avg-rating/manifest.yaml b/join-amazon-software/tasks/product-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a101ec02b5eaf948d3239ccd307e17f31784e569 --- /dev/null +++ b/join-amazon-software/tasks/product-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-avg-rating +kind: external +task_type: regression +description: Predict the mean rating a software product will receive in the next window. +entity_table: products +entity_col: product_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 55 days 12:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-avg-rating/train.parquet b/join-amazon-software/tasks/product-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-product-avg-rating/train.parquet rename to join-amazon-software/tasks/product-avg-rating/train.parquet diff --git a/join-amazon-software/tasks/product-churn-lh5/manifest.yaml b/join-amazon-software/tasks/product-churn-lh5/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ebb2a33405991be7452f77a19cc1dab0921a684f --- /dev/null +++ b/join-amazon-software/tasks/product-churn-lh5/manifest.yaml @@ -0,0 +1,10 @@ +name: product-churn-lh5 +kind: external +task_type: binary_classification +description: Whether product receives no reviews in the next 5x window. +entity_table: products +entity_col: product_id +target_col: prod_churned_lh5 +time_col: timestamp +timedelta: 277 days 15:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-churn-lh5/train.parquet b/join-amazon-software/tasks/product-churn-lh5/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-product-churn-lh5/train.parquet rename to join-amazon-software/tasks/product-churn-lh5/train.parquet diff --git a/join-amazon-software/tasks/product-low-rating/manifest.yaml b/join-amazon-software/tasks/product-low-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cd91ab9acdd84156a2a8471789902b2b255ebd2a --- /dev/null +++ b/join-amazon-software/tasks/product-low-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-low-rating +kind: external +task_type: binary_classification +description: Predict whether a software product will receive an average rating below 4 in the next window. +entity_table: products +entity_col: product_id +target_col: low_rated_next +time_col: timestamp +timedelta: 55 days 12:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-low-rating/train.parquet b/join-amazon-software/tasks/product-low-rating/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-product-low-rating/train.parquet rename to join-amazon-software/tasks/product-low-rating/train.parquet diff --git a/join-amazon-software/tasks/product-rating-change/manifest.yaml b/join-amazon-software/tasks/product-rating-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2a68dca7675c9252092a87467c567e87c77bb5e4 --- /dev/null +++ b/join-amazon-software/tasks/product-rating-change/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-change +kind: external +task_type: regression +description: Predict the change in mean rating a software product receives between the current and next window. +entity_table: products +entity_col: product_id +target_col: rating_change_next +time_col: timestamp +timedelta: 55 days 12:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-rating-change/train.parquet b/join-amazon-software/tasks/product-rating-change/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-product-rating-change/train.parquet rename to join-amazon-software/tasks/product-rating-change/train.parquet diff --git a/join-amazon-software/tasks/product-rating-trend-reversal/manifest.yaml b/join-amazon-software/tasks/product-rating-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a08daca059393bd84185b1befa3809222b2ec63b --- /dev/null +++ b/join-amazon-software/tasks/product-rating-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend-reversal +kind: external +task_type: binary_classification +description: Whether the direction of change in the product's mean rating flips between the current and next window. +entity_table: products +entity_col: product_id +target_col: trend_flips +time_col: timestamp +timedelta: 55 days 12:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-rating-trend-reversal/train.parquet b/join-amazon-software/tasks/product-rating-trend-reversal/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-product-rating-trend-reversal/train.parquet rename to join-amazon-software/tasks/product-rating-trend-reversal/train.parquet diff --git a/join-amazon-software/tasks/product-rating-volatility/manifest.yaml b/join-amazon-software/tasks/product-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1858b12e27e9f76fca6ed7795afaa7026f2dda4e --- /dev/null +++ b/join-amazon-software/tasks/product-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-volatility +kind: external +task_type: regression +description: Standard deviation of the product's review ratings in the next window. +entity_table: products +entity_col: product_id +target_col: rating_std +time_col: timestamp +timedelta: 55 days 12:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-rating-volatility/train.parquet b/join-amazon-software/tasks/product-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-product-rating-volatility/train.parquet rename to join-amazon-software/tasks/product-rating-volatility/train.parquet diff --git a/join-amazon-software/tasks/product-return-lh5/manifest.yaml b/join-amazon-software/tasks/product-return-lh5/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..62f62fb1354269d627f61aff27b42f22fbd9e57b --- /dev/null +++ b/join-amazon-software/tasks/product-return-lh5/manifest.yaml @@ -0,0 +1,10 @@ +name: product-return-lh5 +kind: external +task_type: binary_classification +description: Whether a dormant product gets a review within the next 5x window. +entity_table: products +entity_col: product_id +target_col: prod_returned_lh5 +time_col: timestamp +timedelta: 277 days 15:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-return-lh5/train.parquet b/join-amazon-software/tasks/product-return-lh5/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-product-return-lh5/train.parquet rename to join-amazon-software/tasks/product-return-lh5/train.parquet diff --git a/join-amazon-software/tasks/product-review-concentration/manifest.yaml b/join-amazon-software/tasks/product-review-concentration/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8d6e74b300c7c04a4937e3adbee671126eff6cd5 --- /dev/null +++ b/join-amazon-software/tasks/product-review-concentration/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-concentration +kind: external +task_type: regression +description: Product's share of total review-length volume across the catalog next window. +entity_table: products +entity_col: product_id +target_col: review_share +time_col: timestamp +timedelta: 55 days 12:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-review-concentration/train.parquet b/join-amazon-software/tasks/product-review-concentration/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-product-review-concentration/train.parquet rename to join-amazon-software/tasks/product-review-concentration/train.parquet diff --git a/join-amazon-software/tasks/product-streak-length/manifest.yaml b/join-amazon-software/tasks/product-streak-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d1409c07408e4d9a03ce24a4b6bdc0474603c9e1 --- /dev/null +++ b/join-amazon-software/tasks/product-streak-length/manifest.yaml @@ -0,0 +1,10 @@ +name: product-streak-length +kind: external +task_type: regression +description: Longest consecutive sub-period streak the product receives at least one review in the next window. +entity_table: products +entity_col: product_id +target_col: streak +time_col: timestamp +timedelta: 55 days 12:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-streak-length/train.parquet b/join-amazon-software/tasks/product-streak-length/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-product-streak-length/train.parquet rename to join-amazon-software/tasks/product-streak-length/train.parquet diff --git a/join-amazon-software/tasks/product-time-until-next-lh5/manifest.yaml b/join-amazon-software/tasks/product-time-until-next-lh5/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..409236a7b20479b5b3b8667aaff237f0426b71c7 --- /dev/null +++ b/join-amazon-software/tasks/product-time-until-next-lh5/manifest.yaml @@ -0,0 +1,10 @@ +name: product-time-until-next-lh5 +kind: external +task_type: regression +description: Days until product's next review within the 5x lookforward. +entity_table: products +entity_col: product_id +target_col: prod_days_to_next_lh5 +time_col: timestamp +timedelta: 277 days 15:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-time-until-next-lh5/train.parquet b/join-amazon-software/tasks/product-time-until-next-lh5/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-product-time-until-next-lh5/train.parquet rename to join-amazon-software/tasks/product-time-until-next-lh5/train.parquet diff --git a/join-amazon-software/tasks/product-time-until-next-review/manifest.yaml b/join-amazon-software/tasks/product-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f87d0b928811eebc1579bcfc4166f683935459d2 --- /dev/null +++ b/join-amazon-software/tasks/product-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-time-until-next-review +kind: external +task_type: regression +description: Days until the product receives its next review. +entity_table: products +entity_col: product_id +target_col: days_to_next +time_col: timestamp +timedelta: 55 days 12:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-time-until-next-review/train.parquet b/join-amazon-software/tasks/product-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-product-time-until-next-review/train.parquet rename to join-amazon-software/tasks/product-time-until-next-review/train.parquet diff --git a/join-amazon-software/tasks/product-top-rated/manifest.yaml b/join-amazon-software/tasks/product-top-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9d3b10799c5c3af6f5dfa0a214cc81ea3afeea25 --- /dev/null +++ b/join-amazon-software/tasks/product-top-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-rated +kind: external +task_type: binary_classification +description: Predict whether a software product will be among the top 25% most highly rated products in the next window. +entity_table: products +entity_col: product_id +target_col: top_rated_next +time_col: timestamp +timedelta: 55 days 12:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-top-rated/train.parquet b/join-amazon-software/tasks/product-top-rated/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-product-top-rated/train.parquet rename to join-amazon-software/tasks/product-top-rated/train.parquet diff --git a/join-amazon-software/tasks/reviewer-active/manifest.yaml b/join-amazon-software/tasks/reviewer-active/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e084cced4fc29a36c937e1686dfe032ce7ef0efb --- /dev/null +++ b/join-amazon-software/tasks/reviewer-active/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post at least one software review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_active_next +time_col: timestamp +timedelta: 55 days 12:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-active/train.parquet b/join-amazon-software/tasks/reviewer-active/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-reviewer-active/train.parquet rename to join-amazon-software/tasks/reviewer-active/train.parquet diff --git a/join-amazon-software/tasks/reviewer-avg-rating/manifest.yaml b/join-amazon-software/tasks/reviewer-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a8480f81ab619d98644057ba56d1e90db0076359 --- /dev/null +++ b/join-amazon-software/tasks/reviewer-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-avg-rating +kind: external +task_type: regression +description: Predict the mean rating a reviewer will assign across their software reviews in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 55 days 12:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-avg-rating/train.parquet b/join-amazon-software/tasks/reviewer-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-reviewer-avg-rating/train.parquet rename to join-amazon-software/tasks/reviewer-avg-rating/train.parquet diff --git a/join-amazon-software/tasks/reviewer-churn-lh4/manifest.yaml b/join-amazon-software/tasks/reviewer-churn-lh4/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ef1aae4e1d68be4f6e1203c41f44107455e9329e --- /dev/null +++ b/join-amazon-software/tasks/reviewer-churn-lh4/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-lh4 +kind: external +task_type: binary_classification +description: Whether reviewer has no reviews in the next 4x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_lh4 +time_col: timestamp +timedelta: 222 days 02:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-churn-lh4/train.parquet b/join-amazon-software/tasks/reviewer-churn-lh4/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-reviewer-churn-lh4/train.parquet rename to join-amazon-software/tasks/reviewer-churn-lh4/train.parquet diff --git a/join-amazon-software/tasks/reviewer-churn-lh5/manifest.yaml b/join-amazon-software/tasks/reviewer-churn-lh5/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e9c5844f9ab5a7c7edfadfa3b5c6fe0c14dd341c --- /dev/null +++ b/join-amazon-software/tasks/reviewer-churn-lh5/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-lh5 +kind: external +task_type: binary_classification +description: Whether reviewer has no reviews in the next 5x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_lh5 +time_col: timestamp +timedelta: 277 days 15:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-churn-lh5/train.parquet b/join-amazon-software/tasks/reviewer-churn-lh5/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-reviewer-churn-lh5/train.parquet rename to join-amazon-software/tasks/reviewer-churn-lh5/train.parquet diff --git a/join-amazon-software/tasks/reviewer-churn-lh6/manifest.yaml b/join-amazon-software/tasks/reviewer-churn-lh6/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0bba09e83cf25fbaf6f29b59e633a00c6d529281 --- /dev/null +++ b/join-amazon-software/tasks/reviewer-churn-lh6/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-lh6 +kind: external +task_type: binary_classification +description: Whether reviewer has no reviews in the next 6x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_lh6 +time_col: timestamp +timedelta: 333 days 04:19:12 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-churn-lh6/train.parquet b/join-amazon-software/tasks/reviewer-churn-lh6/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-reviewer-churn-lh6/train.parquet rename to join-amazon-software/tasks/reviewer-churn-lh6/train.parquet diff --git a/join-amazon-software/tasks/reviewer-churn/manifest.yaml b/join-amazon-software/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..01d13248a74f4fe8145736f2acf0aa770b265494 --- /dev/null +++ b/join-amazon-software/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a software reviewer will stop posting reviews entirely in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_next +time_col: timestamp +timedelta: 55 days 12:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-churn/train.parquet b/join-amazon-software/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-software/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-software/tasks/reviewer-return-lh4/manifest.yaml b/join-amazon-software/tasks/reviewer-return-lh4/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c17ecab8f41976b3c3d3881ca63fc0309941ee51 --- /dev/null +++ b/join-amazon-software/tasks/reviewer-return-lh4/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-lh4 +kind: external +task_type: binary_classification +description: Whether an inactive reviewer reactivates within the next 4x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_lh4 +time_col: timestamp +timedelta: 222 days 02:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-return-lh4/train.parquet b/join-amazon-software/tasks/reviewer-return-lh4/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-reviewer-return-lh4/train.parquet rename to join-amazon-software/tasks/reviewer-return-lh4/train.parquet diff --git a/join-amazon-software/tasks/reviewer-return-lh5/manifest.yaml b/join-amazon-software/tasks/reviewer-return-lh5/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dd978dcf8214b84eefc53d9fd78527b27144f94d --- /dev/null +++ b/join-amazon-software/tasks/reviewer-return-lh5/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-lh5 +kind: external +task_type: binary_classification +description: Whether an inactive reviewer reactivates within the next 5x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_lh5 +time_col: timestamp +timedelta: 277 days 15:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-return-lh5/train.parquet b/join-amazon-software/tasks/reviewer-return-lh5/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-reviewer-return-lh5/train.parquet rename to join-amazon-software/tasks/reviewer-return-lh5/train.parquet diff --git a/join-amazon-software/tasks/reviewer-return-lh6/manifest.yaml b/join-amazon-software/tasks/reviewer-return-lh6/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8cd15421da2b32fc8eec42487c8913a0b935ffba --- /dev/null +++ b/join-amazon-software/tasks/reviewer-return-lh6/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-lh6 +kind: external +task_type: binary_classification +description: Whether an inactive reviewer reactivates within the next 6x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_lh6 +time_col: timestamp +timedelta: 333 days 04:19:12 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-return-lh6/train.parquet b/join-amazon-software/tasks/reviewer-return-lh6/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-reviewer-return-lh6/train.parquet rename to join-amazon-software/tasks/reviewer-return-lh6/train.parquet diff --git a/join-amazon-software/tasks/reviewer-return/manifest.yaml b/join-amazon-software/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..eceeeb37314aa12d6628b27075f7d95b78fe83fb --- /dev/null +++ b/join-amazon-software/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a reviewer who was previously active will return to post another software review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: returns_next +time_col: timestamp +timedelta: 55 days 12:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-return/train.parquet b/join-amazon-software/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-reviewer-return/train.parquet rename to join-amazon-software/tasks/reviewer-return/train.parquet diff --git a/join-amazon-software/tasks/reviewer-time-until-next-lh4/manifest.yaml b/join-amazon-software/tasks/reviewer-time-until-next-lh4/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..29acb506c2542c59738a1434c54e9f60d929670b --- /dev/null +++ b/join-amazon-software/tasks/reviewer-time-until-next-lh4/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-lh4 +kind: external +task_type: regression +description: Days until reviewer's next review within the 4x lookforward. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_lh4 +time_col: timestamp +timedelta: 222 days 02:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-time-until-next-lh4/train.parquet b/join-amazon-software/tasks/reviewer-time-until-next-lh4/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-reviewer-time-until-next-lh4/train.parquet rename to join-amazon-software/tasks/reviewer-time-until-next-lh4/train.parquet diff --git a/join-amazon-software/tasks/reviewer-time-until-next-lh5/manifest.yaml b/join-amazon-software/tasks/reviewer-time-until-next-lh5/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d32ab3f7c5e8dcf47378885606f3ed13f2247487 --- /dev/null +++ b/join-amazon-software/tasks/reviewer-time-until-next-lh5/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-lh5 +kind: external +task_type: regression +description: Days until reviewer's next review within the 5x lookforward. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_lh5 +time_col: timestamp +timedelta: 277 days 15:36:00 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-time-until-next-lh5/train.parquet b/join-amazon-software/tasks/reviewer-time-until-next-lh5/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-reviewer-time-until-next-lh5/train.parquet rename to join-amazon-software/tasks/reviewer-time-until-next-lh5/train.parquet diff --git a/join-amazon-software/tasks/reviewer-time-until-next-lh6/manifest.yaml b/join-amazon-software/tasks/reviewer-time-until-next-lh6/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3d2dd6e9da5819f842ed46f73427b48ae884ddb1 --- /dev/null +++ b/join-amazon-software/tasks/reviewer-time-until-next-lh6/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-lh6 +kind: external +task_type: regression +description: Days until reviewer's next review within the 6x lookforward. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_lh6 +time_col: timestamp +timedelta: 333 days 04:19:12 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-time-until-next-lh6/train.parquet b/join-amazon-software/tasks/reviewer-time-until-next-lh6/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-reviewer-time-until-next-lh6/train.parquet rename to join-amazon-software/tasks/reviewer-time-until-next-lh6/train.parquet diff --git a/join-amazon-software/tasks/reviewer-time-until-next-review/manifest.yaml b/join-amazon-software/tasks/reviewer-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ffec48f57415b2644e235eb89eae6b8058548702 --- /dev/null +++ b/join-amazon-software/tasks/reviewer-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-review +kind: external +task_type: regression +description: Days until the reviewer writes their next product review. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next +time_col: timestamp +timedelta: 55 days 12:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-time-until-next-review/train.parquet b/join-amazon-software/tasks/reviewer-time-until-next-review/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-reviewer-time-until-next-review/train.parquet rename to join-amazon-software/tasks/reviewer-time-until-next-review/train.parquet diff --git a/join-amazon-software/tasks/reviewer-verbosity-per-star/manifest.yaml b/join-amazon-software/tasks/reviewer-verbosity-per-star/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..544b09fbd03cd219232cb9c476ed256144b41660 --- /dev/null +++ b/join-amazon-software/tasks/reviewer-verbosity-per-star/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verbosity-per-star +kind: external +task_type: regression +description: Predict the mean ratio of review length to star rating, capturing how verbose reviewers are relative to their satisfaction with software. +entity_table: reviewers +entity_col: reviewer_id +target_col: verbosity_per_star_next +time_col: timestamp +timedelta: 55 days 12:43:12 +manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-verbosity-per-star/train.parquet b/join-amazon-software/tasks/reviewer-verbosity-per-star/train.parquet similarity index 100% rename from thejoin-amazon-software/tasks/predict-reviewer-verbosity-per-star/train.parquet rename to join-amazon-software/tasks/reviewer-verbosity-per-star/train.parquet diff --git a/thejoin-amazon-sports/db/products.parquet b/join-amazon-sports/db/products.parquet similarity index 100% rename from thejoin-amazon-sports/db/products.parquet rename to join-amazon-sports/db/products.parquet diff --git a/thejoin-amazon-sports/db/reviewers.parquet b/join-amazon-sports/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-sports/db/reviewers.parquet rename to join-amazon-sports/db/reviewers.parquet diff --git a/thejoin-amazon-sports/db/reviews.parquet b/join-amazon-sports/db/reviews.parquet similarity index 100% rename from thejoin-amazon-sports/db/reviews.parquet rename to join-amazon-sports/db/reviews.parquet diff --git a/join-amazon-sports/manifest.yaml b/join-amazon-sports/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3e46fee1ac9228173b3132676699ada124ad050e --- /dev/null +++ b/join-amazon-sports/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-sports +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/join-amazon-sports/tasks/cold-start-product-immediate/manifest.yaml b/join-amazon-sports/tasks/cold-start-product-immediate/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a00887547265a0868c7f33bbfb9e440fa3af913e --- /dev/null +++ b/join-amazon-sports/tasks/cold-start-product-immediate/manifest.yaml @@ -0,0 +1,10 @@ +name: cold-start-product-immediate +kind: external +task_type: binary_classification +description: Predict whether a newly-listed product receives another review in its immediately-next window (strict cold-start catalogue pickup). +entity_table: products +entity_col: product_id +target_col: will_get_review_immediate +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-cold-start-product-immediate/train.parquet b/join-amazon-sports/tasks/cold-start-product-immediate/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-cold-start-product-immediate/train.parquet rename to join-amazon-sports/tasks/cold-start-product-immediate/train.parquet diff --git a/join-amazon-sports/tasks/cold-start-product-multi-return/manifest.yaml b/join-amazon-sports/tasks/cold-start-product-multi-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..089bd83c1962ae30892dcccca7ea0bd358b91613 --- /dev/null +++ b/join-amazon-sports/tasks/cold-start-product-multi-return/manifest.yaml @@ -0,0 +1,10 @@ +name: cold-start-product-multi-return +kind: external +task_type: binary_classification +description: Predict whether a newly-listed product gets another review within 4 windows (extended cold-start catalogue traction). +entity_table: products +entity_col: product_id +target_col: will_get_multi +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-cold-start-product-multi-return/train.parquet b/join-amazon-sports/tasks/cold-start-product-multi-return/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-cold-start-product-multi-return/train.parquet rename to join-amazon-sports/tasks/cold-start-product-multi-return/train.parquet diff --git a/join-amazon-sports/tasks/cold-start-product-repeat-long/manifest.yaml b/join-amazon-sports/tasks/cold-start-product-repeat-long/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f83fc3f0f0c1fe97d596ddab684e941e2a3d552a --- /dev/null +++ b/join-amazon-sports/tasks/cold-start-product-repeat-long/manifest.yaml @@ -0,0 +1,10 @@ +name: cold-start-product-repeat-long +kind: external +task_type: binary_classification +description: Predict whether a newly-listed product gets another review within its first 3 windows (longer-horizon cold-start traction). +entity_table: products +entity_col: product_id +target_col: will_get_repeat_3w +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-cold-start-product-repeat-long/train.parquet b/join-amazon-sports/tasks/cold-start-product-repeat-long/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-cold-start-product-repeat-long/train.parquet rename to join-amazon-sports/tasks/cold-start-product-repeat-long/train.parquet diff --git a/join-amazon-sports/tasks/cold-start-product-repeat-review/manifest.yaml b/join-amazon-sports/tasks/cold-start-product-repeat-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5808c9606a36913c8fa4452d5b3c063e7feb7883 --- /dev/null +++ b/join-amazon-sports/tasks/cold-start-product-repeat-review/manifest.yaml @@ -0,0 +1,10 @@ +name: cold-start-product-repeat-review +kind: external +task_type: binary_classification +description: Predict whether a newly-listed product receives another review within its first 2 windows (cold-start catalogue traction). +entity_table: products +entity_col: product_id +target_col: will_get_repeat +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-cold-start-product-repeat-review/train.parquet b/join-amazon-sports/tasks/cold-start-product-repeat-review/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-cold-start-product-repeat-review/train.parquet rename to join-amazon-sports/tasks/cold-start-product-repeat-review/train.parquet diff --git a/join-amazon-sports/tasks/cold-start-product-verified/manifest.yaml b/join-amazon-sports/tasks/cold-start-product-verified/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..648d6fca61f791f847b1f6ec9379a69575cbd8d2 --- /dev/null +++ b/join-amazon-sports/tasks/cold-start-product-verified/manifest.yaml @@ -0,0 +1,10 @@ +name: cold-start-product-verified +kind: external +task_type: binary_classification +description: Predict whether a newly-listed product receives a follow-up review within 2 windows (cold-start product-verified traction). +entity_table: products +entity_col: product_id +target_col: will_get_verified +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-cold-start-product-verified/train.parquet b/join-amazon-sports/tasks/cold-start-product-verified/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-cold-start-product-verified/train.parquet rename to join-amazon-sports/tasks/cold-start-product-verified/train.parquet diff --git a/join-amazon-sports/tasks/cold-start-reviewer-immediate/manifest.yaml b/join-amazon-sports/tasks/cold-start-reviewer-immediate/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0a0fe4c8d45d960eeb9c7711a3502d96dce231c9 --- /dev/null +++ b/join-amazon-sports/tasks/cold-start-reviewer-immediate/manifest.yaml @@ -0,0 +1,10 @@ +name: cold-start-reviewer-immediate +kind: external +task_type: binary_classification +description: Predict whether a brand-new reviewer posts another review in the immediately-next window (strict cold-start repeat). +entity_table: reviewers +entity_col: reviewer_id +target_col: will_return_immediate +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-cold-start-reviewer-immediate/train.parquet b/join-amazon-sports/tasks/cold-start-reviewer-immediate/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-cold-start-reviewer-immediate/train.parquet rename to join-amazon-sports/tasks/cold-start-reviewer-immediate/train.parquet diff --git a/join-amazon-sports/tasks/cold-start-reviewer-multi-return/manifest.yaml b/join-amazon-sports/tasks/cold-start-reviewer-multi-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..678da070c82fc293d9a450eb398b31ccb7feece6 --- /dev/null +++ b/join-amazon-sports/tasks/cold-start-reviewer-multi-return/manifest.yaml @@ -0,0 +1,10 @@ +name: cold-start-reviewer-multi-return +kind: external +task_type: binary_classification +description: Predict whether a brand-new reviewer comes back within 4 windows (extended cold-start retention horizon). +entity_table: reviewers +entity_col: reviewer_id +target_col: will_return_multi +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-cold-start-reviewer-multi-return/train.parquet b/join-amazon-sports/tasks/cold-start-reviewer-multi-return/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-cold-start-reviewer-multi-return/train.parquet rename to join-amazon-sports/tasks/cold-start-reviewer-multi-return/train.parquet diff --git a/join-amazon-sports/tasks/cold-start-reviewer-repeat-long/manifest.yaml b/join-amazon-sports/tasks/cold-start-reviewer-repeat-long/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fe6ede93381d731e2f1fa5b0f091ee995390d87f --- /dev/null +++ b/join-amazon-sports/tasks/cold-start-reviewer-repeat-long/manifest.yaml @@ -0,0 +1,10 @@ +name: cold-start-reviewer-repeat-long +kind: external +task_type: binary_classification +description: Predict whether a brand-new reviewer returns within their first 3 windows (longer-horizon cold-start retention). +entity_table: reviewers +entity_col: reviewer_id +target_col: will_return_3w +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-cold-start-reviewer-repeat-long/train.parquet b/join-amazon-sports/tasks/cold-start-reviewer-repeat-long/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-cold-start-reviewer-repeat-long/train.parquet rename to join-amazon-sports/tasks/cold-start-reviewer-repeat-long/train.parquet diff --git a/join-amazon-sports/tasks/cold-start-reviewer-repeat/manifest.yaml b/join-amazon-sports/tasks/cold-start-reviewer-repeat/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7b14d994975f5d9ba8821e1c1d45465415bbc75a --- /dev/null +++ b/join-amazon-sports/tasks/cold-start-reviewer-repeat/manifest.yaml @@ -0,0 +1,10 @@ +name: cold-start-reviewer-repeat +kind: external +task_type: binary_classification +description: Predict whether a brand-new reviewer posts a second review within their first 2 windows (cold-start retention). +entity_table: reviewers +entity_col: reviewer_id +target_col: will_return +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-cold-start-reviewer-repeat/train.parquet b/join-amazon-sports/tasks/cold-start-reviewer-repeat/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-cold-start-reviewer-repeat/train.parquet rename to join-amazon-sports/tasks/cold-start-reviewer-repeat/train.parquet diff --git a/join-amazon-sports/tasks/cold-start-reviewer-verified/manifest.yaml b/join-amazon-sports/tasks/cold-start-reviewer-verified/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d9e1c3011557aefb70d495b96c53902bcb8e3341 --- /dev/null +++ b/join-amazon-sports/tasks/cold-start-reviewer-verified/manifest.yaml @@ -0,0 +1,10 @@ +name: cold-start-reviewer-verified +kind: external +task_type: binary_classification +description: Predict whether a brand-new verified-first-review reviewer returns within 2 windows (cold-start trusted-user retention). +entity_table: reviewers +entity_col: reviewer_id +target_col: will_post_again_verified +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-cold-start-reviewer-verified/train.parquet b/join-amazon-sports/tasks/cold-start-reviewer-verified/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-cold-start-reviewer-verified/train.parquet rename to join-amazon-sports/tasks/cold-start-reviewer-verified/train.parquet diff --git a/join-amazon-sports/tasks/product-1star-review-rare/manifest.yaml b/join-amazon-sports/tasks/product-1star-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c1505e02dc172a55137fcc73dd924a164ddf17a9 --- /dev/null +++ b/join-amazon-sports/tasks/product-1star-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-1star-review-rare +kind: external +task_type: binary_classification +description: Predict whether product receives >=1 one-star review next window (rare product-quality complaint signal). +entity_table: products +entity_col: product_id +target_col: has_1star_review +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-1star-review-rare/train.parquet b/join-amazon-sports/tasks/product-1star-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-1star-review-rare/train.parquet rename to join-amazon-sports/tasks/product-1star-review-rare/train.parquet diff --git a/join-amazon-sports/tasks/product-all-verified/manifest.yaml b/join-amazon-sports/tasks/product-all-verified/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3ee135d421de920739525249f0dc17eb49aa82e5 --- /dev/null +++ b/join-amazon-sports/tasks/product-all-verified/manifest.yaml @@ -0,0 +1,10 @@ +name: product-all-verified +kind: external +task_type: binary_classification +description: Whether all reviews for a product are verified (mean verified == 1) next window. +entity_table: products +entity_col: product_id +target_col: all_verified +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-all-verified/train.parquet b/join-amazon-sports/tasks/product-all-verified/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-all-verified/train.parquet rename to join-amazon-sports/tasks/product-all-verified/train.parquet diff --git a/join-amazon-sports/tasks/product-any-new-review/manifest.yaml b/join-amazon-sports/tasks/product-any-new-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..45e7f69e2a21ea2bc59c178791936c44c6e5e15e --- /dev/null +++ b/join-amazon-sports/tasks/product-any-new-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-any-new-review +kind: external +task_type: binary_classification +description: Whether the product gets any new review next window. +entity_table: products +entity_col: product_id +target_col: book_has_review +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-any-new-review/train.parquet b/join-amazon-sports/tasks/product-any-new-review/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-any-new-review/train.parquet rename to join-amazon-sports/tasks/product-any-new-review/train.parquet diff --git a/join-amazon-sports/tasks/product-avg-review-length/manifest.yaml b/join-amazon-sports/tasks/product-avg-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d2709a5b217bd593ae7d950d0d9702faf0766e0a --- /dev/null +++ b/join-amazon-sports/tasks/product-avg-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: product-avg-review-length +kind: external +task_type: regression +description: Average written review length for a sports product next window. +entity_table: products +entity_col: product_id +target_col: avg_review_len +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-avg-review-length/train.parquet b/join-amazon-sports/tasks/product-avg-review-length/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-avg-review-length/train.parquet rename to join-amazon-sports/tasks/product-avg-review-length/train.parquet diff --git a/join-amazon-sports/tasks/product-churn/manifest.yaml b/join-amazon-sports/tasks/product-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3f9464be88e55d6623c885b44b7db82c581e4b3a --- /dev/null +++ b/join-amazon-sports/tasks/product-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: product-churn +kind: external +task_type: binary_classification +description: Predict whether a sports product receives no reviews in the next time window (loss of interest) +entity_table: products +entity_col: product_id +target_col: predict_product_churn +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-churn/train.parquet b/join-amazon-sports/tasks/product-churn/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-churn/train.parquet rename to join-amazon-sports/tasks/product-churn/train.parquet diff --git a/join-amazon-sports/tasks/product-long-review/manifest.yaml b/join-amazon-sports/tasks/product-long-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..47e84ebc46929988bfda6415de5b599e37e4c337 --- /dev/null +++ b/join-amazon-sports/tasks/product-long-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-long-review +kind: external +task_type: binary_classification +description: Whether any review exceeds 1000 characters next window. +entity_table: products +entity_col: product_id +target_col: long_review +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-long-review/train.parquet b/join-amazon-sports/tasks/product-long-review/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-long-review/train.parquet rename to join-amazon-sports/tasks/product-long-review/train.parquet diff --git a/join-amazon-sports/tasks/product-low-rating-event/manifest.yaml b/join-amazon-sports/tasks/product-low-rating-event/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ef8bac682326de39325cf8ae6195078c9a7a1aa9 --- /dev/null +++ b/join-amazon-sports/tasks/product-low-rating-event/manifest.yaml @@ -0,0 +1,10 @@ +name: product-low-rating-event +kind: external +task_type: binary_classification +description: Whether the product receives any 1-star rating next window. +entity_table: products +entity_col: product_id +target_col: low_rating_event +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-low-rating-event/train.parquet b/join-amazon-sports/tasks/product-low-rating-event/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-low-rating-event/train.parquet rename to join-amazon-sports/tasks/product-low-rating-event/train.parquet diff --git a/join-amazon-sports/tasks/product-low-rating/manifest.yaml b/join-amazon-sports/tasks/product-low-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ead624a784586f05997c289c137c68db5443bcc1 --- /dev/null +++ b/join-amazon-sports/tasks/product-low-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-low-rating +kind: external +task_type: binary_classification +description: Whether the average rating for a sports product drops below 3.5 next window. +entity_table: products +entity_col: product_id +target_col: low_rating +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-low-rating/train.parquet b/join-amazon-sports/tasks/product-low-rating/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-low-rating/train.parquet rename to join-amazon-sports/tasks/product-low-rating/train.parquet diff --git a/join-amazon-sports/tasks/product-max-review-len/manifest.yaml b/join-amazon-sports/tasks/product-max-review-len/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c02ca5f7bac986b51e420e0d95a0451d70e516cd --- /dev/null +++ b/join-amazon-sports/tasks/product-max-review-len/manifest.yaml @@ -0,0 +1,10 @@ +name: product-max-review-len +kind: external +task_type: regression +description: Longest review length posted on a product next window. +entity_table: products +entity_col: product_id +target_col: max_review_len +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-max-review-len/train.parquet b/join-amazon-sports/tasks/product-max-review-len/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-max-review-len/train.parquet rename to join-amazon-sports/tasks/product-max-review-len/train.parquet diff --git a/join-amazon-sports/tasks/product-max-review-length/manifest.yaml b/join-amazon-sports/tasks/product-max-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c5c042f302315ab13e5659650d933fa5978de71a --- /dev/null +++ b/join-amazon-sports/tasks/product-max-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: product-max-review-length +kind: external +task_type: regression +description: Longest written review for a sports product next window. +entity_table: products +entity_col: product_id +target_col: max_review_len +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-max-review-length/train.parquet b/join-amazon-sports/tasks/product-max-review-length/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-max-review-length/train.parquet rename to join-amazon-sports/tasks/product-max-review-length/train.parquet diff --git a/join-amazon-sports/tasks/product-mean-rating/manifest.yaml b/join-amazon-sports/tasks/product-mean-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1a669e8b862753e9f90bd28f4cae4323de943774 --- /dev/null +++ b/join-amazon-sports/tasks/product-mean-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-mean-rating +kind: external +task_type: regression +description: Predict the mean rating a sports product receives in the next time window +entity_table: products +entity_col: product_id +target_col: pred_rating +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-mean-rating/train.parquet b/join-amazon-sports/tasks/product-mean-rating/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-mean-rating/train.parquet rename to join-amazon-sports/tasks/product-mean-rating/train.parquet diff --git a/join-amazon-sports/tasks/product-min-rating/manifest.yaml b/join-amazon-sports/tasks/product-min-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..61f9d62e6753a6c8c9f4f7d1ef35cd082c4d6550 --- /dev/null +++ b/join-amazon-sports/tasks/product-min-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-min-rating +kind: external +task_type: regression +description: Lowest rating a product receives next window. +entity_table: products +entity_col: product_id +target_col: min_rating +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-min-rating/train.parquet b/join-amazon-sports/tasks/product-min-rating/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-min-rating/train.parquet rename to join-amazon-sports/tasks/product-min-rating/train.parquet diff --git a/join-amazon-sports/tasks/product-multi-1star-rare/manifest.yaml b/join-amazon-sports/tasks/product-multi-1star-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4bec41644c54e6c00687c10d834c22fa72b09f4f --- /dev/null +++ b/join-amazon-sports/tasks/product-multi-1star-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-multi-1star-rare +kind: external +task_type: binary_classification +description: Predict whether product accumulates >=2 one-star reviews next window (rare cluster-of-complaints signal). +entity_table: products +entity_col: product_id +target_col: has_2plus_1star +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-multi-1star-rare/train.parquet b/join-amazon-sports/tasks/product-multi-1star-rare/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-multi-1star-rare/train.parquet rename to join-amazon-sports/tasks/product-multi-1star-rare/train.parquet diff --git a/join-amazon-sports/tasks/product-popular-next-window/manifest.yaml b/join-amazon-sports/tasks/product-popular-next-window/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..69980c3bb27f355d4875b4bdd7134c5bb0483c44 --- /dev/null +++ b/join-amazon-sports/tasks/product-popular-next-window/manifest.yaml @@ -0,0 +1,10 @@ +name: product-popular-next-window +kind: external +task_type: binary_classification +description: Whether a product's rating sum exceeds 25 next window. +entity_table: products +entity_col: product_id +target_col: popular +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-popular-next-window/train.parquet b/join-amazon-sports/tasks/product-popular-next-window/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-popular-next-window/train.parquet rename to join-amazon-sports/tasks/product-popular-next-window/train.parquet diff --git a/join-amazon-sports/tasks/product-premium-review-rare/manifest.yaml b/join-amazon-sports/tasks/product-premium-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..93911fee0732a9fb83cecf2139b5d4850e182488 --- /dev/null +++ b/join-amazon-sports/tasks/product-premium-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-premium-review-rare +kind: external +task_type: binary_classification +description: Predict whether premium-priced product receives any review next window (rare high-value item engagement). +entity_table: products +entity_col: product_id +target_col: has_premium_review +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-premium-review-rare/train.parquet b/join-amazon-sports/tasks/product-premium-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-premium-review-rare/train.parquet rename to join-amazon-sports/tasks/product-premium-review-rare/train.parquet diff --git a/join-amazon-sports/tasks/product-rating-trend/manifest.yaml b/join-amazon-sports/tasks/product-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..51342d576603ab8664b125ee101b1b5e4a700b49 --- /dev/null +++ b/join-amazon-sports/tasks/product-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a product's mean rating will increase next window compared to the current window. +entity_table: products +entity_col: product_id +target_col: rating_trend_up +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-rating-trend/train.parquet b/join-amazon-sports/tasks/product-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-rating-trend/train.parquet rename to join-amazon-sports/tasks/product-rating-trend/train.parquet diff --git a/join-amazon-sports/tasks/product-rating-volatility/manifest.yaml b/join-amazon-sports/tasks/product-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..39755fb6034a34be2777151a9bd07f402097d88d --- /dev/null +++ b/join-amazon-sports/tasks/product-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings a product will receive next window. +entity_table: products +entity_col: product_id +target_col: rating_std +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-rating-volatility/train.parquet b/join-amazon-sports/tasks/product-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-rating-volatility/train.parquet rename to join-amazon-sports/tasks/product-rating-volatility/train.parquet diff --git a/join-amazon-sports/tasks/product-returns/manifest.yaml b/join-amazon-sports/tasks/product-returns/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c92f18ab80f6fe085c729b160f8ed8de9cfef2dd --- /dev/null +++ b/join-amazon-sports/tasks/product-returns/manifest.yaml @@ -0,0 +1,10 @@ +name: product-returns +kind: external +task_type: binary_classification +description: Predict whether an inactive product will receive reviews again next window. +entity_table: products +entity_col: product_id +target_col: product_returns +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-returns/train.parquet b/join-amazon-sports/tasks/product-returns/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-returns/train.parquet rename to join-amazon-sports/tasks/product-returns/train.parquet diff --git a/join-amazon-sports/tasks/product-review-count/manifest.yaml b/join-amazon-sports/tasks/product-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..09adeaeb57691694d4d83714e3792e2f58e37bf1 --- /dev/null +++ b/join-amazon-sports/tasks/product-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-count +kind: external +task_type: regression +description: Predict the number of reviews a sports product receives in the next time window +entity_table: products +entity_col: product_id +target_col: predict_product_review_count +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-review-count/train.parquet b/join-amazon-sports/tasks/product-review-count/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-review-count/train.parquet rename to join-amazon-sports/tasks/product-review-count/train.parquet diff --git a/join-amazon-sports/tasks/product-review-length-change/manifest.yaml b/join-amazon-sports/tasks/product-review-length-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3ac4ad7a5859713d78f1a51df99693f1a42144e6 --- /dev/null +++ b/join-amazon-sports/tasks/product-review-length-change/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-length-change +kind: external +task_type: regression +description: Predict the change in mean review length for a product between the current and next window. +entity_table: products +entity_col: product_id +target_col: review_len_delta +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-review-length-change/train.parquet b/join-amazon-sports/tasks/product-review-length-change/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-review-length-change/train.parquet rename to join-amazon-sports/tasks/product-review-length-change/train.parquet diff --git a/join-amazon-sports/tasks/product-top-rated/manifest.yaml b/join-amazon-sports/tasks/product-top-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a4621b975ac2b3c5adf56de0fae84e4211c72c9f --- /dev/null +++ b/join-amazon-sports/tasks/product-top-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-rated +kind: external +task_type: binary_classification +description: Predict whether a product will be among the top 25% of products by mean rating next window. +entity_table: products +entity_col: product_id +target_col: top_rated +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-top-rated/train.parquet b/join-amazon-sports/tasks/product-top-rated/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-top-rated/train.parquet rename to join-amazon-sports/tasks/product-top-rated/train.parquet diff --git a/join-amazon-sports/tasks/product-top-review-volume/manifest.yaml b/join-amazon-sports/tasks/product-top-review-volume/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ce26143f3475ac070519c0b6cc5617e9fb4c273d --- /dev/null +++ b/join-amazon-sports/tasks/product-top-review-volume/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-review-volume +kind: external +task_type: binary_classification +description: Predict whether a product will be in the top 25% of products by review count next window. +entity_table: products +entity_col: product_id +target_col: top_review_volume +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-top-review-volume/train.parquet b/join-amazon-sports/tasks/product-top-review-volume/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-top-review-volume/train.parquet rename to join-amazon-sports/tasks/product-top-review-volume/train.parquet diff --git a/join-amazon-sports/tasks/product-total-rating-sum/manifest.yaml b/join-amazon-sports/tasks/product-total-rating-sum/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f76bfe95f1788a0220b9e800f4653fc1e8ce6c62 --- /dev/null +++ b/join-amazon-sports/tasks/product-total-rating-sum/manifest.yaml @@ -0,0 +1,10 @@ +name: product-total-rating-sum +kind: external +task_type: regression +description: Sum of ratings a sports product receives next window. +entity_table: products +entity_col: product_id +target_col: rating_sum +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-total-rating-sum/train.parquet b/join-amazon-sports/tasks/product-total-rating-sum/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-total-rating-sum/train.parquet rename to join-amazon-sports/tasks/product-total-rating-sum/train.parquet diff --git a/join-amazon-sports/tasks/product-unique-reviewers/manifest.yaml b/join-amazon-sports/tasks/product-unique-reviewers/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5f5d411414ce2d4494b37c76967f69f3b939a898 --- /dev/null +++ b/join-amazon-sports/tasks/product-unique-reviewers/manifest.yaml @@ -0,0 +1,10 @@ +name: product-unique-reviewers +kind: external +task_type: regression +description: Max reviewer_id touching the product (newest cohort) next window. +entity_table: products +entity_col: product_id +target_col: reviewer_range +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-unique-reviewers/train.parquet b/join-amazon-sports/tasks/product-unique-reviewers/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-unique-reviewers/train.parquet rename to join-amazon-sports/tasks/product-unique-reviewers/train.parquet diff --git a/join-amazon-sports/tasks/product-verified-1star-rare/manifest.yaml b/join-amazon-sports/tasks/product-verified-1star-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..989bc82c7c1775d94132aae2650a40b89f14f4d1 --- /dev/null +++ b/join-amazon-sports/tasks/product-verified-1star-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-verified-1star-rare +kind: external +task_type: binary_classification +description: Predict whether product gets >=1 verified one-star review next window (rare verified-complaint signal). +entity_table: products +entity_col: product_id +target_col: has_verified_1star +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-verified-1star-rare/train.parquet b/join-amazon-sports/tasks/product-verified-1star-rare/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-verified-1star-rare/train.parquet rename to join-amazon-sports/tasks/product-verified-1star-rare/train.parquet diff --git a/join-amazon-sports/tasks/product-verified-count/manifest.yaml b/join-amazon-sports/tasks/product-verified-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e3d8880616e234a3f0406aa5948f26899240541f --- /dev/null +++ b/join-amazon-sports/tasks/product-verified-count/manifest.yaml @@ -0,0 +1,10 @@ +name: product-verified-count +kind: external +task_type: regression +description: Number of verified reviews for a product next window. +entity_table: products +entity_col: product_id +target_col: verified_count +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-verified-count/train.parquet b/join-amazon-sports/tasks/product-verified-count/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-verified-count/train.parquet rename to join-amazon-sports/tasks/product-verified-count/train.parquet diff --git a/join-amazon-sports/tasks/product-verified-review-rare/manifest.yaml b/join-amazon-sports/tasks/product-verified-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e83b4afa7cbbc045ec63e85442d6dd45acbfd112 --- /dev/null +++ b/join-amazon-sports/tasks/product-verified-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-verified-review-rare +kind: external +task_type: binary_classification +description: Predict whether product receives >=1 verified review next window (scarce signal on products with real buyers). +entity_table: products +entity_col: product_id +target_col: has_verified_review +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-verified-review-rare/train.parquet b/join-amazon-sports/tasks/product-verified-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-verified-review-rare/train.parquet rename to join-amazon-sports/tasks/product-verified-review-rare/train.parquet diff --git a/join-amazon-sports/tasks/product-verified-share/manifest.yaml b/join-amazon-sports/tasks/product-verified-share/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..35e8f129079a10a64e7c8619490e28502c8d147c --- /dev/null +++ b/join-amazon-sports/tasks/product-verified-share/manifest.yaml @@ -0,0 +1,10 @@ +name: product-verified-share +kind: external +task_type: regression +description: Fraction of verified purchases among reviews for a product next window. +entity_table: products +entity_col: product_id +target_col: verified_rate +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-verified-share/train.parquet b/join-amazon-sports/tasks/product-verified-share/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-verified-share/train.parquet rename to join-amazon-sports/tasks/product-verified-share/train.parquet diff --git a/join-amazon-sports/tasks/product-will-be-reviewed/manifest.yaml b/join-amazon-sports/tasks/product-will-be-reviewed/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d8449743f6fe36e639b4a6b9a8daa0cdf0480c78 --- /dev/null +++ b/join-amazon-sports/tasks/product-will-be-reviewed/manifest.yaml @@ -0,0 +1,10 @@ +name: product-will-be-reviewed +kind: external +task_type: binary_classification +description: Whether the sports product receives any review next window. +entity_table: products +entity_col: product_id +target_col: reviewed_next +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-will-be-reviewed/train.parquet b/join-amazon-sports/tasks/product-will-be-reviewed/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-product-will-be-reviewed/train.parquet rename to join-amazon-sports/tasks/product-will-be-reviewed/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-1star-review-rare/manifest.yaml b/join-amazon-sports/tasks/reviewer-1star-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..338dabdc451fdc42a944f067dcd626f3fea321a8 --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-1star-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-1star-review-rare +kind: external +task_type: binary_classification +description: Predict whether reviewer posts >=1 one-star review next window (rare negative review event). +entity_table: reviewers +entity_col: reviewer_id +target_col: has_1star_review +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-1star-review-rare/train.parquet b/join-amazon-sports/tasks/reviewer-1star-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-1star-review-rare/train.parquet rename to join-amazon-sports/tasks/reviewer-1star-review-rare/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-avg-review-length/manifest.yaml b/join-amazon-sports/tasks/reviewer-avg-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cd36a1e2b8307cbe5b081e8457614af64bf12947 --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-avg-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-avg-review-length +kind: external +task_type: regression +description: Average length of a reviewer's written reviews next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_review_len +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-avg-review-length/train.parquet b/join-amazon-sports/tasks/reviewer-avg-review-length/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-avg-review-length/train.parquet rename to join-amazon-sports/tasks/reviewer-avg-review-length/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-churn/manifest.yaml b/join-amazon-sports/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..46fce61079e2d04f6a4957e41ab07dfdb4ad0969 --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will write no reviews in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: predict_reviewer_churn +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-churn/train.parquet b/join-amazon-sports/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-sports/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-distinct-products/manifest.yaml b/join-amazon-sports/tasks/reviewer-distinct-products/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..68d685bc5f98e974a3004dd6fa0fe7e9190ccf46 --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-distinct-products/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-distinct-products +kind: external +task_type: regression +description: Predict how many distinct products a reviewer will review next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: distinct_products_reviewed +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-distinct-products/train.parquet b/join-amazon-sports/tasks/reviewer-distinct-products/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-distinct-products/train.parquet rename to join-amazon-sports/tasks/reviewer-distinct-products/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-harsh-critic/manifest.yaml b/join-amazon-sports/tasks/reviewer-harsh-critic/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..093982069a40c99af20fbf43fbee3f8261d8f64a --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-harsh-critic/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-harsh-critic +kind: external +task_type: binary_classification +description: Whether a reviewer leaves a 1-star rating next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: harsh_critic +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-harsh-critic/train.parquet b/join-amazon-sports/tasks/reviewer-harsh-critic/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-harsh-critic/train.parquet rename to join-amazon-sports/tasks/reviewer-harsh-critic/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-long-review-writer/manifest.yaml b/join-amazon-sports/tasks/reviewer-long-review-writer/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b4b605e1b75a51b09a2a4182ac961b9d539228e3 --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-long-review-writer/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-long-review-writer +kind: external +task_type: binary_classification +description: Whether mean review length exceeds 500 characters next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: verbose_reviewer +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-long-review-writer/train.parquet b/join-amazon-sports/tasks/reviewer-long-review-writer/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-long-review-writer/train.parquet rename to join-amazon-sports/tasks/reviewer-long-review-writer/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-long-writer/manifest.yaml b/join-amazon-sports/tasks/reviewer-long-writer/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..af86c0252fa966128674746902f41aeb3af1eff4 --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-long-writer/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-long-writer +kind: external +task_type: binary_classification +description: Whether a reviewer's max review length exceeds 1000 chars next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: long_writer +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-long-writer/train.parquet b/join-amazon-sports/tasks/reviewer-long-writer/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-long-writer/train.parquet rename to join-amazon-sports/tasks/reviewer-long-writer/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-max-rating/manifest.yaml b/join-amazon-sports/tasks/reviewer-max-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5958ce503f580383afbed82df275fdd0e2a9bd5b --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-max-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-max-rating +kind: external +task_type: regression +description: Highest rating a reviewer gives next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_max_rating +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-max-rating/train.parquet b/join-amazon-sports/tasks/reviewer-max-rating/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-max-rating/train.parquet rename to join-amazon-sports/tasks/reviewer-max-rating/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-max-review-len/manifest.yaml b/join-amazon-sports/tasks/reviewer-max-review-len/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fbbe75dc2492907222f88f92b4ade16d41eaa01d --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-max-review-len/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-max-review-len +kind: external +task_type: regression +description: Longest single review a reviewer writes next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_max_len +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-max-review-len/train.parquet b/join-amazon-sports/tasks/reviewer-max-review-len/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-max-review-len/train.parquet rename to join-amazon-sports/tasks/reviewer-max-review-len/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-mean-rating/manifest.yaml b/join-amazon-sports/tasks/reviewer-mean-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3f0557848e0e3f6ab4b88c126ac8dc272ca2f6bc --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-mean-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-mean-rating +kind: external +task_type: regression +description: Predict the mean rating a reviewer gives across their reviews in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: pred_rating +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-mean-rating/train.parquet b/join-amazon-sports/tasks/reviewer-mean-rating/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-mean-rating/train.parquet rename to join-amazon-sports/tasks/reviewer-mean-rating/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-min-rating/manifest.yaml b/join-amazon-sports/tasks/reviewer-min-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..74bbacf31b9b7b01c111d376912e4a7b4cafa8c8 --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-min-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-min-rating +kind: external +task_type: regression +description: Lowest rating a reviewer gives next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_min_rating +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-min-rating/train.parquet b/join-amazon-sports/tasks/reviewer-min-rating/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-min-rating/train.parquet rename to join-amazon-sports/tasks/reviewer-min-rating/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-multi-verified-rare/manifest.yaml b/join-amazon-sports/tasks/reviewer-multi-verified-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..742b2bd6d3c379f5ce7cb88717a8f058836ba9ff --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-multi-verified-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-multi-verified-rare +kind: external +task_type: binary_classification +description: Predict whether reviewer posts >=3 verified reviews next window (rare highly active verified reviewer). +entity_table: reviewers +entity_col: reviewer_id +target_col: has_3plus_verified +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-multi-verified-rare/train.parquet b/join-amazon-sports/tasks/reviewer-multi-verified-rare/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-multi-verified-rare/train.parquet rename to join-amazon-sports/tasks/reviewer-multi-verified-rare/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-premium-product-rare/manifest.yaml b/join-amazon-sports/tasks/reviewer-premium-product-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7d152749a3f488f527c66f54dffe1e47a2f7ed62 --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-premium-product-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-premium-product-rare +kind: external +task_type: binary_classification +description: Predict whether reviewer reviews >=1 premium-priced product next window (rare high-value purchase signal). +entity_table: reviewers +entity_col: reviewer_id +target_col: has_premium_review +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-premium-product-rare/train.parquet b/join-amazon-sports/tasks/reviewer-premium-product-rare/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-premium-product-rare/train.parquet rename to join-amazon-sports/tasks/reviewer-premium-product-rare/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-rating-sum/manifest.yaml b/join-amazon-sports/tasks/reviewer-rating-sum/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e82aac7ee22d6872bab83036be7c8658f147ec31 --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-rating-sum/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-sum +kind: external +task_type: regression +description: Sum of ratings given by a reviewer next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: rating_sum +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-rating-sum/train.parquet b/join-amazon-sports/tasks/reviewer-rating-sum/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-rating-sum/train.parquet rename to join-amazon-sports/tasks/reviewer-rating-sum/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-rating-trend/manifest.yaml b/join-amazon-sports/tasks/reviewer-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..74a0bdc74f9e5d272f57eb49e0a6aaa7d3d95374 --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a reviewer's mean rating will increase next window compared to the current window. +entity_table: reviewers +entity_col: reviewer_id +target_col: rating_trend_up +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-rating-trend/train.parquet b/join-amazon-sports/tasks/reviewer-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-rating-trend/train.parquet rename to join-amazon-sports/tasks/reviewer-rating-trend/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-returns/manifest.yaml b/join-amazon-sports/tasks/reviewer-returns/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4113a73ee68cca5a60c7f4c6b1d36f297e748b13 --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-returns/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-returns +kind: external +task_type: binary_classification +description: Predict whether an inactive reviewer will return and submit a review next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_returns +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-returns/train.parquet b/join-amazon-sports/tasks/reviewer-returns/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-returns/train.parquet rename to join-amazon-sports/tasks/reviewer-returns/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-review-count/manifest.yaml b/join-amazon-sports/tasks/reviewer-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7ead8ae2a51d2204b55c61f1ab46a7a96b467aa5 --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-count +kind: external +task_type: regression +description: Predict the number of reviews a reviewer writes in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: predict_reviewer_review_count +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-review-count/train.parquet b/join-amazon-sports/tasks/reviewer-review-count/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-review-count/train.parquet rename to join-amazon-sports/tasks/reviewer-review-count/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-total-review-len/manifest.yaml b/join-amazon-sports/tasks/reviewer-total-review-len/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a86e4c82a20bb6d8e68f80939fd5a98eb8c1f28b --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-total-review-len/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-total-review-len +kind: external +task_type: regression +description: Total characters written across reviews by a reviewer next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_total_len +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-total-review-len/train.parquet b/join-amazon-sports/tasks/reviewer-total-review-len/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-total-review-len/train.parquet rename to join-amazon-sports/tasks/reviewer-total-review-len/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-total-review-length/manifest.yaml b/join-amazon-sports/tasks/reviewer-total-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9df8f455b81d1526992430309e8c2c7484797f08 --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-total-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-total-review-length +kind: external +task_type: regression +description: Total characters a reviewer writes next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: total_len +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-total-review-length/train.parquet b/join-amazon-sports/tasks/reviewer-total-review-length/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-total-review-length/train.parquet rename to join-amazon-sports/tasks/reviewer-total-review-length/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-verified-1star-rare/manifest.yaml b/join-amazon-sports/tasks/reviewer-verified-1star-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b4e12e47e5f4c94c2cbf7836315331a400e24c75 --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-verified-1star-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-1star-rare +kind: external +task_type: binary_classification +description: Predict whether reviewer posts >=1 verified one-star review next window (rare trusted-complaint event). +entity_table: reviewers +entity_col: reviewer_id +target_col: has_verified_1star +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-verified-1star-rare/train.parquet b/join-amazon-sports/tasks/reviewer-verified-1star-rare/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-verified-1star-rare/train.parquet rename to join-amazon-sports/tasks/reviewer-verified-1star-rare/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-verified-only/manifest.yaml b/join-amazon-sports/tasks/reviewer-verified-only/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..39dc09af1127e9aebf909419ed9b9eaf1821bba4 --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-verified-only/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-only +kind: external +task_type: binary_classification +description: Whether the reviewer writes only verified reviews next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: all_verified_reviewer +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-verified-only/train.parquet b/join-amazon-sports/tasks/reviewer-verified-only/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-verified-only/train.parquet rename to join-amazon-sports/tasks/reviewer-verified-only/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-verified-ratio/manifest.yaml b/join-amazon-sports/tasks/reviewer-verified-ratio/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..269ed8050395723b6c60365c4710e9c24b391eef --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-verified-ratio/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-ratio +kind: external +task_type: binary_classification +description: Predict whether all of a reviewer's reviews in the next time window are verified purchases +entity_table: reviewers +entity_col: reviewer_id +target_col: pred_verified +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-verified-ratio/train.parquet b/join-amazon-sports/tasks/reviewer-verified-ratio/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-verified-ratio/train.parquet rename to join-amazon-sports/tasks/reviewer-verified-ratio/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-verified-review-rare/manifest.yaml b/join-amazon-sports/tasks/reviewer-verified-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2ff2986f531fe746d2c7c037dff0023b588dee2a --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-verified-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-review-rare +kind: external +task_type: binary_classification +description: Predict whether reviewer posts >=1 verified review next window (rare positive signal for trusted purchasers). +entity_table: reviewers +entity_col: reviewer_id +target_col: has_verified_review +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-verified-review-rare/train.parquet b/join-amazon-sports/tasks/reviewer-verified-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-verified-review-rare/train.parquet rename to join-amazon-sports/tasks/reviewer-verified-review-rare/train.parquet diff --git a/join-amazon-sports/tasks/reviewer-will-review-sports/manifest.yaml b/join-amazon-sports/tasks/reviewer-will-review-sports/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..65ab1a74d431249ce1a65c886747c7d5e2e8ee31 --- /dev/null +++ b/join-amazon-sports/tasks/reviewer-will-review-sports/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-will-review-sports +kind: external +task_type: binary_classification +description: Whether the reviewer posts any sports product review next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviews_next +time_col: timestamp +timedelta: 56 days 14:52:48 +manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-will-review-sports/train.parquet b/join-amazon-sports/tasks/reviewer-will-review-sports/train.parquet similarity index 100% rename from thejoin-amazon-sports/tasks/predict-reviewer-will-review-sports/train.parquet rename to join-amazon-sports/tasks/reviewer-will-review-sports/train.parquet diff --git a/thejoin-amazon-tools/db/products.parquet b/join-amazon-tools/db/products.parquet similarity index 100% rename from thejoin-amazon-tools/db/products.parquet rename to join-amazon-tools/db/products.parquet diff --git a/thejoin-amazon-tools/db/reviewers.parquet b/join-amazon-tools/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-tools/db/reviewers.parquet rename to join-amazon-tools/db/reviewers.parquet diff --git a/thejoin-amazon-tools/db/reviews.parquet b/join-amazon-tools/db/reviews.parquet similarity index 100% rename from thejoin-amazon-tools/db/reviews.parquet rename to join-amazon-tools/db/reviews.parquet diff --git a/join-amazon-tools/manifest.yaml b/join-amazon-tools/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b0dfbc22e44b1d436505e13bd60e4fc251875ee0 --- /dev/null +++ b/join-amazon-tools/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-tools +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/join-amazon-tools/tasks/new-product-adoption-signal/manifest.yaml b/join-amazon-tools/tasks/new-product-adoption-signal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8f6cff8a532e8b1720b196fc2bdb26ba89e17458 --- /dev/null +++ b/join-amazon-tools/tasks/new-product-adoption-signal/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-adoption-signal +kind: external +task_type: binary_classification +description: Whether a newly-listed product receives any follow-up reviews in its first 2 windows post-launch (adoption signal). +entity_table: products +entity_col: product_id +target_col: adopted +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-new-product-adoption-signal/train.parquet b/join-amazon-tools/tasks/new-product-adoption-signal/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-new-product-adoption-signal/train.parquet rename to join-amazon-tools/tasks/new-product-adoption-signal/train.parquet diff --git a/join-amazon-tools/tasks/new-product-first-window-reorder/manifest.yaml b/join-amazon-tools/tasks/new-product-first-window-reorder/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5dc232d9a7621b614c57a6a1944c1b64a4ae4d0e --- /dev/null +++ b/join-amazon-tools/tasks/new-product-first-window-reorder/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-first-window-reorder +kind: external +task_type: binary_classification +description: Whether a newly-listed product gets any repeat reviews in its debut window (tight cold-start horizon). +entity_table: products +entity_col: product_id +target_col: reorder +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-new-product-first-window-reorder/train.parquet b/join-amazon-tools/tasks/new-product-first-window-reorder/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-new-product-first-window-reorder/train.parquet rename to join-amazon-tools/tasks/new-product-first-window-reorder/train.parquet diff --git a/join-amazon-tools/tasks/new-product-long-horizon-reviews/manifest.yaml b/join-amazon-tools/tasks/new-product-long-horizon-reviews/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4b70a9bd08a4aeb10d3750bfd349d27e4a81d02e --- /dev/null +++ b/join-amazon-tools/tasks/new-product-long-horizon-reviews/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-long-horizon-reviews +kind: external +task_type: binary_classification +description: Whether a newly-listed product continues to attract reviews across 3 windows post-launch. +entity_table: products +entity_col: product_id +target_col: durable +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-new-product-long-horizon-reviews/train.parquet b/join-amazon-tools/tasks/new-product-long-horizon-reviews/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-new-product-long-horizon-reviews/train.parquet rename to join-amazon-tools/tasks/new-product-long-horizon-reviews/train.parquet diff --git a/join-amazon-tools/tasks/new-product-repeat-reviews/manifest.yaml b/join-amazon-tools/tasks/new-product-repeat-reviews/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e284c296b42e6355923c9bdd8a4f666a2912af72 --- /dev/null +++ b/join-amazon-tools/tasks/new-product-repeat-reviews/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-repeat-reviews +kind: external +task_type: binary_classification +description: Whether a newly-listed product receives any additional reviews within the first 2 windows after its first review. +entity_table: products +entity_col: product_id +target_col: repeat +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-new-product-repeat-reviews/train.parquet b/join-amazon-tools/tasks/new-product-repeat-reviews/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-new-product-repeat-reviews/train.parquet rename to join-amazon-tools/tasks/new-product-repeat-reviews/train.parquet diff --git a/join-amazon-tools/tasks/new-product-sustained-traction/manifest.yaml b/join-amazon-tools/tasks/new-product-sustained-traction/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6fb3f8aa37cd7f85cfedc9d3e810a7309c1b0561 --- /dev/null +++ b/join-amazon-tools/tasks/new-product-sustained-traction/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-sustained-traction +kind: external +task_type: binary_classification +description: Whether a newly-listed product receives sustained review traction in its first 2 windows post-launch. +entity_table: products +entity_col: product_id +target_col: traction +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-new-product-sustained-traction/train.parquet b/join-amazon-tools/tasks/new-product-sustained-traction/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-new-product-sustained-traction/train.parquet rename to join-amazon-tools/tasks/new-product-sustained-traction/train.parquet diff --git a/join-amazon-tools/tasks/new-reviewer-debut-engagement/manifest.yaml b/join-amazon-tools/tasks/new-reviewer-debut-engagement/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b744e928b6c60e3f51f39de7bc08249b511c0873 --- /dev/null +++ b/join-amazon-tools/tasks/new-reviewer-debut-engagement/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-debut-engagement +kind: external +task_type: binary_classification +description: Whether a first-time reviewer posts any subsequent review within their first 2 windows (cold-start engagement). +entity_table: reviewers +entity_col: reviewer_id +target_col: engaged +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-new-reviewer-debut-engagement/train.parquet b/join-amazon-tools/tasks/new-reviewer-debut-engagement/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-new-reviewer-debut-engagement/train.parquet rename to join-amazon-tools/tasks/new-reviewer-debut-engagement/train.parquet diff --git a/join-amazon-tools/tasks/new-reviewer-long-horizon/manifest.yaml b/join-amazon-tools/tasks/new-reviewer-long-horizon/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2087e1eb9ecb94240d48dbf46903b1ecbcb2f93d --- /dev/null +++ b/join-amazon-tools/tasks/new-reviewer-long-horizon/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-long-horizon +kind: external +task_type: binary_classification +description: Whether a first-time reviewer remains active for 3 windows post-debut (long-horizon cold-start retention). +entity_table: reviewers +entity_col: reviewer_id +target_col: long_active +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-new-reviewer-long-horizon/train.parquet b/join-amazon-tools/tasks/new-reviewer-long-horizon/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-new-reviewer-long-horizon/train.parquet rename to join-amazon-tools/tasks/new-reviewer-long-horizon/train.parquet diff --git a/join-amazon-tools/tasks/new-reviewer-repeat-activity/manifest.yaml b/join-amazon-tools/tasks/new-reviewer-repeat-activity/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..374c1d1513f65b8b4b8e76865982360872c3c976 --- /dev/null +++ b/join-amazon-tools/tasks/new-reviewer-repeat-activity/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-repeat-activity +kind: external +task_type: binary_classification +description: Whether a first-time reviewer posts a second review within the first 2 windows after their debut. +entity_table: reviewers +entity_col: reviewer_id +target_col: repeat +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-new-reviewer-repeat-activity/train.parquet b/join-amazon-tools/tasks/new-reviewer-repeat-activity/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-new-reviewer-repeat-activity/train.parquet rename to join-amazon-tools/tasks/new-reviewer-repeat-activity/train.parquet diff --git a/join-amazon-tools/tasks/new-reviewer-second-review-short/manifest.yaml b/join-amazon-tools/tasks/new-reviewer-second-review-short/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..64010205526037383097d7b2f2cb476ba986d9b1 --- /dev/null +++ b/join-amazon-tools/tasks/new-reviewer-second-review-short/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-second-review-short +kind: external +task_type: binary_classification +description: Whether a first-time reviewer posts a second review within 1 window of debut (tight cold-start horizon). +entity_table: reviewers +entity_col: reviewer_id +target_col: second +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-new-reviewer-second-review-short/train.parquet b/join-amazon-tools/tasks/new-reviewer-second-review-short/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-new-reviewer-second-review-short/train.parquet rename to join-amazon-tools/tasks/new-reviewer-second-review-short/train.parquet diff --git a/join-amazon-tools/tasks/new-reviewer-verified-followup/manifest.yaml b/join-amazon-tools/tasks/new-reviewer-verified-followup/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4a6671906b5fe77afa6e689585621ca10f3950e4 --- /dev/null +++ b/join-amazon-tools/tasks/new-reviewer-verified-followup/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-verified-followup +kind: external +task_type: binary_classification +description: Whether a first-time reviewer returns with another review in the first 2 windows after debut (cold-start retention). +entity_table: reviewers +entity_col: reviewer_id +target_col: followup +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-new-reviewer-verified-followup/train.parquet b/join-amazon-tools/tasks/new-reviewer-verified-followup/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-new-reviewer-verified-followup/train.parquet rename to join-amazon-tools/tasks/new-reviewer-verified-followup/train.parquet diff --git a/join-amazon-tools/tasks/product-avg-rating/manifest.yaml b/join-amazon-tools/tasks/product-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4e5195e3709d09143e1130b700b760d210698d5a --- /dev/null +++ b/join-amazon-tools/tasks/product-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-avg-rating +kind: external +task_type: regression +description: Predict the mean rating a tool product will receive across all reviews in the next window. +entity_table: products +entity_col: product_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-product-avg-rating/train.parquet b/join-amazon-tools/tasks/product-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-product-avg-rating/train.parquet rename to join-amazon-tools/tasks/product-avg-rating/train.parquet diff --git a/join-amazon-tools/tasks/product-distinct-reviewers/manifest.yaml b/join-amazon-tools/tasks/product-distinct-reviewers/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9471c49af91cd7de584915a1a8c0609a16b1e1ca --- /dev/null +++ b/join-amazon-tools/tasks/product-distinct-reviewers/manifest.yaml @@ -0,0 +1,10 @@ +name: product-distinct-reviewers +kind: external +task_type: regression +description: Predict the number of unique reviewers who will review a tool product in the next window. +entity_table: products +entity_col: product_id +target_col: distinct_reviewers_next +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-product-distinct-reviewers/train.parquet b/join-amazon-tools/tasks/product-distinct-reviewers/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-product-distinct-reviewers/train.parquet rename to join-amazon-tools/tasks/product-distinct-reviewers/train.parquet diff --git a/join-amazon-tools/tasks/product-high-rating/manifest.yaml b/join-amazon-tools/tasks/product-high-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e430e708bdc369bc1a79edce20eb85d2a4f2aa2e --- /dev/null +++ b/join-amazon-tools/tasks/product-high-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-high-rating +kind: external +task_type: binary_classification +description: Predict whether a tool product will maintain an average rating above 4 in the next window. +entity_table: products +entity_col: product_id +target_col: high_rated_next +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-product-high-rating/train.parquet b/join-amazon-tools/tasks/product-high-rating/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-product-high-rating/train.parquet rename to join-amazon-tools/tasks/product-high-rating/train.parquet diff --git a/join-amazon-tools/tasks/product-multi-negative-review/manifest.yaml b/join-amazon-tools/tasks/product-multi-negative-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bac700e25fd11f6c19c8e04365e65ecb669d1e05 --- /dev/null +++ b/join-amazon-tools/tasks/product-multi-negative-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-multi-negative-review +kind: external +task_type: binary_classification +description: Whether the product receives 2+ low-rating reviews in the next window (rare negative burst). +entity_table: products +entity_col: product_id +target_col: neg_cluster +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-product-multi-negative-review/train.parquet b/join-amazon-tools/tasks/product-multi-negative-review/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-product-multi-negative-review/train.parquet rename to join-amazon-tools/tasks/product-multi-negative-review/train.parquet diff --git a/join-amazon-tools/tasks/product-negative-review-event/manifest.yaml b/join-amazon-tools/tasks/product-negative-review-event/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a8289ec3f8f3637e09f130c0fdb414e685c3bb9d --- /dev/null +++ b/join-amazon-tools/tasks/product-negative-review-event/manifest.yaml @@ -0,0 +1,10 @@ +name: product-negative-review-event +kind: external +task_type: binary_classification +description: Whether the product receives at least one negative (1-star) review in the next window. +entity_table: products +entity_col: product_id +target_col: neg_hit +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-product-negative-review-event/train.parquet b/join-amazon-tools/tasks/product-negative-review-event/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-product-negative-review-event/train.parquet rename to join-amazon-tools/tasks/product-negative-review-event/train.parquet diff --git a/join-amazon-tools/tasks/product-rating-change/manifest.yaml b/join-amazon-tools/tasks/product-rating-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3677aa6914c83a166c04feb52c0780475f93c6ee --- /dev/null +++ b/join-amazon-tools/tasks/product-rating-change/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-change +kind: external +task_type: regression +description: Predict the change in mean rating a tool product receives between the current and next window. +entity_table: products +entity_col: product_id +target_col: rating_change_next +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-product-rating-change/train.parquet b/join-amazon-tools/tasks/product-rating-change/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-product-rating-change/train.parquet rename to join-amazon-tools/tasks/product-rating-change/train.parquet diff --git a/join-amazon-tools/tasks/product-rating-trend/manifest.yaml b/join-amazon-tools/tasks/product-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3238fdf192c403b98f753717c62845d840f65420 --- /dev/null +++ b/join-amazon-tools/tasks/product-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a tool product's mean rating will increase in the next window compared to the current window. +entity_table: products +entity_col: product_id +target_col: rating_trending_up_next +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-product-rating-trend/train.parquet b/join-amazon-tools/tasks/product-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-product-rating-trend/train.parquet rename to join-amazon-tools/tasks/product-rating-trend/train.parquet diff --git a/join-amazon-tools/tasks/product-review-spike-event/manifest.yaml b/join-amazon-tools/tasks/product-review-spike-event/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..60ea83a9c8b3121ee7a09597af30ad3bc339a2f6 --- /dev/null +++ b/join-amazon-tools/tasks/product-review-spike-event/manifest.yaml @@ -0,0 +1,10 @@ +name: product-review-spike-event +kind: external +task_type: binary_classification +description: Whether the product receives 5+ reviews in the next window (rare viral spike). +entity_table: products +entity_col: product_id +target_col: spike +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-product-review-spike-event/train.parquet b/join-amazon-tools/tasks/product-review-spike-event/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-product-review-spike-event/train.parquet rename to join-amazon-tools/tasks/product-review-spike-event/train.parquet diff --git a/join-amazon-tools/tasks/product-top-reviewed/manifest.yaml b/join-amazon-tools/tasks/product-top-reviewed/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..307adbdbed94237b52af713efd036541531d5497 --- /dev/null +++ b/join-amazon-tools/tasks/product-top-reviewed/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-reviewed +kind: external +task_type: binary_classification +description: Predict whether a tool product will be among the top 25% most highly rated products in the next window. +entity_table: products +entity_col: product_id +target_col: top_reviewed_next +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-product-top-reviewed/train.parquet b/join-amazon-tools/tasks/product-top-reviewed/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-product-top-reviewed/train.parquet rename to join-amazon-tools/tasks/product-top-reviewed/train.parquet diff --git a/join-amazon-tools/tasks/product-unverified-review-rare/manifest.yaml b/join-amazon-tools/tasks/product-unverified-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5c71d987c722b3b685dc5f202d82b88a3187602f --- /dev/null +++ b/join-amazon-tools/tasks/product-unverified-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: product-unverified-review-rare +kind: external +task_type: binary_classification +description: Whether the product receives at least one unverified-purchase review in the next window (rare given 92.5% verified base). +entity_table: products +entity_col: product_id +target_col: unverified_hit +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-product-unverified-review-rare/train.parquet b/join-amazon-tools/tasks/product-unverified-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-product-unverified-review-rare/train.parquet rename to join-amazon-tools/tasks/product-unverified-review-rare/train.parquet diff --git a/join-amazon-tools/tasks/reviewer-active/manifest.yaml b/join-amazon-tools/tasks/reviewer-active/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8f9b3c394b897860ee1035b7e6673306c2ca0f4e --- /dev/null +++ b/join-amazon-tools/tasks/reviewer-active/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post at least one tool review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_active_next +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-active/train.parquet b/join-amazon-tools/tasks/reviewer-active/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-reviewer-active/train.parquet rename to join-amazon-tools/tasks/reviewer-active/train.parquet diff --git a/join-amazon-tools/tasks/reviewer-avg-rating/manifest.yaml b/join-amazon-tools/tasks/reviewer-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8d73ae350100b762c503829f154a68a8f95256bf --- /dev/null +++ b/join-amazon-tools/tasks/reviewer-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-avg-rating +kind: external +task_type: regression +description: Predict the mean rating a reviewer will assign across their tool reviews in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-avg-rating/train.parquet b/join-amazon-tools/tasks/reviewer-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-reviewer-avg-rating/train.parquet rename to join-amazon-tools/tasks/reviewer-avg-rating/train.parquet diff --git a/join-amazon-tools/tasks/reviewer-churn/manifest.yaml b/join-amazon-tools/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5e534a1f9b66be71682311fb7bf631a0b84c7c15 --- /dev/null +++ b/join-amazon-tools/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a tool reviewer will stop posting reviews entirely in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_next +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-churn/train.parquet b/join-amazon-tools/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-tools/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-tools/tasks/reviewer-long-review-rare/manifest.yaml b/join-amazon-tools/tasks/reviewer-long-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2ef841ae02d4e956f49e4291d5b1e88a3e09e5b6 --- /dev/null +++ b/join-amazon-tools/tasks/reviewer-long-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-long-review-rare +kind: external +task_type: binary_classification +description: Whether the reviewer posts at least one long-form review (review_len indicator) in the next window — rare detailed-post event. +entity_table: reviewers +entity_col: reviewer_id +target_col: long_post +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-long-review-rare/train.parquet b/join-amazon-tools/tasks/reviewer-long-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-reviewer-long-review-rare/train.parquet rename to join-amazon-tools/tasks/reviewer-long-review-rare/train.parquet diff --git a/join-amazon-tools/tasks/reviewer-midrating-rare/manifest.yaml b/join-amazon-tools/tasks/reviewer-midrating-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9c83c0561b8fa1a3336f57e40f490904db050e36 --- /dev/null +++ b/join-amazon-tools/tasks/reviewer-midrating-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-midrating-rare +kind: external +task_type: binary_classification +description: Whether the reviewer posts at least one mid-rating (2 or 3-star) review in the next window — rare vs mean rating 4.44. +entity_table: reviewers +entity_col: reviewer_id +target_col: mid_event +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-midrating-rare/train.parquet b/join-amazon-tools/tasks/reviewer-midrating-rare/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-reviewer-midrating-rare/train.parquet rename to join-amazon-tools/tasks/reviewer-midrating-rare/train.parquet diff --git a/join-amazon-tools/tasks/reviewer-multi-review-burst/manifest.yaml b/join-amazon-tools/tasks/reviewer-multi-review-burst/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b685792deb3562bde24cd5c300259228ba0a177b --- /dev/null +++ b/join-amazon-tools/tasks/reviewer-multi-review-burst/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-multi-review-burst +kind: external +task_type: binary_classification +description: Whether the reviewer posts 3+ reviews in the next window (rare prolific burst). +entity_table: reviewers +entity_col: reviewer_id +target_col: burst +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-multi-review-burst/train.parquet b/join-amazon-tools/tasks/reviewer-multi-review-burst/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-reviewer-multi-review-burst/train.parquet rename to join-amazon-tools/tasks/reviewer-multi-review-burst/train.parquet diff --git a/join-amazon-tools/tasks/reviewer-negative-review-event/manifest.yaml b/join-amazon-tools/tasks/reviewer-negative-review-event/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4ec5ebb9328f768164596e747918a80be7e33583 --- /dev/null +++ b/join-amazon-tools/tasks/reviewer-negative-review-event/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-negative-review-event +kind: external +task_type: binary_classification +description: Whether the reviewer posts at least one 1-star negative review (rare) in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: neg_review +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-negative-review-event/train.parquet b/join-amazon-tools/tasks/reviewer-negative-review-event/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-reviewer-negative-review-event/train.parquet rename to join-amazon-tools/tasks/reviewer-negative-review-event/train.parquet diff --git a/join-amazon-tools/tasks/reviewer-return/manifest.yaml b/join-amazon-tools/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1bcfb6cd79d896a246e2cea363fc7011dda6fdf3 --- /dev/null +++ b/join-amazon-tools/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a reviewer who was previously active will return to post another tool review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: returns_next +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-return/train.parquet b/join-amazon-tools/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-reviewer-return/train.parquet rename to join-amazon-tools/tasks/reviewer-return/train.parquet diff --git a/join-amazon-tools/tasks/reviewer-review-count/manifest.yaml b/join-amazon-tools/tasks/reviewer-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1c9c93b38459c95196aa98fe042827190f722bad --- /dev/null +++ b/join-amazon-tools/tasks/reviewer-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-count +kind: external +task_type: regression +description: Predict how many tool reviews a reviewer will submit in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: review_count_next +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-review-count/train.parquet b/join-amazon-tools/tasks/reviewer-review-count/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-reviewer-review-count/train.parquet rename to join-amazon-tools/tasks/reviewer-review-count/train.parquet diff --git a/join-amazon-tools/tasks/reviewer-verbosity-per-star/manifest.yaml b/join-amazon-tools/tasks/reviewer-verbosity-per-star/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6598c84dce5675e6b3e1d5896d856b5b9e7e8970 --- /dev/null +++ b/join-amazon-tools/tasks/reviewer-verbosity-per-star/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verbosity-per-star +kind: external +task_type: regression +description: Predict the mean ratio of review length to star rating, capturing how verbose reviewers are relative to their satisfaction with tools. +entity_table: reviewers +entity_col: reviewer_id +target_col: verbosity_per_star_next +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-verbosity-per-star/train.parquet b/join-amazon-tools/tasks/reviewer-verbosity-per-star/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-reviewer-verbosity-per-star/train.parquet rename to join-amazon-tools/tasks/reviewer-verbosity-per-star/train.parquet diff --git a/join-amazon-tools/tasks/reviewer-verified-purchase-rare/manifest.yaml b/join-amazon-tools/tasks/reviewer-verified-purchase-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4deba5c525cbe91ad5d1e11be286f562f3df90f3 --- /dev/null +++ b/join-amazon-tools/tasks/reviewer-verified-purchase-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-purchase-rare +kind: external +task_type: binary_classification +description: Whether the reviewer posts at least one verified-purchase review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_verify +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-verified-purchase-rare/train.parquet b/join-amazon-tools/tasks/reviewer-verified-purchase-rare/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-reviewer-verified-purchase-rare/train.parquet rename to join-amazon-tools/tasks/reviewer-verified-purchase-rare/train.parquet diff --git a/join-amazon-tools/tasks/reviewer-voted-review-rare/manifest.yaml b/join-amazon-tools/tasks/reviewer-voted-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fcf00a9b9d857ae0755eca3bb993c0bfb468d7a9 --- /dev/null +++ b/join-amazon-tools/tasks/reviewer-voted-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-voted-review-rare +kind: external +task_type: binary_classification +description: Whether the reviewer receives at least one helpful vote on a new review in the next window (rare helpful-vote event). +entity_table: reviewers +entity_col: reviewer_id +target_col: got_vote +time_col: timestamp +timedelta: 55 days 23:31:12 +manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-voted-review-rare/train.parquet b/join-amazon-tools/tasks/reviewer-voted-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-tools/tasks/predict-reviewer-voted-review-rare/train.parquet rename to join-amazon-tools/tasks/reviewer-voted-review-rare/train.parquet diff --git a/thejoin-amazon-toys/db/products.parquet b/join-amazon-toys/db/products.parquet similarity index 100% rename from thejoin-amazon-toys/db/products.parquet rename to join-amazon-toys/db/products.parquet diff --git a/thejoin-amazon-toys/db/reviewers.parquet b/join-amazon-toys/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-toys/db/reviewers.parquet rename to join-amazon-toys/db/reviewers.parquet diff --git a/thejoin-amazon-toys/db/reviews.parquet b/join-amazon-toys/db/reviews.parquet similarity index 100% rename from thejoin-amazon-toys/db/reviews.parquet rename to join-amazon-toys/db/reviews.parquet diff --git a/join-amazon-toys/manifest.yaml b/join-amazon-toys/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..76e84d8bb535b065ed632e574cd1ff8705862d7e --- /dev/null +++ b/join-amazon-toys/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-toys +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + products: + pkey: product_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + product_id: products diff --git a/join-amazon-toys/tasks/new-product-fast-followup/manifest.yaml b/join-amazon-toys/tasks/new-product-fast-followup/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b33b1711d171a158ef0d6591c8b8eb0a51cbe80f --- /dev/null +++ b/join-amazon-toys/tasks/new-product-fast-followup/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-fast-followup +kind: external +task_type: binary_classification +description: Whether a brand-new product receives a follow-up review within 1 lookforward window. +entity_table: products +entity_col: product_id +target_col: cold_fast_followup +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-new-product-fast-followup/train.parquet b/join-amazon-toys/tasks/new-product-fast-followup/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-new-product-fast-followup/train.parquet rename to join-amazon-toys/tasks/new-product-fast-followup/train.parquet diff --git a/join-amazon-toys/tasks/new-product-long-tail/manifest.yaml b/join-amazon-toys/tasks/new-product-long-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5f5d0c8e8f542efaf245de711cccb1d0f9bd9f4a --- /dev/null +++ b/join-amazon-toys/tasks/new-product-long-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-long-tail +kind: external +task_type: binary_classification +description: Whether a newly-listed product still receives reviews over a 4-window horizon. +entity_table: products +entity_col: product_id +target_col: cold_long_tail +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-new-product-long-tail/train.parquet b/join-amazon-toys/tasks/new-product-long-tail/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-new-product-long-tail/train.parquet rename to join-amazon-toys/tasks/new-product-long-tail/train.parquet diff --git a/join-amazon-toys/tasks/new-product-repeat-review/manifest.yaml b/join-amazon-toys/tasks/new-product-repeat-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c84e5b9ba7416d5aa37038364ac339b1222af95f --- /dev/null +++ b/join-amazon-toys/tasks/new-product-repeat-review/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-repeat-review +kind: external +task_type: binary_classification +description: Whether a newly-listed product receives a repeat review within its first 2 windows. +entity_table: products +entity_col: product_id +target_col: cold_product_repeat +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-new-product-repeat-review/train.parquet b/join-amazon-toys/tasks/new-product-repeat-review/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-new-product-repeat-review/train.parquet rename to join-amazon-toys/tasks/new-product-repeat-review/train.parquet diff --git a/join-amazon-toys/tasks/new-product-second-review/manifest.yaml b/join-amazon-toys/tasks/new-product-second-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..08012246234bb4892d17628c0d402fb4d7fc2be6 --- /dev/null +++ b/join-amazon-toys/tasks/new-product-second-review/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-second-review +kind: external +task_type: binary_classification +description: Whether a newly-listed product ever gets a second review within first 2 windows. +entity_table: products +entity_col: product_id +target_col: cold_product_second +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-new-product-second-review/train.parquet b/join-amazon-toys/tasks/new-product-second-review/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-new-product-second-review/train.parquet rename to join-amazon-toys/tasks/new-product-second-review/train.parquet diff --git a/join-amazon-toys/tasks/new-product-traction/manifest.yaml b/join-amazon-toys/tasks/new-product-traction/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d51f20512039c79659a3ae2b3b6b07a21cb9be58 --- /dev/null +++ b/join-amazon-toys/tasks/new-product-traction/manifest.yaml @@ -0,0 +1,10 @@ +name: new-product-traction +kind: external +task_type: binary_classification +description: Whether a newly-listed product gains review traction within first 3 windows. +entity_table: products +entity_col: product_id +target_col: cold_traction +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-new-product-traction/train.parquet b/join-amazon-toys/tasks/new-product-traction/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-new-product-traction/train.parquet rename to join-amazon-toys/tasks/new-product-traction/train.parquet diff --git a/join-amazon-toys/tasks/new-reviewer-fast-return/manifest.yaml b/join-amazon-toys/tasks/new-reviewer-fast-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d08470de41a75c1a8a7493a9c7b7eee338441e72 --- /dev/null +++ b/join-amazon-toys/tasks/new-reviewer-fast-return/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-fast-return +kind: external +task_type: binary_classification +description: Whether a brand-new reviewer returns quickly (within 1 lookforward window). +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_fast_return +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-new-reviewer-fast-return/train.parquet b/join-amazon-toys/tasks/new-reviewer-fast-return/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-new-reviewer-fast-return/train.parquet rename to join-amazon-toys/tasks/new-reviewer-fast-return/train.parquet diff --git a/join-amazon-toys/tasks/new-reviewer-long-horizon/manifest.yaml b/join-amazon-toys/tasks/new-reviewer-long-horizon/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d76bac372a65f5a6ecca35898a80e8d2b04bc210 --- /dev/null +++ b/join-amazon-toys/tasks/new-reviewer-long-horizon/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-long-horizon +kind: external +task_type: binary_classification +description: Whether a first-time reviewer remains active over a long 4-window horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_long_horizon +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-new-reviewer-long-horizon/train.parquet b/join-amazon-toys/tasks/new-reviewer-long-horizon/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-new-reviewer-long-horizon/train.parquet rename to join-amazon-toys/tasks/new-reviewer-long-horizon/train.parquet diff --git a/join-amazon-toys/tasks/new-reviewer-repeat/manifest.yaml b/join-amazon-toys/tasks/new-reviewer-repeat/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..13b01c27d0f5ecca4cf2dfbfaab8d181cbc65713 --- /dev/null +++ b/join-amazon-toys/tasks/new-reviewer-repeat/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-repeat +kind: external +task_type: binary_classification +description: Whether a newly-appearing reviewer posts a repeat review within their first 2 windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_repeat +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-new-reviewer-repeat/train.parquet b/join-amazon-toys/tasks/new-reviewer-repeat/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-new-reviewer-repeat/train.parquet rename to join-amazon-toys/tasks/new-reviewer-repeat/train.parquet diff --git a/join-amazon-toys/tasks/new-reviewer-second-review/manifest.yaml b/join-amazon-toys/tasks/new-reviewer-second-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fe8af8c7959973b4fce194c03cfbcca3b0a15879 --- /dev/null +++ b/join-amazon-toys/tasks/new-reviewer-second-review/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-second-review +kind: external +task_type: binary_classification +description: Whether a brand-new reviewer ever writes a second review in the first 2 windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_second_review +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-new-reviewer-second-review/train.parquet b/join-amazon-toys/tasks/new-reviewer-second-review/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-new-reviewer-second-review/train.parquet rename to join-amazon-toys/tasks/new-reviewer-second-review/train.parquet diff --git a/join-amazon-toys/tasks/new-reviewer-stick/manifest.yaml b/join-amazon-toys/tasks/new-reviewer-stick/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c3b749de12b22cb2448e3797f5a3be54cb8a8150 --- /dev/null +++ b/join-amazon-toys/tasks/new-reviewer-stick/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-stick +kind: external +task_type: binary_classification +description: Whether a first-time reviewer sticks around (any repeat event) in first 3 windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: cold_stick +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-new-reviewer-stick/train.parquet b/join-amazon-toys/tasks/new-reviewer-stick/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-new-reviewer-stick/train.parquet rename to join-amazon-toys/tasks/new-reviewer-stick/train.parquet diff --git a/join-amazon-toys/tasks/product-avg-rating/manifest.yaml b/join-amazon-toys/tasks/product-avg-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a2fd723f393c32bbd2517b5ad7aa751fbf82c632 --- /dev/null +++ b/join-amazon-toys/tasks/product-avg-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-avg-rating +kind: external +task_type: regression +description: Predict the mean rating a toy product will receive across all reviews in the next window. +entity_table: products +entity_col: product_id +target_col: avg_rating_next +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-avg-rating/train.parquet b/join-amazon-toys/tasks/product-avg-rating/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-product-avg-rating/train.parquet rename to join-amazon-toys/tasks/product-avg-rating/train.parquet diff --git a/join-amazon-toys/tasks/product-distinct-reviewers/manifest.yaml b/join-amazon-toys/tasks/product-distinct-reviewers/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..187ec5c7463c7472687ac7ef79b1254c1491cd7f --- /dev/null +++ b/join-amazon-toys/tasks/product-distinct-reviewers/manifest.yaml @@ -0,0 +1,10 @@ +name: product-distinct-reviewers +kind: external +task_type: regression +description: Predict the number of unique reviewers who will review a toy product in the next window. +entity_table: products +entity_col: product_id +target_col: distinct_reviewers_next +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-distinct-reviewers/train.parquet b/join-amazon-toys/tasks/product-distinct-reviewers/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-product-distinct-reviewers/train.parquet rename to join-amazon-toys/tasks/product-distinct-reviewers/train.parquet diff --git a/join-amazon-toys/tasks/product-high-price-one-star/manifest.yaml b/join-amazon-toys/tasks/product-high-price-one-star/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..94ad87ba81c445e6e7d86cdade6fc6efc3a6be96 --- /dev/null +++ b/join-amazon-toys/tasks/product-high-price-one-star/manifest.yaml @@ -0,0 +1,10 @@ +name: product-high-price-one-star +kind: external +task_type: binary_classification +description: Whether a premium-priced product receives a 1-star review next window (rare premium complaint). +entity_table: products +entity_col: product_id +target_col: premium_one_star +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-high-price-one-star/train.parquet b/join-amazon-toys/tasks/product-high-price-one-star/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-product-high-price-one-star/train.parquet rename to join-amazon-toys/tasks/product-high-price-one-star/train.parquet diff --git a/join-amazon-toys/tasks/product-high-rating/manifest.yaml b/join-amazon-toys/tasks/product-high-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fb65d3cf8ce30083557fabebea9f0d678c63756e --- /dev/null +++ b/join-amazon-toys/tasks/product-high-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: product-high-rating +kind: external +task_type: binary_classification +description: Predict whether a toy product will maintain an average rating above 4 in the next window. +entity_table: products +entity_col: product_id +target_col: high_rated_next +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-high-rating/train.parquet b/join-amazon-toys/tasks/product-high-rating/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-product-high-rating/train.parquet rename to join-amazon-toys/tasks/product-high-rating/train.parquet diff --git a/join-amazon-toys/tasks/product-multiple-one-stars/manifest.yaml b/join-amazon-toys/tasks/product-multiple-one-stars/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8800fe39690bbf842aea7fe1bcbead006e5d584e --- /dev/null +++ b/join-amazon-toys/tasks/product-multiple-one-stars/manifest.yaml @@ -0,0 +1,10 @@ +name: product-multiple-one-stars +kind: external +task_type: binary_classification +description: Whether the product gets 2 or more 1-star reviews next window. +entity_table: products +entity_col: product_id +target_col: multi_one_star +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-multiple-one-stars/train.parquet b/join-amazon-toys/tasks/product-multiple-one-stars/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-product-multiple-one-stars/train.parquet rename to join-amazon-toys/tasks/product-multiple-one-stars/train.parquet diff --git a/join-amazon-toys/tasks/product-one-star-event/manifest.yaml b/join-amazon-toys/tasks/product-one-star-event/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..530e49dc79f9d3def15135763c91d1dfc89ed4d3 --- /dev/null +++ b/join-amazon-toys/tasks/product-one-star-event/manifest.yaml @@ -0,0 +1,10 @@ +name: product-one-star-event +kind: external +task_type: binary_classification +description: Whether the product receives at least one 1-star review next window. +entity_table: products +entity_col: product_id +target_col: got_one_star +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-one-star-event/train.parquet b/join-amazon-toys/tasks/product-one-star-event/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-product-one-star-event/train.parquet rename to join-amazon-toys/tasks/product-one-star-event/train.parquet diff --git a/join-amazon-toys/tasks/product-premium-review/manifest.yaml b/join-amazon-toys/tasks/product-premium-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..453dfd5afffa9858925d5ba84bfd89dc6f0ea41a --- /dev/null +++ b/join-amazon-toys/tasks/product-premium-review/manifest.yaml @@ -0,0 +1,10 @@ +name: product-premium-review +kind: external +task_type: binary_classification +description: Whether a premium-priced toy product receives any review next window. +entity_table: products +entity_col: product_id +target_col: premium_review +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-premium-review/train.parquet b/join-amazon-toys/tasks/product-premium-review/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-product-premium-review/train.parquet rename to join-amazon-toys/tasks/product-premium-review/train.parquet diff --git a/join-amazon-toys/tasks/product-premium-verified-sale/manifest.yaml b/join-amazon-toys/tasks/product-premium-verified-sale/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c01460eec2f8f2a4053d83b766e0dbc448ec1f9e --- /dev/null +++ b/join-amazon-toys/tasks/product-premium-verified-sale/manifest.yaml @@ -0,0 +1,10 @@ +name: product-premium-verified-sale +kind: external +task_type: binary_classification +description: Whether a premium-priced product receives any verified-purchase review next window. +entity_table: products +entity_col: product_id +target_col: premium_verified +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-premium-verified-sale/train.parquet b/join-amazon-toys/tasks/product-premium-verified-sale/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-product-premium-verified-sale/train.parquet rename to join-amazon-toys/tasks/product-premium-verified-sale/train.parquet diff --git a/join-amazon-toys/tasks/product-rating-change/manifest.yaml b/join-amazon-toys/tasks/product-rating-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d7d37875613b47b25bcc20cccab190cc99c8790e --- /dev/null +++ b/join-amazon-toys/tasks/product-rating-change/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-change +kind: external +task_type: regression +description: Predict the change in mean rating a toy product receives between the current and next window. +entity_table: products +entity_col: product_id +target_col: rating_change_next +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-rating-change/train.parquet b/join-amazon-toys/tasks/product-rating-change/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-product-rating-change/train.parquet rename to join-amazon-toys/tasks/product-rating-change/train.parquet diff --git a/join-amazon-toys/tasks/product-rating-trend/manifest.yaml b/join-amazon-toys/tasks/product-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d2ab734f6678d1b75fbd736ae5e60bec310018c4 --- /dev/null +++ b/join-amazon-toys/tasks/product-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: product-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a toy product's mean rating will increase in the next window compared to the current window. +entity_table: products +entity_col: product_id +target_col: rating_trending_up_next +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-rating-trend/train.parquet b/join-amazon-toys/tasks/product-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-product-rating-trend/train.parquet rename to join-amazon-toys/tasks/product-rating-trend/train.parquet diff --git a/join-amazon-toys/tasks/product-top-rated/manifest.yaml b/join-amazon-toys/tasks/product-top-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b7882ec0fecf99033790259cfafa890bfa66e90e --- /dev/null +++ b/join-amazon-toys/tasks/product-top-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: product-top-rated +kind: external +task_type: binary_classification +description: Predict whether a toy product will be among the top 25% most highly rated products in the next window. +entity_table: products +entity_col: product_id +target_col: top_rated_next +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-top-rated/train.parquet b/join-amazon-toys/tasks/product-top-rated/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-product-top-rated/train.parquet rename to join-amazon-toys/tasks/product-top-rated/train.parquet diff --git a/join-amazon-toys/tasks/product-total-rating-mass/manifest.yaml b/join-amazon-toys/tasks/product-total-rating-mass/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d5cd8b47339d1640356fa138ab44aa5f0abb48bc --- /dev/null +++ b/join-amazon-toys/tasks/product-total-rating-mass/manifest.yaml @@ -0,0 +1,10 @@ +name: product-total-rating-mass +kind: external +task_type: regression +description: Predict the total sum of all ratings a toy product receives in the next window as a measure of review engagement concentration. +entity_table: products +entity_col: product_id +target_col: total_rating_mass_next +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-total-rating-mass/train.parquet b/join-amazon-toys/tasks/product-total-rating-mass/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-product-total-rating-mass/train.parquet rename to join-amazon-toys/tasks/product-total-rating-mass/train.parquet diff --git a/join-amazon-toys/tasks/reviewer-active/manifest.yaml b/join-amazon-toys/tasks/reviewer-active/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d1d3797e52abdb229d42cfe8040dfa97e41a7141 --- /dev/null +++ b/join-amazon-toys/tasks/reviewer-active/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active +kind: external +task_type: binary_classification +description: Predict whether a reviewer will post at least one toy review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_active_next +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-reviewer-active/train.parquet b/join-amazon-toys/tasks/reviewer-active/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-reviewer-active/train.parquet rename to join-amazon-toys/tasks/reviewer-active/train.parquet diff --git a/join-amazon-toys/tasks/reviewer-churn/manifest.yaml b/join-amazon-toys/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a1b6c6ce393b48133f43942c232834be17c8be3e --- /dev/null +++ b/join-amazon-toys/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a toy reviewer will stop posting reviews entirely in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_next +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-reviewer-churn/train.parquet b/join-amazon-toys/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-toys/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-toys/tasks/reviewer-long-one-star-rant/manifest.yaml b/join-amazon-toys/tasks/reviewer-long-one-star-rant/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..268d3803f0fd501b688e5bee91bb844609ec13ed --- /dev/null +++ b/join-amazon-toys/tasks/reviewer-long-one-star-rant/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-long-one-star-rant +kind: external +task_type: binary_classification +description: Whether the reviewer writes a long 1-star rant (low rating + high review_len) next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: long_rant +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-reviewer-long-one-star-rant/train.parquet b/join-amazon-toys/tasks/reviewer-long-one-star-rant/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-reviewer-long-one-star-rant/train.parquet rename to join-amazon-toys/tasks/reviewer-long-one-star-rant/train.parquet diff --git a/join-amazon-toys/tasks/reviewer-multi-verified-burst/manifest.yaml b/join-amazon-toys/tasks/reviewer-multi-verified-burst/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e52ee931f61ef05b067e41d601466c479a5085c5 --- /dev/null +++ b/join-amazon-toys/tasks/reviewer-multi-verified-burst/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-multi-verified-burst +kind: external +task_type: binary_classification +description: Whether the reviewer posts 3 or more verified reviews next window (rare burst). +entity_table: reviewers +entity_col: reviewer_id +target_col: multi_verified +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-reviewer-multi-verified-burst/train.parquet b/join-amazon-toys/tasks/reviewer-multi-verified-burst/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-reviewer-multi-verified-burst/train.parquet rename to join-amazon-toys/tasks/reviewer-multi-verified-burst/train.parquet diff --git a/join-amazon-toys/tasks/reviewer-one-star-rant/manifest.yaml b/join-amazon-toys/tasks/reviewer-one-star-rant/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8198e264a0d96e4f61c3f817a29308b45f45af4d --- /dev/null +++ b/join-amazon-toys/tasks/reviewer-one-star-rant/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-one-star-rant +kind: external +task_type: binary_classification +description: Whether the reviewer posts at least one 1-star review next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: posted_one_star +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-reviewer-one-star-rant/train.parquet b/join-amazon-toys/tasks/reviewer-one-star-rant/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-reviewer-one-star-rant/train.parquet rename to join-amazon-toys/tasks/reviewer-one-star-rant/train.parquet diff --git a/join-amazon-toys/tasks/reviewer-return/manifest.yaml b/join-amazon-toys/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ba6e60f850c8900901f8bfdcaabed6f80d84fc75 --- /dev/null +++ b/join-amazon-toys/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a reviewer who was previously active will return to post another toy review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: returns_next +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-reviewer-return/train.parquet b/join-amazon-toys/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-reviewer-return/train.parquet rename to join-amazon-toys/tasks/reviewer-return/train.parquet diff --git a/join-amazon-toys/tasks/reviewer-review-count/manifest.yaml b/join-amazon-toys/tasks/reviewer-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..982c690d4bd58eafcb52abccc1ec4f4fede54dbf --- /dev/null +++ b/join-amazon-toys/tasks/reviewer-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-count +kind: external +task_type: regression +description: Predict how many toy reviews a reviewer will submit in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: review_count_next +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-reviewer-review-count/train.parquet b/join-amazon-toys/tasks/reviewer-review-count/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-reviewer-review-count/train.parquet rename to join-amazon-toys/tasks/reviewer-review-count/train.parquet diff --git a/join-amazon-toys/tasks/reviewer-verified-purchase-rare/manifest.yaml b/join-amazon-toys/tasks/reviewer-verified-purchase-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..03b0b058199e30816a60668940630c5d41a0245d --- /dev/null +++ b/join-amazon-toys/tasks/reviewer-verified-purchase-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-purchase-rare +kind: external +task_type: binary_classification +description: Whether the reviewer posts at least one verified-purchase review next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: had_verified +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-reviewer-verified-purchase-rare/train.parquet b/join-amazon-toys/tasks/reviewer-verified-purchase-rare/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-reviewer-verified-purchase-rare/train.parquet rename to join-amazon-toys/tasks/reviewer-verified-purchase-rare/train.parquet diff --git a/join-amazon-toys/tasks/reviewer-voted-review-rare/manifest.yaml b/join-amazon-toys/tasks/reviewer-voted-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..56aaf93abd9542a1850cb6d7dc866a219572ceb0 --- /dev/null +++ b/join-amazon-toys/tasks/reviewer-voted-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-voted-review-rare +kind: external +task_type: binary_classification +description: Whether the reviewer posts a review that receives helpful votes next window (rare endorsement). +entity_table: reviewers +entity_col: reviewer_id +target_col: voted_review +time_col: timestamp +timedelta: 57 days 02:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-reviewer-voted-review-rare/train.parquet b/join-amazon-toys/tasks/reviewer-voted-review-rare/train.parquet similarity index 100% rename from thejoin-amazon-toys/tasks/predict-reviewer-voted-review-rare/train.parquet rename to join-amazon-toys/tasks/reviewer-voted-review-rare/train.parquet diff --git a/thejoin-amazon-video-games/db/games.parquet b/join-amazon-video-games/db/games.parquet similarity index 100% rename from thejoin-amazon-video-games/db/games.parquet rename to join-amazon-video-games/db/games.parquet diff --git a/thejoin-amazon-video-games/db/reviewers.parquet b/join-amazon-video-games/db/reviewers.parquet similarity index 100% rename from thejoin-amazon-video-games/db/reviewers.parquet rename to join-amazon-video-games/db/reviewers.parquet diff --git a/thejoin-amazon-video-games/db/reviews.parquet b/join-amazon-video-games/db/reviews.parquet similarity index 100% rename from thejoin-amazon-video-games/db/reviews.parquet rename to join-amazon-video-games/db/reviews.parquet diff --git a/join-amazon-video-games/manifest.yaml b/join-amazon-video-games/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b54b0ce3af0ea2e56a2f847ad1ae27963bf26b7c --- /dev/null +++ b/join-amazon-video-games/manifest.yaml @@ -0,0 +1,19 @@ +name: join-amazon-video-games +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + games: + pkey: game_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + game_id: games diff --git a/join-amazon-video-games/tasks/game-appears-reviews/manifest.yaml b/join-amazon-video-games/tasks/game-appears-reviews/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..90ebb9343703a902e75f9220957b111c9775a98d --- /dev/null +++ b/join-amazon-video-games/tasks/game-appears-reviews/manifest.yaml @@ -0,0 +1,10 @@ +name: game-appears-reviews +kind: external +task_type: binary_classification +description: Whether a game receives at least one review in the next window. +entity_table: games +entity_col: game_id +target_col: has_review +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-appears-reviews/train.parquet b/join-amazon-video-games/tasks/game-appears-reviews/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-appears-reviews/train.parquet rename to join-amazon-video-games/tasks/game-appears-reviews/train.parquet diff --git a/join-amazon-video-games/tasks/game-churn-h4/manifest.yaml b/join-amazon-video-games/tasks/game-churn-h4/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8b291a37cade5d730d9a90a9f8952360e0cbc399 --- /dev/null +++ b/join-amazon-video-games/tasks/game-churn-h4/manifest.yaml @@ -0,0 +1,10 @@ +name: game-churn-h4 +kind: external +task_type: binary_classification +description: Predict whether a game receives no reviews over the next 4x window (long-horizon product dormancy). +entity_table: games +entity_col: game_id +target_col: game_churned_h4 +time_col: timestamp +timedelta: 222 days 08:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-churn-h4/train.parquet b/join-amazon-video-games/tasks/game-churn-h4/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-churn-h4/train.parquet rename to join-amazon-video-games/tasks/game-churn-h4/train.parquet diff --git a/join-amazon-video-games/tasks/game-churn-h6/manifest.yaml b/join-amazon-video-games/tasks/game-churn-h6/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b69cb1e359be003cc6d9ec172fc7a3a7eeb8bfe4 --- /dev/null +++ b/join-amazon-video-games/tasks/game-churn-h6/manifest.yaml @@ -0,0 +1,10 @@ +name: game-churn-h6 +kind: external +task_type: binary_classification +description: Predict whether a game receives no reviews over the next 6x window (long-horizon product dormancy). +entity_table: games +entity_col: game_id +target_col: game_churned_h6 +time_col: timestamp +timedelta: 333 days 12:57:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-churn-h6/train.parquet b/join-amazon-video-games/tasks/game-churn-h6/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-churn-h6/train.parquet rename to join-amazon-video-games/tasks/game-churn-h6/train.parquet diff --git a/join-amazon-video-games/tasks/game-churn-h8/manifest.yaml b/join-amazon-video-games/tasks/game-churn-h8/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5e3fc158f1390ba9776b94edbf3b3c80d5823ae8 --- /dev/null +++ b/join-amazon-video-games/tasks/game-churn-h8/manifest.yaml @@ -0,0 +1,10 @@ +name: game-churn-h8 +kind: external +task_type: binary_classification +description: Predict whether a game receives no reviews over the next 8x window (extended product dormancy). +entity_table: games +entity_col: game_id +target_col: game_churned_h8 +time_col: timestamp +timedelta: 444 days 17:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-churn-h8/train.parquet b/join-amazon-video-games/tasks/game-churn-h8/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-churn-h8/train.parquet rename to join-amazon-video-games/tasks/game-churn-h8/train.parquet diff --git a/join-amazon-video-games/tasks/game-churn/manifest.yaml b/join-amazon-video-games/tasks/game-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c71be1d21a9e0a73a2076ed8b88bebd2f237c4db --- /dev/null +++ b/join-amazon-video-games/tasks/game-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: game-churn +kind: external +task_type: binary_classification +description: Predict whether a game receives no reviews in the next time window (loss of interest) +entity_table: games +entity_col: game_id +target_col: predict_game_churn +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-churn/train.parquet b/join-amazon-video-games/tasks/game-churn/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-churn/train.parquet rename to join-amazon-video-games/tasks/game-churn/train.parquet diff --git a/join-amazon-video-games/tasks/game-length-floor/manifest.yaml b/join-amazon-video-games/tasks/game-length-floor/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..25f55203845fe9e74a75ba4450c570c1f3e33625 --- /dev/null +++ b/join-amazon-video-games/tasks/game-length-floor/manifest.yaml @@ -0,0 +1,10 @@ +name: game-length-floor +kind: external +task_type: binary_classification +description: Predict whether the minimum review length for a game will exceed 100 characters next window (consistently detailed reviews). +entity_table: games +entity_col: game_id +target_col: detailed_reviews +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-length-floor/train.parquet b/join-amazon-video-games/tasks/game-length-floor/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-length-floor/train.parquet rename to join-amazon-video-games/tasks/game-length-floor/train.parquet diff --git a/join-amazon-video-games/tasks/game-length-per-rating/manifest.yaml b/join-amazon-video-games/tasks/game-length-per-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..76dd88547d3ad79f0b41151861409af1d6c14fcf --- /dev/null +++ b/join-amazon-video-games/tasks/game-length-per-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: game-length-per-rating +kind: external +task_type: regression +description: Average review length per rating point for a game (review_len / rating). +entity_table: games +entity_col: game_id +target_col: chars_per_star +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-length-per-rating/train.parquet b/join-amazon-video-games/tasks/game-length-per-rating/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-length-per-rating/train.parquet rename to join-amazon-video-games/tasks/game-length-per-rating/train.parquet diff --git a/join-amazon-video-games/tasks/game-low-rating-risk/manifest.yaml b/join-amazon-video-games/tasks/game-low-rating-risk/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9dcc73c155823f141ea5bfc365412f7fbead9f26 --- /dev/null +++ b/join-amazon-video-games/tasks/game-low-rating-risk/manifest.yaml @@ -0,0 +1,10 @@ +name: game-low-rating-risk +kind: external +task_type: binary_classification +description: Predict if a game's mean rating will drop below 4.0 next window. +entity_table: games +entity_col: game_id +target_col: low_rating_flag +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-low-rating-risk/train.parquet b/join-amazon-video-games/tasks/game-low-rating-risk/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-low-rating-risk/train.parquet rename to join-amazon-video-games/tasks/game-low-rating-risk/train.parquet diff --git a/join-amazon-video-games/tasks/game-max-review-length/manifest.yaml b/join-amazon-video-games/tasks/game-max-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..62a1c1f9d3dcd25b0a058a91a17f1ad1b3f21824 --- /dev/null +++ b/join-amazon-video-games/tasks/game-max-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: game-max-review-length +kind: external +task_type: regression +description: Predict the length of the longest review a game receives next window (superfan indicator). +entity_table: games +entity_col: game_id +target_col: longest_review +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-max-review-length/train.parquet b/join-amazon-video-games/tasks/game-max-review-length/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-max-review-length/train.parquet rename to join-amazon-video-games/tasks/game-max-review-length/train.parquet diff --git a/join-amazon-video-games/tasks/game-mean-rating/manifest.yaml b/join-amazon-video-games/tasks/game-mean-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9936d44a6bd18d87143b5f68cbba6744a4eda896 --- /dev/null +++ b/join-amazon-video-games/tasks/game-mean-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: game-mean-rating +kind: external +task_type: regression +description: Predict the mean rating a video game receives in the next time window +entity_table: games +entity_col: game_id +target_col: pred_rating +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-mean-rating/train.parquet b/join-amazon-video-games/tasks/game-mean-rating/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-mean-rating/train.parquet rename to join-amazon-video-games/tasks/game-mean-rating/train.parquet diff --git a/join-amazon-video-games/tasks/game-min-rating/manifest.yaml b/join-amazon-video-games/tasks/game-min-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7d2dd03818f023c446002559ab9f58d728ae345b --- /dev/null +++ b/join-amazon-video-games/tasks/game-min-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: game-min-rating +kind: external +task_type: regression +description: Predict the minimum rating a game will receive next window (reputation floor). +entity_table: games +entity_col: game_id +target_col: worst_rating +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-min-rating/train.parquet b/join-amazon-video-games/tasks/game-min-rating/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-min-rating/train.parquet rename to join-amazon-video-games/tasks/game-min-rating/train.parquet diff --git a/join-amazon-video-games/tasks/game-min-review-length/manifest.yaml b/join-amazon-video-games/tasks/game-min-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8861eafb02e80733f978521c73d14a2b612f02de --- /dev/null +++ b/join-amazon-video-games/tasks/game-min-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: game-min-review-length +kind: external +task_type: regression +description: Predict the shortest review length a game will receive next window (concise complaints indicator). +entity_table: games +entity_col: game_id +target_col: min_len +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-min-review-length/train.parquet b/join-amazon-video-games/tasks/game-min-review-length/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-min-review-length/train.parquet rename to join-amazon-video-games/tasks/game-min-review-length/train.parquet diff --git a/join-amazon-video-games/tasks/game-rating-trend/manifest.yaml b/join-amazon-video-games/tasks/game-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..60ef72415576807e0032497ecba428e5878383ad --- /dev/null +++ b/join-amazon-video-games/tasks/game-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: game-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a game's mean rating will increase next window compared to the current window. +entity_table: games +entity_col: game_id +target_col: rating_trend_up +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-rating-trend/train.parquet b/join-amazon-video-games/tasks/game-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-rating-trend/train.parquet rename to join-amazon-video-games/tasks/game-rating-trend/train.parquet diff --git a/join-amazon-video-games/tasks/game-rating-volatility/manifest.yaml b/join-amazon-video-games/tasks/game-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8914b1ef3eb7ce3f852b0fa905f777a0f82aa9fb --- /dev/null +++ b/join-amazon-video-games/tasks/game-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: game-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings a game receives next window. +entity_table: games +entity_col: game_id +target_col: rating_std +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-rating-volatility/train.parquet b/join-amazon-video-games/tasks/game-rating-volatility/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-rating-volatility/train.parquet rename to join-amazon-video-games/tasks/game-rating-volatility/train.parquet diff --git a/join-amazon-video-games/tasks/game-return-h4/manifest.yaml b/join-amazon-video-games/tasks/game-return-h4/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..54217d2caa167e50abd3a8d9e3e1bbe6ca349f17 --- /dev/null +++ b/join-amazon-video-games/tasks/game-return-h4/manifest.yaml @@ -0,0 +1,10 @@ +name: game-return-h4 +kind: external +task_type: binary_classification +description: Predict whether a dormant game receives reviews again within the next 4x window. +entity_table: games +entity_col: game_id +target_col: game_returned_h4 +time_col: timestamp +timedelta: 222 days 08:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-return-h4/train.parquet b/join-amazon-video-games/tasks/game-return-h4/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-return-h4/train.parquet rename to join-amazon-video-games/tasks/game-return-h4/train.parquet diff --git a/join-amazon-video-games/tasks/game-return-h6/manifest.yaml b/join-amazon-video-games/tasks/game-return-h6/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..26e28107ab80ae170a9135957dc24cbc1018c467 --- /dev/null +++ b/join-amazon-video-games/tasks/game-return-h6/manifest.yaml @@ -0,0 +1,10 @@ +name: game-return-h6 +kind: external +task_type: binary_classification +description: Predict whether a dormant game receives reviews again within the next 6x window. +entity_table: games +entity_col: game_id +target_col: game_returned_h6 +time_col: timestamp +timedelta: 333 days 12:57:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-return-h6/train.parquet b/join-amazon-video-games/tasks/game-return-h6/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-return-h6/train.parquet rename to join-amazon-video-games/tasks/game-return-h6/train.parquet diff --git a/join-amazon-video-games/tasks/game-return-h8/manifest.yaml b/join-amazon-video-games/tasks/game-return-h8/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b4cd807c4250188550f15ab45504e22a677d71c7 --- /dev/null +++ b/join-amazon-video-games/tasks/game-return-h8/manifest.yaml @@ -0,0 +1,10 @@ +name: game-return-h8 +kind: external +task_type: binary_classification +description: Predict whether a dormant game receives reviews again within the next 8x window (extended revival). +entity_table: games +entity_col: game_id +target_col: game_returned_h8 +time_col: timestamp +timedelta: 444 days 17:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-return-h8/train.parquet b/join-amazon-video-games/tasks/game-return-h8/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-return-h8/train.parquet rename to join-amazon-video-games/tasks/game-return-h8/train.parquet diff --git a/join-amazon-video-games/tasks/game-returns/manifest.yaml b/join-amazon-video-games/tasks/game-returns/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..51d2bc3140454ab65aeebdda78b05d3a24a734d0 --- /dev/null +++ b/join-amazon-video-games/tasks/game-returns/manifest.yaml @@ -0,0 +1,10 @@ +name: game-returns +kind: external +task_type: binary_classification +description: Predict whether an inactive game will receive new reviews next window. +entity_table: games +entity_col: game_id +target_col: game_returns +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-returns/train.parquet b/join-amazon-video-games/tasks/game-returns/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-returns/train.parquet rename to join-amazon-video-games/tasks/game-returns/train.parquet diff --git a/join-amazon-video-games/tasks/game-review-concentration/manifest.yaml b/join-amazon-video-games/tasks/game-review-concentration/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3d74b0a1f36d1ca432c734ceda4bf3178b7e1e64 --- /dev/null +++ b/join-amazon-video-games/tasks/game-review-concentration/manifest.yaml @@ -0,0 +1,10 @@ +name: game-review-concentration +kind: external +task_type: regression +description: Predict a game's share of total platform reviews next window. +entity_table: games +entity_col: game_id +target_col: review_share +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-review-concentration/train.parquet b/join-amazon-video-games/tasks/game-review-concentration/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-review-concentration/train.parquet rename to join-amazon-video-games/tasks/game-review-concentration/train.parquet diff --git a/join-amazon-video-games/tasks/game-review-count-surge/manifest.yaml b/join-amazon-video-games/tasks/game-review-count-surge/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3bc0328d423c4295fb27fa77b80000926cf4e393 --- /dev/null +++ b/join-amazon-video-games/tasks/game-review-count-surge/manifest.yaml @@ -0,0 +1,10 @@ +name: game-review-count-surge +kind: external +task_type: binary_classification +description: Predict whether a game gets unusually high attention (rating count above 10) next window. +entity_table: games +entity_col: game_id +target_col: attention_surge +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-review-count-surge/train.parquet b/join-amazon-video-games/tasks/game-review-count-surge/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-review-count-surge/train.parquet rename to join-amazon-video-games/tasks/game-review-count-surge/train.parquet diff --git a/join-amazon-video-games/tasks/game-review-count/manifest.yaml b/join-amazon-video-games/tasks/game-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0fcf822af1a82393be125b3cbd2d6c17206f5fd0 --- /dev/null +++ b/join-amazon-video-games/tasks/game-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: game-review-count +kind: external +task_type: regression +description: Predict the number of reviews a video game receives in the next time window +entity_table: games +entity_col: game_id +target_col: predict_game_review_count +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-review-count/train.parquet b/join-amazon-video-games/tasks/game-review-count/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-review-count/train.parquet rename to join-amazon-video-games/tasks/game-review-count/train.parquet diff --git a/join-amazon-video-games/tasks/game-review-length-change/manifest.yaml b/join-amazon-video-games/tasks/game-review-length-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..25a6ef8b6fcf23dc883e7e34bf9fcf5b41294d93 --- /dev/null +++ b/join-amazon-video-games/tasks/game-review-length-change/manifest.yaml @@ -0,0 +1,10 @@ +name: game-review-length-change +kind: external +task_type: regression +description: Predict the change in mean review length for a game between current and next window. +entity_table: games +entity_col: game_id +target_col: review_len_delta +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-review-length-change/train.parquet b/join-amazon-video-games/tasks/game-review-length-change/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-review-length-change/train.parquet rename to join-amazon-video-games/tasks/game-review-length-change/train.parquet diff --git a/join-amazon-video-games/tasks/game-review-surge/manifest.yaml b/join-amazon-video-games/tasks/game-review-surge/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..94b606624311a01faef55c089dbf09028947698a --- /dev/null +++ b/join-amazon-video-games/tasks/game-review-surge/manifest.yaml @@ -0,0 +1,10 @@ +name: game-review-surge +kind: external +task_type: binary_classification +description: Predict whether a game will receive a surge of long-form reviews (sum review_len > 5000) next window. +entity_table: games +entity_col: game_id +target_col: review_surge +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-review-surge/train.parquet b/join-amazon-video-games/tasks/game-review-surge/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-review-surge/train.parquet rename to join-amazon-video-games/tasks/game-review-surge/train.parquet diff --git a/join-amazon-video-games/tasks/game-time-until-next-review-h4/manifest.yaml b/join-amazon-video-games/tasks/game-time-until-next-review-h4/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..98658627b3dd8ce39bf22f5761290d8b60a29f0a --- /dev/null +++ b/join-amazon-video-games/tasks/game-time-until-next-review-h4/manifest.yaml @@ -0,0 +1,10 @@ +name: game-time-until-next-review-h4 +kind: external +task_type: regression +description: Predict days until a game receives its next review over a 4x horizon. +entity_table: games +entity_col: game_id +target_col: days_to_next_game_review_h4 +time_col: timestamp +timedelta: 222 days 08:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-time-until-next-review-h4/train.parquet b/join-amazon-video-games/tasks/game-time-until-next-review-h4/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-time-until-next-review-h4/train.parquet rename to join-amazon-video-games/tasks/game-time-until-next-review-h4/train.parquet diff --git a/join-amazon-video-games/tasks/game-time-until-next-review-h6/manifest.yaml b/join-amazon-video-games/tasks/game-time-until-next-review-h6/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4180794ed308bf74eb4643385f6de9c221c74976 --- /dev/null +++ b/join-amazon-video-games/tasks/game-time-until-next-review-h6/manifest.yaml @@ -0,0 +1,10 @@ +name: game-time-until-next-review-h6 +kind: external +task_type: regression +description: Predict days until a game receives its next review over a 6x horizon. +entity_table: games +entity_col: game_id +target_col: days_to_next_game_review_h6 +time_col: timestamp +timedelta: 333 days 12:57:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-time-until-next-review-h6/train.parquet b/join-amazon-video-games/tasks/game-time-until-next-review-h6/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-time-until-next-review-h6/train.parquet rename to join-amazon-video-games/tasks/game-time-until-next-review-h6/train.parquet diff --git a/join-amazon-video-games/tasks/game-time-until-next-review-h8/manifest.yaml b/join-amazon-video-games/tasks/game-time-until-next-review-h8/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0a239b84fc877e52d7deb6233963b0a14557db10 --- /dev/null +++ b/join-amazon-video-games/tasks/game-time-until-next-review-h8/manifest.yaml @@ -0,0 +1,10 @@ +name: game-time-until-next-review-h8 +kind: external +task_type: regression +description: Predict days until a game receives its next review over an 8x horizon (extended inter-event interval). +entity_table: games +entity_col: game_id +target_col: days_to_next_game_review_h8 +time_col: timestamp +timedelta: 444 days 17:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-time-until-next-review-h8/train.parquet b/join-amazon-video-games/tasks/game-time-until-next-review-h8/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-time-until-next-review-h8/train.parquet rename to join-amazon-video-games/tasks/game-time-until-next-review-h8/train.parquet diff --git a/join-amazon-video-games/tasks/game-top-rated-window/manifest.yaml b/join-amazon-video-games/tasks/game-top-rated-window/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..348a8525da2d43bab806ead7d92dc7fed59c0241 --- /dev/null +++ b/join-amazon-video-games/tasks/game-top-rated-window/manifest.yaml @@ -0,0 +1,10 @@ +name: game-top-rated-window +kind: external +task_type: binary_classification +description: Predict if the game's mean rating next window will exceed 4.5 (top tier). +entity_table: games +entity_col: game_id +target_col: top_rated +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-top-rated-window/train.parquet b/join-amazon-video-games/tasks/game-top-rated-window/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-top-rated-window/train.parquet rename to join-amazon-video-games/tasks/game-top-rated-window/train.parquet diff --git a/join-amazon-video-games/tasks/game-top-review-volume/manifest.yaml b/join-amazon-video-games/tasks/game-top-review-volume/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2d28f076927abd54da0310e3767568eecaefb251 --- /dev/null +++ b/join-amazon-video-games/tasks/game-top-review-volume/manifest.yaml @@ -0,0 +1,10 @@ +name: game-top-review-volume +kind: external +task_type: binary_classification +description: Predict whether a game will rank in the top 25% by number of reviews next window. +entity_table: games +entity_col: game_id +target_col: top_review_volume +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-top-review-volume/train.parquet b/join-amazon-video-games/tasks/game-top-review-volume/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-top-review-volume/train.parquet rename to join-amazon-video-games/tasks/game-top-review-volume/train.parquet diff --git a/join-amazon-video-games/tasks/game-unverified-dominant/manifest.yaml b/join-amazon-video-games/tasks/game-unverified-dominant/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cee96bce613f1ca46520e438d362644575c0961e --- /dev/null +++ b/join-amazon-video-games/tasks/game-unverified-dominant/manifest.yaml @@ -0,0 +1,10 @@ +name: game-unverified-dominant +kind: external +task_type: binary_classification +description: Predict whether a game will have mostly unverified reviews (verified share below 0.5) next window, a review authenticity concern. +entity_table: games +entity_col: game_id +target_col: unverified_majority +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-unverified-dominant/train.parquet b/join-amazon-video-games/tasks/game-unverified-dominant/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-unverified-dominant/train.parquet rename to join-amazon-video-games/tasks/game-unverified-dominant/train.parquet diff --git a/join-amazon-video-games/tasks/game-verified-count/manifest.yaml b/join-amazon-video-games/tasks/game-verified-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..35178677d6c68a386f335fdf7f8f0ab62cb46e8a --- /dev/null +++ b/join-amazon-video-games/tasks/game-verified-count/manifest.yaml @@ -0,0 +1,10 @@ +name: game-verified-count +kind: external +task_type: regression +description: Predict the count of verified-purchase reviews a game will receive next window (authentic demand signal). +entity_table: games +entity_col: game_id +target_col: verified_count +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-verified-count/train.parquet b/join-amazon-video-games/tasks/game-verified-count/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-verified-count/train.parquet rename to join-amazon-video-games/tasks/game-verified-count/train.parquet diff --git a/join-amazon-video-games/tasks/game-verified-share/manifest.yaml b/join-amazon-video-games/tasks/game-verified-share/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ec2730b38712fb584906e4991695033954f5882e --- /dev/null +++ b/join-amazon-video-games/tasks/game-verified-share/manifest.yaml @@ -0,0 +1,10 @@ +name: game-verified-share +kind: external +task_type: regression +description: Predict the share of verified-purchase reviews a game will receive next window. +entity_table: games +entity_col: game_id +target_col: verified_share +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-verified-share/train.parquet b/join-amazon-video-games/tasks/game-verified-share/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-verified-share/train.parquet rename to join-amazon-video-games/tasks/game-verified-share/train.parquet diff --git a/join-amazon-video-games/tasks/game-zero-verified/manifest.yaml b/join-amazon-video-games/tasks/game-zero-verified/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..793b5e442bd11f32da0d40705b04ac210049cbc3 --- /dev/null +++ b/join-amazon-video-games/tasks/game-zero-verified/manifest.yaml @@ -0,0 +1,10 @@ +name: game-zero-verified +kind: external +task_type: binary_classification +description: Predict whether a game will have no verified-purchase reviews (sum verified == 0) next window. +entity_table: games +entity_col: game_id +target_col: no_verified +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-zero-verified/train.parquet b/join-amazon-video-games/tasks/game-zero-verified/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-game-zero-verified/train.parquet rename to join-amazon-video-games/tasks/game-zero-verified/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-active-writer/manifest.yaml b/join-amazon-video-games/tasks/reviewer-active-writer/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9de496b34c0d57852ee7b966aaaaca10df239d4c --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-active-writer/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-active-writer +kind: external +task_type: binary_classification +description: Predict if a reviewer will write reviews averaging more than 500 characters next window (engaged writer). +entity_table: reviewers +entity_col: reviewer_id +target_col: active_writer +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-active-writer/train.parquet b/join-amazon-video-games/tasks/reviewer-active-writer/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-active-writer/train.parquet rename to join-amazon-video-games/tasks/reviewer-active-writer/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-appears-reviews/manifest.yaml b/join-amazon-video-games/tasks/reviewer-appears-reviews/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..78a805e681587081ad5707d4b72888d764c23918 --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-appears-reviews/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-appears-reviews +kind: external +task_type: binary_classification +description: Whether a reviewer posts any review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: is_active +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-appears-reviews/train.parquet b/join-amazon-video-games/tasks/reviewer-appears-reviews/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-appears-reviews/train.parquet rename to join-amazon-video-games/tasks/reviewer-appears-reviews/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-brief-reviews/manifest.yaml b/join-amazon-video-games/tasks/reviewer-brief-reviews/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..861603233503567dd6728b772b47fb39723badb7 --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-brief-reviews/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-brief-reviews +kind: external +task_type: binary_classification +description: Predict if a reviewer will write short-form reviews (mean review length under 200 chars) next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: brief_writer +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-brief-reviews/train.parquet b/join-amazon-video-games/tasks/reviewer-brief-reviews/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-brief-reviews/train.parquet rename to join-amazon-video-games/tasks/reviewer-brief-reviews/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-churn-h4/manifest.yaml b/join-amazon-video-games/tasks/reviewer-churn-h4/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ed73c1354434053eaad35ed51943ea43ecd7f1b6 --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-churn-h4/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-h4 +kind: external +task_type: binary_classification +description: Predict whether a reviewer posts no reviews over the next 4x window (long-horizon churn). +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_h4 +time_col: timestamp +timedelta: 222 days 08:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-churn-h4/train.parquet b/join-amazon-video-games/tasks/reviewer-churn-h4/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-churn-h4/train.parquet rename to join-amazon-video-games/tasks/reviewer-churn-h4/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-churn-h5/manifest.yaml b/join-amazon-video-games/tasks/reviewer-churn-h5/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..30379619790b9130305c82c2783056169196d64c --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-churn-h5/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-h5 +kind: external +task_type: binary_classification +description: Predict whether a reviewer posts no reviews over the next 5x window (long-horizon churn). +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_h5 +time_col: timestamp +timedelta: 277 days 22:48:00 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-churn-h5/train.parquet b/join-amazon-video-games/tasks/reviewer-churn-h5/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-churn-h5/train.parquet rename to join-amazon-video-games/tasks/reviewer-churn-h5/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-churn-h6/manifest.yaml b/join-amazon-video-games/tasks/reviewer-churn-h6/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d2a87d678c19b562896e966b31a421c6e885fd9f --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-churn-h6/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-h6 +kind: external +task_type: binary_classification +description: Predict whether a reviewer posts no reviews over the next 6x window (long-horizon churn). +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_h6 +time_col: timestamp +timedelta: 333 days 12:57:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-churn-h6/train.parquet b/join-amazon-video-games/tasks/reviewer-churn-h6/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-churn-h6/train.parquet rename to join-amazon-video-games/tasks/reviewer-churn-h6/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-churn-h8/manifest.yaml b/join-amazon-video-games/tasks/reviewer-churn-h8/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2f9b2d9cd1d0f4e6d030f71a640fe98bae1d62fb --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-churn-h8/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn-h8 +kind: external +task_type: binary_classification +description: Predict whether a reviewer posts no reviews over the next 8x window (extended churn). +entity_table: reviewers +entity_col: reviewer_id +target_col: churned_h8 +time_col: timestamp +timedelta: 444 days 17:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-churn-h8/train.parquet b/join-amazon-video-games/tasks/reviewer-churn-h8/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-churn-h8/train.parquet rename to join-amazon-video-games/tasks/reviewer-churn-h8/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-churn/manifest.yaml b/join-amazon-video-games/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f1ce66f69f86fef73fbe15e8f27fb963f6e70af6 --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will write no reviews in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: predict_reviewer_churn +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-churn/train.parquet b/join-amazon-video-games/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-churn/train.parquet rename to join-amazon-video-games/tasks/reviewer-churn/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-distinct-games/manifest.yaml b/join-amazon-video-games/tasks/reviewer-distinct-games/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dd420012d123d2bd99f56afddad2e6d787c72e30 --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-distinct-games/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-distinct-games +kind: external +task_type: regression +description: Predict how many distinct games a reviewer will review next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: distinct_games_reviewed +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-distinct-games/train.parquet b/join-amazon-video-games/tasks/reviewer-distinct-games/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-distinct-games/train.parquet rename to join-amazon-video-games/tasks/reviewer-distinct-games/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-high-rating-streak/manifest.yaml b/join-amazon-video-games/tasks/reviewer-high-rating-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..06a39ee611272a5239d8d7ce38d351f16e2ed175 --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-high-rating-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-high-rating-streak +kind: external +task_type: binary_classification +description: Predict whether a reviewer's mean rating will stay above 4.5 next window (generous reviewer). +entity_table: reviewers +entity_col: reviewer_id +target_col: generous_reviewer +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-high-rating-streak/train.parquet b/join-amazon-video-games/tasks/reviewer-high-rating-streak/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-high-rating-streak/train.parquet rename to join-amazon-video-games/tasks/reviewer-high-rating-streak/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-length-per-star/manifest.yaml b/join-amazon-video-games/tasks/reviewer-length-per-star/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..643990797e40ee4b47a9aa014db1658ff6ec47c9 --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-length-per-star/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-length-per-star +kind: external +task_type: regression +description: Average characters of a reviewer's review text per star given next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: len_per_star +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-length-per-star/train.parquet b/join-amazon-video-games/tasks/reviewer-length-per-star/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-length-per-star/train.parquet rename to join-amazon-video-games/tasks/reviewer-length-per-star/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-long-form-writer/manifest.yaml b/join-amazon-video-games/tasks/reviewer-long-form-writer/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a63cda13975138e658eb0b1ceee3b26bd155f71f --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-long-form-writer/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-long-form-writer +kind: external +task_type: binary_classification +description: Predict whether the reviewer's longest review next window exceeds 2000 characters (long-form writer). +entity_table: reviewers +entity_col: reviewer_id +target_col: longform_writer +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-long-form-writer/train.parquet b/join-amazon-video-games/tasks/reviewer-long-form-writer/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-long-form-writer/train.parquet rename to join-amazon-video-games/tasks/reviewer-long-form-writer/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-max-rating/manifest.yaml b/join-amazon-video-games/tasks/reviewer-max-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a919d4cdaded579006504efd8b8cd4a36d7f34cf --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-max-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-max-rating +kind: external +task_type: regression +description: Predict the highest rating a reviewer will give next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: max_rating +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-max-rating/train.parquet b/join-amazon-video-games/tasks/reviewer-max-rating/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-max-rating/train.parquet rename to join-amazon-video-games/tasks/reviewer-max-rating/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-max-review-len/manifest.yaml b/join-amazon-video-games/tasks/reviewer-max-review-len/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..259cc21cfefb0ffbca87aed785dafefd505cb119 --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-max-review-len/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-max-review-len +kind: external +task_type: regression +description: Predict the length of the longest review a reviewer will write next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: max_review_len +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-max-review-len/train.parquet b/join-amazon-video-games/tasks/reviewer-max-review-len/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-max-review-len/train.parquet rename to join-amazon-video-games/tasks/reviewer-max-review-len/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-mean-rating/manifest.yaml b/join-amazon-video-games/tasks/reviewer-mean-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c98e7597cf108048e6fb98514d91c2800b6b065c --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-mean-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-mean-rating +kind: external +task_type: regression +description: Predict the mean rating a reviewer gives across their game reviews in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: pred_rating +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-mean-rating/train.parquet b/join-amazon-video-games/tasks/reviewer-mean-rating/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-mean-rating/train.parquet rename to join-amazon-video-games/tasks/reviewer-mean-rating/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-mean-review-long-window/manifest.yaml b/join-amazon-video-games/tasks/reviewer-mean-review-long-window/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e4fcd5c101b6a3856e3ff1a94866a54f8846693e --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-mean-review-long-window/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-mean-review-long-window +kind: external +task_type: regression +description: Predict a reviewer's mean review length over an extended horizon (2x window). +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_len_long +time_col: timestamp +timedelta: 111 days 04:19:12 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-mean-review-long-window/train.parquet b/join-amazon-video-games/tasks/reviewer-mean-review-long-window/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-mean-review-long-window/train.parquet rename to join-amazon-video-games/tasks/reviewer-mean-review-long-window/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-min-rating/manifest.yaml b/join-amazon-video-games/tasks/reviewer-min-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9a6569dba096e3edd8724db22a670120a563354b --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-min-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-min-rating +kind: external +task_type: regression +description: Predict the harshest rating a reviewer will give next window (negative sentiment floor). +entity_table: reviewers +entity_col: reviewer_id +target_col: harshest_rating +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-min-rating/train.parquet b/join-amazon-video-games/tasks/reviewer-min-rating/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-min-rating/train.parquet rename to join-amazon-video-games/tasks/reviewer-min-rating/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-polarized/manifest.yaml b/join-amazon-video-games/tasks/reviewer-polarized/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8b75dd2768055d9f4ee1da4b43c74777b1c6437f --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-polarized/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-polarized +kind: external +task_type: binary_classification +description: Predict whether a reviewer will give any very low ratings (min rating <= 2) next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: bottom_reviewer +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-polarized/train.parquet b/join-amazon-video-games/tasks/reviewer-polarized/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-polarized/train.parquet rename to join-amazon-video-games/tasks/reviewer-polarized/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-rating-range-hot/manifest.yaml b/join-amazon-video-games/tasks/reviewer-rating-range-hot/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..73b73f74d73d5d9e53b607587ebe778c024c9b39 --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-rating-range-hot/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-range-hot +kind: external +task_type: binary_classification +description: Predict whether a reviewer gives only perfect ratings (min rating == 5) next window (fan-mode streak). +entity_table: reviewers +entity_col: reviewer_id +target_col: perfect_spree +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-rating-range-hot/train.parquet b/join-amazon-video-games/tasks/reviewer-rating-range-hot/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-rating-range-hot/train.parquet rename to join-amazon-video-games/tasks/reviewer-rating-range-hot/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-rating-sum/manifest.yaml b/join-amazon-video-games/tasks/reviewer-rating-sum/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cc73e5f482f73fe5db0c3d27decb8d52f4ab6e91 --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-rating-sum/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-sum +kind: external +task_type: regression +description: Predict the sum of ratings a reviewer will give next window (engagement-weighted sentiment). +entity_table: reviewers +entity_col: reviewer_id +target_col: rating_sum +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-rating-sum/train.parquet b/join-amazon-video-games/tasks/reviewer-rating-sum/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-rating-sum/train.parquet rename to join-amazon-video-games/tasks/reviewer-rating-sum/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-rating-trend/manifest.yaml b/join-amazon-video-games/tasks/reviewer-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c3a213983fa99002ac33afbb7d7a110936f186ba --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a reviewer's average rating will increase next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: rating_trend_up +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-rating-trend/train.parquet b/join-amazon-video-games/tasks/reviewer-rating-trend/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-rating-trend/train.parquet rename to join-amazon-video-games/tasks/reviewer-rating-trend/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-return-h4/manifest.yaml b/join-amazon-video-games/tasks/reviewer-return-h4/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..063a3d405e14fbfd62b805c844ca5a35a408e587 --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-return-h4/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-h4 +kind: external +task_type: binary_classification +description: Predict whether an inactive reviewer reactivates within the next 4x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_h4 +time_col: timestamp +timedelta: 222 days 08:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-return-h4/train.parquet b/join-amazon-video-games/tasks/reviewer-return-h4/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-return-h4/train.parquet rename to join-amazon-video-games/tasks/reviewer-return-h4/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-return-h5/manifest.yaml b/join-amazon-video-games/tasks/reviewer-return-h5/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b361bd9e16896e26206d6a736b9fed63bc165506 --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-return-h5/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-h5 +kind: external +task_type: binary_classification +description: Predict whether an inactive reviewer reactivates within the next 5x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_h5 +time_col: timestamp +timedelta: 277 days 22:48:00 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-return-h5/train.parquet b/join-amazon-video-games/tasks/reviewer-return-h5/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-return-h5/train.parquet rename to join-amazon-video-games/tasks/reviewer-return-h5/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-return-h6/manifest.yaml b/join-amazon-video-games/tasks/reviewer-return-h6/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e7c9afb92f67ff2fe808548c753fa296a79efbac --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-return-h6/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-h6 +kind: external +task_type: binary_classification +description: Predict whether an inactive reviewer reactivates within the next 6x window. +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_h6 +time_col: timestamp +timedelta: 333 days 12:57:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-return-h6/train.parquet b/join-amazon-video-games/tasks/reviewer-return-h6/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-return-h6/train.parquet rename to join-amazon-video-games/tasks/reviewer-return-h6/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-return-h8/manifest.yaml b/join-amazon-video-games/tasks/reviewer-return-h8/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b4b411eb29f77aa367ec72bcd0a2364bcf94f36a --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-return-h8/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return-h8 +kind: external +task_type: binary_classification +description: Predict whether an inactive reviewer reactivates within the next 8x window (extended reactivation). +entity_table: reviewers +entity_col: reviewer_id +target_col: returned_h8 +time_col: timestamp +timedelta: 444 days 17:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-return-h8/train.parquet b/join-amazon-video-games/tasks/reviewer-return-h8/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-return-h8/train.parquet rename to join-amazon-video-games/tasks/reviewer-return-h8/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-returns/manifest.yaml b/join-amazon-video-games/tasks/reviewer-returns/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..68580d5ae1c3f8a89cf917b4a4e992256377fcce --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-returns/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-returns +kind: external +task_type: binary_classification +description: Predict whether an inactive reviewer will return to post a review next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_returns +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-returns/train.parquet b/join-amazon-video-games/tasks/reviewer-returns/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-returns/train.parquet rename to join-amazon-video-games/tasks/reviewer-returns/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-review-count/manifest.yaml b/join-amazon-video-games/tasks/reviewer-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cee02421d4ece03c2145875118a647dd394cb2e2 --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-count +kind: external +task_type: regression +description: Predict the number of reviews a reviewer writes in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: predict_reviewer_review_count +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-review-count/train.parquet b/join-amazon-video-games/tasks/reviewer-review-count/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-review-count/train.parquet rename to join-amazon-video-games/tasks/reviewer-review-count/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-review-length-volatility/manifest.yaml b/join-amazon-video-games/tasks/reviewer-review-length-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1654a9862d68518546048945134925cf86992850 --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-review-length-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-length-volatility +kind: external +task_type: regression +description: Predict the standard deviation of review lengths written by a reviewer next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: review_len_std +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-review-length-volatility/train.parquet b/join-amazon-video-games/tasks/reviewer-review-length-volatility/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-review-length-volatility/train.parquet rename to join-amazon-video-games/tasks/reviewer-review-length-volatility/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-review-length/manifest.yaml b/join-amazon-video-games/tasks/reviewer-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3b0c6f1d16da1bf1e0f084b34d61517b8f69e084 --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-length +kind: external +task_type: regression +description: Predict the average review length (in chars) a reviewer will write next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_review_len +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-review-length/train.parquet b/join-amazon-video-games/tasks/reviewer-review-length/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-review-length/train.parquet rename to join-amazon-video-games/tasks/reviewer-review-length/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-time-until-next-review-h4/manifest.yaml b/join-amazon-video-games/tasks/reviewer-time-until-next-review-h4/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5518cced04afa5525bc668b45cc1913e2b62a88e --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-time-until-next-review-h4/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-review-h4 +kind: external +task_type: regression +description: Predict days until a reviewer's next review over a 4x horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_review_h4 +time_col: timestamp +timedelta: 222 days 08:38:24 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-time-until-next-review-h4/train.parquet b/join-amazon-video-games/tasks/reviewer-time-until-next-review-h4/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-time-until-next-review-h4/train.parquet rename to join-amazon-video-games/tasks/reviewer-time-until-next-review-h4/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-time-until-next-review-h6/manifest.yaml b/join-amazon-video-games/tasks/reviewer-time-until-next-review-h6/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2fe6027e6da6f569cc6a5a814653f5d252bb74e5 --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-time-until-next-review-h6/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-review-h6 +kind: external +task_type: regression +description: Predict days until a reviewer's next review over a 6x horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_review_h6 +time_col: timestamp +timedelta: 333 days 12:57:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-time-until-next-review-h6/train.parquet b/join-amazon-video-games/tasks/reviewer-time-until-next-review-h6/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-time-until-next-review-h6/train.parquet rename to join-amazon-video-games/tasks/reviewer-time-until-next-review-h6/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-time-until-next-review-h8/manifest.yaml b/join-amazon-video-games/tasks/reviewer-time-until-next-review-h8/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1bf67606ba237177dfac7c2cef95ac7e2eaeb857 --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-time-until-next-review-h8/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-time-until-next-review-h8 +kind: external +task_type: regression +description: Predict days until a reviewer's next review over an 8x horizon (extended inter-event interval). +entity_table: reviewers +entity_col: reviewer_id +target_col: days_to_next_review_h8 +time_col: timestamp +timedelta: 444 days 17:16:48 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-time-until-next-review-h8/train.parquet b/join-amazon-video-games/tasks/reviewer-time-until-next-review-h8/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-time-until-next-review-h8/train.parquet rename to join-amazon-video-games/tasks/reviewer-time-until-next-review-h8/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-total-verified/manifest.yaml b/join-amazon-video-games/tasks/reviewer-total-verified/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b126559f300c21dd54325f589d9c80b7642002e3 --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-total-verified/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-total-verified +kind: external +task_type: regression +description: Predict the total number of verified-purchase reviews a reviewer writes next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: verified_total +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-total-verified/train.parquet b/join-amazon-video-games/tasks/reviewer-total-verified/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-total-verified/train.parquet rename to join-amazon-video-games/tasks/reviewer-total-verified/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-verified-only/manifest.yaml b/join-amazon-video-games/tasks/reviewer-verified-only/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f236c13cf4e7499dc5e679a0d2134e20d04523fa --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-verified-only/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-only +kind: external +task_type: binary_classification +description: Predict whether all reviews by a reviewer next window are verified purchases (mean verified = 1). +entity_table: reviewers +entity_col: reviewer_id +target_col: all_verified +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-verified-only/train.parquet b/join-amazon-video-games/tasks/reviewer-verified-only/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-verified-only/train.parquet rename to join-amazon-video-games/tasks/reviewer-verified-only/train.parquet diff --git a/join-amazon-video-games/tasks/reviewer-verified-ratio/manifest.yaml b/join-amazon-video-games/tasks/reviewer-verified-ratio/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f832aea71e15080baf6e9586f76dac45b3554a9b --- /dev/null +++ b/join-amazon-video-games/tasks/reviewer-verified-ratio/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-verified-ratio +kind: external +task_type: binary_classification +description: Predict whether all of a reviewer's reviews in the next time window are verified purchases +entity_table: reviewers +entity_col: reviewer_id +target_col: pred_verified +time_col: timestamp +timedelta: 55 days 14:09:36 +manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-verified-ratio/train.parquet b/join-amazon-video-games/tasks/reviewer-verified-ratio/train.parquet similarity index 100% rename from thejoin-amazon-video-games/tasks/predict-reviewer-verified-ratio/train.parquet rename to join-amazon-video-games/tasks/reviewer-verified-ratio/train.parquet diff --git a/thejoin-amazon0302/db/edges.parquet b/join-amazon0302/db/edges.parquet similarity index 100% rename from thejoin-amazon0302/db/edges.parquet rename to join-amazon0302/db/edges.parquet diff --git a/thejoin-amazon0302/db/nodes.parquet b/join-amazon0302/db/nodes.parquet similarity index 100% rename from thejoin-amazon0302/db/nodes.parquet rename to join-amazon0302/db/nodes.parquet diff --git a/join-amazon0302/manifest.yaml b/join-amazon0302/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cbec55f75d17be2310951e6abaeac941b9fbfd98 --- /dev/null +++ b/join-amazon0302/manifest.yaml @@ -0,0 +1,15 @@ +name: join-amazon0302 +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + edges: + pkey: null + time_col: null + fkeys: + src: nodes + dst: nodes + nodes: + pkey: node_id + time_col: null + fkeys: {} diff --git a/thejoin-apple-podcasts/db/authors.parquet b/join-apple-podcasts/db/authors.parquet similarity index 100% rename from thejoin-apple-podcasts/db/authors.parquet rename to join-apple-podcasts/db/authors.parquet diff --git a/thejoin-apple-podcasts/db/podcasts.parquet b/join-apple-podcasts/db/podcasts.parquet similarity index 100% rename from thejoin-apple-podcasts/db/podcasts.parquet rename to join-apple-podcasts/db/podcasts.parquet diff --git a/thejoin-apple-podcasts/db/reviews.parquet b/join-apple-podcasts/db/reviews.parquet similarity index 100% rename from thejoin-apple-podcasts/db/reviews.parquet rename to join-apple-podcasts/db/reviews.parquet diff --git a/join-apple-podcasts/manifest.yaml b/join-apple-podcasts/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..61dc11740d43033a3f6437cf8cdb3707bd8e73b0 --- /dev/null +++ b/join-apple-podcasts/manifest.yaml @@ -0,0 +1,19 @@ +name: join-apple-podcasts +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + authors: + pkey: author_id + time_col: null + fkeys: {} + podcasts: + pkey: podcast_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: created_at + fkeys: + podcast_id: podcasts + author_id: authors diff --git a/join-apple-podcasts/tasks/author-churn/manifest.yaml b/join-apple-podcasts/tasks/author-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f92adfbd83ae5048aae80337ca22e5d3efe8e66a --- /dev/null +++ b/join-apple-podcasts/tasks/author-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: author-churn +kind: external +task_type: binary_classification +description: Predict whether an author stops posting any reviews in the next window. +entity_table: authors +entity_col: author_id +target_col: author_churn +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-author-churn/train.parquet b/join-apple-podcasts/tasks/author-churn/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-author-churn/train.parquet rename to join-apple-podcasts/tasks/author-churn/train.parquet diff --git a/join-apple-podcasts/tasks/author-distinct-podcast-count/manifest.yaml b/join-apple-podcasts/tasks/author-distinct-podcast-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6ea28955cac7f87010a890d1ed3ae31b0fef43d4 --- /dev/null +++ b/join-apple-podcasts/tasks/author-distinct-podcast-count/manifest.yaml @@ -0,0 +1,10 @@ +name: author-distinct-podcast-count +kind: external +task_type: regression +description: Number of distinct podcasts an author reviews in the next window. +entity_table: authors +entity_col: author_id +target_col: distinct_podcast_count +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-author-distinct-podcast-count/train.parquet b/join-apple-podcasts/tasks/author-distinct-podcast-count/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-author-distinct-podcast-count/train.parquet rename to join-apple-podcasts/tasks/author-distinct-podcast-count/train.parquet diff --git a/join-apple-podcasts/tasks/author-distinct-podcasts/manifest.yaml b/join-apple-podcasts/tasks/author-distinct-podcasts/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a94af769447c6731374fee91e43b4052a4a66070 --- /dev/null +++ b/join-apple-podcasts/tasks/author-distinct-podcasts/manifest.yaml @@ -0,0 +1,10 @@ +name: author-distinct-podcasts +kind: external +task_type: regression +description: Predict how many distinct podcasts an author reviews in the next window. +entity_table: authors +entity_col: author_id +target_col: distinct_podcasts +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-author-distinct-podcasts/train.parquet b/join-apple-podcasts/tasks/author-distinct-podcasts/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-author-distinct-podcasts/train.parquet rename to join-apple-podcasts/tasks/author-distinct-podcasts/train.parquet diff --git a/join-apple-podcasts/tasks/author-repeat-last-podcast/manifest.yaml b/join-apple-podcasts/tasks/author-repeat-last-podcast/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..711e1d6c741ac65d1b391b11808a1a20a7344789 --- /dev/null +++ b/join-apple-podcasts/tasks/author-repeat-last-podcast/manifest.yaml @@ -0,0 +1,10 @@ +name: author-repeat-last-podcast +kind: external +task_type: binary_classification +description: Whether the author's next review is for the same podcast as their most recent past review. +entity_table: authors +entity_col: author_id +target_col: repeats_last_podcast +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-author-repeat-last-podcast/train.parquet b/join-apple-podcasts/tasks/author-repeat-last-podcast/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-author-repeat-last-podcast/train.parquet rename to join-apple-podcasts/tasks/author-repeat-last-podcast/train.parquet diff --git a/join-apple-podcasts/tasks/author-repeat-last-rating/manifest.yaml b/join-apple-podcasts/tasks/author-repeat-last-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d4ef59c26a226be59b4f9a22245c72eb0c9409cc --- /dev/null +++ b/join-apple-podcasts/tasks/author-repeat-last-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: author-repeat-last-rating +kind: external +task_type: binary_classification +description: Whether the author's next rating matches their most recent past rating. +entity_table: authors +entity_col: author_id +target_col: repeats_last_rating +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-author-repeat-last-rating/train.parquet b/join-apple-podcasts/tasks/author-repeat-last-rating/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-author-repeat-last-rating/train.parquet rename to join-apple-podcasts/tasks/author-repeat-last-rating/train.parquet diff --git a/join-apple-podcasts/tasks/author-review-count/manifest.yaml b/join-apple-podcasts/tasks/author-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..76d1bd77dcbab043a0ed45a1679cee3d85017556 --- /dev/null +++ b/join-apple-podcasts/tasks/author-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: author-review-count +kind: external +task_type: regression +description: Predict how many reviews an author posts in the next window. +entity_table: authors +entity_col: author_id +target_col: author_review_count +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-author-review-count/train.parquet b/join-apple-podcasts/tasks/author-review-count/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-author-review-count/train.parquet rename to join-apple-podcasts/tasks/author-review-count/train.parquet diff --git a/join-apple-podcasts/tasks/author-review-streak-length/manifest.yaml b/join-apple-podcasts/tasks/author-review-streak-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..07eeeab589b469b22ea249b2f0a42c50cf3411f0 --- /dev/null +++ b/join-apple-podcasts/tasks/author-review-streak-length/manifest.yaml @@ -0,0 +1,10 @@ +name: author-review-streak-length +kind: external +task_type: regression +description: Longest consecutive-day review streak by an author within the next window. +entity_table: authors +entity_col: author_id +target_col: author_review_streak +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-author-review-streak-length/train.parquet b/join-apple-podcasts/tasks/author-review-streak-length/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-author-review-streak-length/train.parquet rename to join-apple-podcasts/tasks/author-review-streak-length/train.parquet diff --git a/join-apple-podcasts/tasks/author-time-until-next-review/manifest.yaml b/join-apple-podcasts/tasks/author-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..912cbe68acfbe4bbc099205e40873757529752be --- /dev/null +++ b/join-apple-podcasts/tasks/author-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: author-time-until-next-review +kind: external +task_type: regression +description: Days until the author posts their next review. +entity_table: authors +entity_col: author_id +target_col: days_to_next_review +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-author-time-until-next-review/train.parquet b/join-apple-podcasts/tasks/author-time-until-next-review/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-author-time-until-next-review/train.parquet rename to join-apple-podcasts/tasks/author-time-until-next-review/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-churn/manifest.yaml b/join-apple-podcasts/tasks/podcast-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6992e4ee1899b97b49e73a9ddd6ba100aded4600 --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-churn +kind: external +task_type: binary_classification +description: Predict whether a podcast stops receiving any reviews in the next window. +entity_table: podcasts +entity_col: podcast_id +target_col: podcast_churn +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-churn/train.parquet b/join-apple-podcasts/tasks/podcast-churn/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-churn/train.parquet rename to join-apple-podcasts/tasks/podcast-churn/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-distinct-reviewer-count/manifest.yaml b/join-apple-podcasts/tasks/podcast-distinct-reviewer-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2cdb54fc4e5587de58b44d1aad4d24a4eaadfb17 --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-distinct-reviewer-count/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-distinct-reviewer-count +kind: external +task_type: regression +description: Number of distinct authors who review the podcast in the next window. +entity_table: podcasts +entity_col: podcast_id +target_col: distinct_reviewer_count +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-distinct-reviewer-count/train.parquet b/join-apple-podcasts/tasks/podcast-distinct-reviewer-count/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-distinct-reviewer-count/train.parquet rename to join-apple-podcasts/tasks/podcast-distinct-reviewer-count/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-high-rating/manifest.yaml b/join-apple-podcasts/tasks/podcast-high-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6b5021f69c0f6dea6b1a5db540f13ccc1aee5665 --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-high-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-high-rating +kind: external +task_type: binary_classification +description: Predict whether a podcast's mean rating exceeds 4.0 in the next window. +entity_table: podcasts +entity_col: podcast_id +target_col: high_rating +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-high-rating/train.parquet b/join-apple-podcasts/tasks/podcast-high-rating/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-high-rating/train.parquet rename to join-apple-podcasts/tasks/podcast-high-rating/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-mean-rating/manifest.yaml b/join-apple-podcasts/tasks/podcast-mean-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..268b61de5e93282bfe5405b8483ef533d944b24b --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-mean-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-mean-rating +kind: external +task_type: regression +description: Predict the mean listener rating a podcast receives in the next window. +entity_table: podcasts +entity_col: podcast_id +target_col: mean_rating +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-mean-rating/train.parquet b/join-apple-podcasts/tasks/podcast-mean-rating/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-mean-rating/train.parquet rename to join-apple-podcasts/tasks/podcast-mean-rating/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-new-author-adoption/manifest.yaml b/join-apple-podcasts/tasks/podcast-new-author-adoption/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2aa5f57dac181f179ad673709824b2dbee65bb5e --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-new-author-adoption/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-new-author-adoption +kind: external +task_type: binary_classification +description: Whether the podcast attracts a review from an author who has never reviewed it before. +entity_table: podcasts +entity_col: podcast_id +target_col: attracts_new_author +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-new-author-adoption/train.parquet b/join-apple-podcasts/tasks/podcast-new-author-adoption/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-new-author-adoption/train.parquet rename to join-apple-podcasts/tasks/podcast-new-author-adoption/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-rating-change-magnitude/manifest.yaml b/join-apple-podcasts/tasks/podcast-rating-change-magnitude/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..00767cf1b115e7e9601a10eb4fec21238d3aea6d --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-rating-change-magnitude/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-rating-change-magnitude +kind: external +task_type: regression +description: Absolute change in the podcast's mean rating between current and next window. +entity_table: podcasts +entity_col: podcast_id +target_col: rating_abs_delta +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-rating-change-magnitude/train.parquet b/join-apple-podcasts/tasks/podcast-rating-change-magnitude/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-rating-change-magnitude/train.parquet rename to join-apple-podcasts/tasks/podcast-rating-change-magnitude/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-rating-change/manifest.yaml b/join-apple-podcasts/tasks/podcast-rating-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..342b959276a8e4e233c0f3aa1bf931428905222a --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-rating-change/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-rating-change +kind: external +task_type: regression +description: Predict the change in mean rating for a podcast between the current and next window. +entity_table: podcasts +entity_col: podcast_id +target_col: rating_change +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-rating-change/train.parquet b/join-apple-podcasts/tasks/podcast-rating-change/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-rating-change/train.parquet rename to join-apple-podcasts/tasks/podcast-rating-change/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-rating-trend-reversal/manifest.yaml b/join-apple-podcasts/tasks/podcast-rating-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..69eec34a5ad0e50c7064eb359ffa832f5af05c5f --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-rating-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-rating-trend-reversal +kind: external +task_type: binary_classification +description: Whether the direction of change in the podcast's mean rating flips between the current and next window. +entity_table: podcasts +entity_col: podcast_id +target_col: rating_trend_reverses +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-rating-trend-reversal/train.parquet b/join-apple-podcasts/tasks/podcast-rating-trend-reversal/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-rating-trend-reversal/train.parquet rename to join-apple-podcasts/tasks/podcast-rating-trend-reversal/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-rating-trend/manifest.yaml b/join-apple-podcasts/tasks/podcast-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1989a3a05a71f8642ed7b95925443a8744682a89 --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a podcast's mean rating increases in the next window compared to the current window. +entity_table: podcasts +entity_col: podcast_id +target_col: rating_trend +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-rating-trend/train.parquet b/join-apple-podcasts/tasks/podcast-rating-trend/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-rating-trend/train.parquet rename to join-apple-podcasts/tasks/podcast-rating-trend/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-rating-volatility-numeric/manifest.yaml b/join-apple-podcasts/tasks/podcast-rating-volatility-numeric/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bb06a86026257f891030a6cc11eaf0e86eadfd22 --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-rating-volatility-numeric/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-rating-volatility-numeric +kind: external +task_type: regression +description: Standard deviation of the podcast's ratings in the next window. +entity_table: podcasts +entity_col: podcast_id +target_col: rating_stddev +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-rating-volatility-numeric/train.parquet b/join-apple-podcasts/tasks/podcast-rating-volatility-numeric/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-rating-volatility-numeric/train.parquet rename to join-apple-podcasts/tasks/podcast-rating-volatility-numeric/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-rating-volatility/manifest.yaml b/join-apple-podcasts/tasks/podcast-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..866194d15312a5e541e8e8ae0d1e950cb616e6ea --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of ratings a podcast receives in the next window, reflecting audience opinion polarization. +entity_table: podcasts +entity_col: podcast_id +target_col: rating_volatility +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-rating-volatility/train.parquet b/join-apple-podcasts/tasks/podcast-rating-volatility/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-rating-volatility/train.parquet rename to join-apple-podcasts/tasks/podcast-rating-volatility/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-receives-review/manifest.yaml b/join-apple-podcasts/tasks/podcast-receives-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e5cbcb34866032e1debf5482c6a1f8e4175d322b --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-receives-review/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-receives-review +kind: external +task_type: binary_classification +description: Predict whether a podcast receives at least one review in the next window. +entity_table: podcasts +entity_col: podcast_id +target_col: receives_review +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-receives-review/train.parquet b/join-apple-podcasts/tasks/podcast-receives-review/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-receives-review/train.parquet rename to join-apple-podcasts/tasks/podcast-receives-review/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-review-concentration/manifest.yaml b/join-apple-podcasts/tasks/podcast-review-concentration/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c045d20cc8d5bcee0c9ea8086f917dcfc8706053 --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-review-concentration/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-review-concentration +kind: external +task_type: regression +description: Predict what fraction of all review activity on the platform a podcast captures in the next window. +entity_table: podcasts +entity_col: podcast_id +target_col: review_concentration +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-review-concentration/train.parquet b/join-apple-podcasts/tasks/podcast-review-concentration/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-review-concentration/train.parquet rename to join-apple-podcasts/tasks/podcast-review-concentration/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-review-count/manifest.yaml b/join-apple-podcasts/tasks/podcast-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3a1bc83d697b84ab483afbc4cb39eb47db2a4b77 --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-review-count +kind: external +task_type: regression +description: Predict how many reviews a podcast receives in the next window. +entity_table: podcasts +entity_col: podcast_id +target_col: review_count +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-review-count/train.parquet b/join-apple-podcasts/tasks/podcast-review-count/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-review-count/train.parquet rename to join-apple-podcasts/tasks/podcast-review-count/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-review-return/manifest.yaml b/join-apple-podcasts/tasks/podcast-review-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b75475e96b9dacd8329183fee1507f97d0d54d66 --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-review-return/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-review-return +kind: external +task_type: binary_classification +description: Predict whether a podcast that received no reviews in the current window will receive reviews again in the next window. +entity_table: podcasts +entity_col: podcast_id +target_col: podcast_review_return +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-review-return/train.parquet b/join-apple-podcasts/tasks/podcast-review-return/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-review-return/train.parquet rename to join-apple-podcasts/tasks/podcast-review-return/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-review-share/manifest.yaml b/join-apple-podcasts/tasks/podcast-review-share/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cc988d09248f99de887667a6cce706eb1e4f40e6 --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-review-share/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-review-share +kind: external +task_type: regression +description: Podcast's share of total reviews across all podcasts in the next window. +entity_table: podcasts +entity_col: podcast_id +target_col: review_share +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-review-share/train.parquet b/join-apple-podcasts/tasks/podcast-review-share/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-review-share/train.parquet rename to join-apple-podcasts/tasks/podcast-review-share/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-review-streak-length/manifest.yaml b/join-apple-podcasts/tasks/podcast-review-streak-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2d5e2272ea21a433c8f2c3d6943f9ed5c9e16efa --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-review-streak-length/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-review-streak-length +kind: external +task_type: regression +description: Longest consecutive-day review streak for a podcast within the next window. +entity_table: podcasts +entity_col: podcast_id +target_col: review_streak +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-review-streak-length/train.parquet b/join-apple-podcasts/tasks/podcast-review-streak-length/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-review-streak-length/train.parquet rename to join-apple-podcasts/tasks/podcast-review-streak-length/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-time-until-next-review/manifest.yaml b/join-apple-podcasts/tasks/podcast-time-until-next-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..98a79946bf91eb291e1da610c48b2e6e59901c5e --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-time-until-next-review/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-time-until-next-review +kind: external +task_type: regression +description: Days until the podcast receives its next review. +entity_table: podcasts +entity_col: podcast_id +target_col: days_to_next_review +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-time-until-next-review/train.parquet b/join-apple-podcasts/tasks/podcast-time-until-next-review/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-time-until-next-review/train.parquet rename to join-apple-podcasts/tasks/podcast-time-until-next-review/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-top-rated/manifest.yaml b/join-apple-podcasts/tasks/podcast-top-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9ae49c4ea17f209263bc5f89fff1c099edb86f9c --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-top-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-top-rated +kind: external +task_type: binary_classification +description: Predict whether a podcast will be in the top 25% by mean rating in the next window. +entity_table: podcasts +entity_col: podcast_id +target_col: top_rated_podcast +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-top-rated/train.parquet b/join-apple-podcasts/tasks/podcast-top-rated/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-top-rated/train.parquet rename to join-apple-podcasts/tasks/podcast-top-rated/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-volume-rank-regression/manifest.yaml b/join-apple-podcasts/tasks/podcast-volume-rank-regression/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cd3d20a519d693a4c6ab80c3a1b08cb34bc26d31 --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-volume-rank-regression/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-volume-rank-regression +kind: external +task_type: regression +description: Podcast's rank by review volume within the window (1 = most reviewed). +entity_table: podcasts +entity_col: podcast_id +target_col: review_volume_rank +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-volume-rank-regression/train.parquet b/join-apple-podcasts/tasks/podcast-volume-rank-regression/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-volume-rank-regression/train.parquet rename to join-apple-podcasts/tasks/podcast-volume-rank-regression/train.parquet diff --git a/join-apple-podcasts/tasks/podcast-volume-trend-reversal/manifest.yaml b/join-apple-podcasts/tasks/podcast-volume-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cfcae6910d2f286609392320060134e95848cb3f --- /dev/null +++ b/join-apple-podcasts/tasks/podcast-volume-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: podcast-volume-trend-reversal +kind: external +task_type: binary_classification +description: Whether the direction of change in the podcast's review volume flips between consecutive windows. +entity_table: podcasts +entity_col: podcast_id +target_col: review_volume_trend_reverses +time_col: created_at +timedelta: 1 days 11:45:58.380000 +manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-volume-trend-reversal/train.parquet b/join-apple-podcasts/tasks/podcast-volume-trend-reversal/train.parquet similarity index 100% rename from thejoin-apple-podcasts/tasks/predict-podcast-volume-trend-reversal/train.parquet rename to join-apple-podcasts/tasks/podcast-volume-trend-reversal/train.parquet diff --git a/thejoin-arnaud-citeseer/db/cites.parquet b/join-arnaud-citeseer/db/cites.parquet similarity index 100% rename from thejoin-arnaud-citeseer/db/cites.parquet rename to join-arnaud-citeseer/db/cites.parquet diff --git a/thejoin-arnaud-citeseer/db/content.parquet b/join-arnaud-citeseer/db/content.parquet similarity index 100% rename from thejoin-arnaud-citeseer/db/content.parquet rename to join-arnaud-citeseer/db/content.parquet diff --git a/thejoin-arnaud-citeseer/db/paper.parquet b/join-arnaud-citeseer/db/paper.parquet similarity index 100% rename from thejoin-arnaud-citeseer/db/paper.parquet rename to join-arnaud-citeseer/db/paper.parquet diff --git a/join-arnaud-citeseer/manifest.yaml b/join-arnaud-citeseer/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..de0767180bb070bfc19515dad801fcb695cdf54c --- /dev/null +++ b/join-arnaud-citeseer/manifest.yaml @@ -0,0 +1,18 @@ +name: join-arnaud-citeseer +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + cites: + pkey: null + time_col: null + fkeys: {} + content: + pkey: null + time_col: null + fkeys: + paper_id: paper + paper: + pkey: paper_id + time_col: null + fkeys: {} diff --git a/thejoin-arnaud-nwecensusmid2014/db/females.parquet b/join-arnaud-nwecensusmid2014/db/females.parquet similarity index 100% rename from thejoin-arnaud-nwecensusmid2014/db/females.parquet rename to join-arnaud-nwecensusmid2014/db/females.parquet diff --git a/thejoin-arnaud-nwecensusmid2014/db/males.parquet b/join-arnaud-nwecensusmid2014/db/males.parquet similarity index 100% rename from thejoin-arnaud-nwecensusmid2014/db/males.parquet rename to join-arnaud-nwecensusmid2014/db/males.parquet diff --git a/thejoin-arnaud-nwecensusmid2014/db/person.parquet b/join-arnaud-nwecensusmid2014/db/person.parquet similarity index 100% rename from thejoin-arnaud-nwecensusmid2014/db/person.parquet rename to join-arnaud-nwecensusmid2014/db/person.parquet diff --git a/join-arnaud-nwecensusmid2014/manifest.yaml b/join-arnaud-nwecensusmid2014/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..49450208e27e7c92c851bda454e1b99166825a24 --- /dev/null +++ b/join-arnaud-nwecensusmid2014/manifest.yaml @@ -0,0 +1,17 @@ +name: join-arnaud-nwecensusmid2014 +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + females: + pkey: null + time_col: null + fkeys: {} + males: + pkey: null + time_col: null + fkeys: {} + person: + pkey: null + time_col: null + fkeys: {} diff --git a/thejoin-atherosclerosis/db/contr.parquet b/join-atherosclerosis/db/contr.parquet similarity index 100% rename from thejoin-atherosclerosis/db/contr.parquet rename to join-atherosclerosis/db/contr.parquet diff --git a/thejoin-atherosclerosis/db/death.parquet b/join-atherosclerosis/db/death.parquet similarity index 100% rename from thejoin-atherosclerosis/db/death.parquet rename to join-atherosclerosis/db/death.parquet diff --git a/thejoin-atherosclerosis/db/entry.parquet b/join-atherosclerosis/db/entry.parquet similarity index 100% rename from thejoin-atherosclerosis/db/entry.parquet rename to join-atherosclerosis/db/entry.parquet diff --git a/thejoin-atherosclerosis/db/letter.parquet b/join-atherosclerosis/db/letter.parquet similarity index 100% rename from thejoin-atherosclerosis/db/letter.parquet rename to join-atherosclerosis/db/letter.parquet diff --git a/join-atherosclerosis/manifest.yaml b/join-atherosclerosis/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6f642bad75bbc1d8847e563be2b6fa71c80f8492 --- /dev/null +++ b/join-atherosclerosis/manifest.yaml @@ -0,0 +1,24 @@ +name: join-atherosclerosis +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + contr: + pkey: null + time_col: null + fkeys: + ico: entry + death: + pkey: __PK__ + time_col: null + fkeys: + ico: entry + entry: + pkey: ico + time_col: null + fkeys: {} + letter: + pkey: __PK__ + time_col: null + fkeys: + ico: entry diff --git a/thejoin-atp-tennis/db/matches.parquet b/join-atp-tennis/db/matches.parquet similarity index 100% rename from thejoin-atp-tennis/db/matches.parquet rename to join-atp-tennis/db/matches.parquet diff --git a/thejoin-atp-tennis/db/players.parquet b/join-atp-tennis/db/players.parquet similarity index 100% rename from thejoin-atp-tennis/db/players.parquet rename to join-atp-tennis/db/players.parquet diff --git a/thejoin-atp-tennis/db/rankings.parquet b/join-atp-tennis/db/rankings.parquet similarity index 100% rename from thejoin-atp-tennis/db/rankings.parquet rename to join-atp-tennis/db/rankings.parquet diff --git a/thejoin-atp-tennis/db/tournaments.parquet b/join-atp-tennis/db/tournaments.parquet similarity index 100% rename from thejoin-atp-tennis/db/tournaments.parquet rename to join-atp-tennis/db/tournaments.parquet diff --git a/join-atp-tennis/manifest.yaml b/join-atp-tennis/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..61e111ebcc4fbca8c276418d410b71e751c0cad0 --- /dev/null +++ b/join-atp-tennis/manifest.yaml @@ -0,0 +1,25 @@ +name: join-atp-tennis +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + matches: + pkey: match_id + time_col: tourney_date + fkeys: + winner_id: players + loser_id: players + tourney_id: tournaments + players: + pkey: player_id + time_col: null + fkeys: {} + rankings: + pkey: null + time_col: ranking_date + fkeys: + player_id: players + tournaments: + pkey: tourney_id + time_col: null + fkeys: {} diff --git a/join-atp-tennis/tasks/loser-appears-matches/manifest.yaml b/join-atp-tennis/tasks/loser-appears-matches/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5385897fbeea5eb1d8a0298e8b0321fca8efa858 --- /dev/null +++ b/join-atp-tennis/tasks/loser-appears-matches/manifest.yaml @@ -0,0 +1,10 @@ +name: loser-appears-matches +kind: external +task_type: binary_classification +description: Whether a player loses any match next window. +entity_table: players +entity_col: loser_id +target_col: loses_any +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-loser-appears-matches/train.parquet b/join-atp-tennis/tasks/loser-appears-matches/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-loser-appears-matches/train.parquet rename to join-atp-tennis/tasks/loser-appears-matches/train.parquet diff --git a/join-atp-tennis/tasks/loser-double-fault-rate/manifest.yaml b/join-atp-tennis/tasks/loser-double-fault-rate/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f262ab8cb957b2e053d278712343d4b31a614f1b --- /dev/null +++ b/join-atp-tennis/tasks/loser-double-fault-rate/manifest.yaml @@ -0,0 +1,10 @@ +name: loser-double-fault-rate +kind: external +task_type: regression +description: Loser-side player's double fault rate (l_df / l_svpt) next window. +entity_table: players +entity_col: loser_id +target_col: df_rate +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-loser-double-fault-rate/train.parquet b/join-atp-tennis/tasks/loser-double-fault-rate/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-loser-double-fault-rate/train.parquet rename to join-atp-tennis/tasks/loser-double-fault-rate/train.parquet diff --git a/join-atp-tennis/tasks/loser-first-serve-win-rate/manifest.yaml b/join-atp-tennis/tasks/loser-first-serve-win-rate/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7cacdcefc0f7a2a9fabacd25b0d1dae56e4543ab --- /dev/null +++ b/join-atp-tennis/tasks/loser-first-serve-win-rate/manifest.yaml @@ -0,0 +1,10 @@ +name: loser-first-serve-win-rate +kind: external +task_type: regression +description: Loser-side player's first-serve win rate (l_1st_won / l_1st_in) next window. +entity_table: players +entity_col: loser_id +target_col: l_first_win_rate +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-loser-first-serve-win-rate/train.parquet b/join-atp-tennis/tasks/loser-first-serve-win-rate/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-loser-first-serve-win-rate/train.parquet rename to join-atp-tennis/tasks/loser-first-serve-win-rate/train.parquet diff --git a/join-atp-tennis/tasks/player-ace-rate-derived/manifest.yaml b/join-atp-tennis/tasks/player-ace-rate-derived/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3126df5511ea04d966207f02d477f4ca3a866fbe --- /dev/null +++ b/join-atp-tennis/tasks/player-ace-rate-derived/manifest.yaml @@ -0,0 +1,10 @@ +name: player-ace-rate-derived +kind: external +task_type: regression +description: Predict a player's ace rate (aces per service point) as winner next window. +entity_table: players +entity_col: winner_id +target_col: ace_rate +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-ace-rate-derived/train.parquet b/join-atp-tennis/tasks/player-ace-rate-derived/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-ace-rate-derived/train.parquet rename to join-atp-tennis/tasks/player-ace-rate-derived/train.parquet diff --git a/join-atp-tennis/tasks/player-ace-server/manifest.yaml b/join-atp-tennis/tasks/player-ace-server/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d53c934f70c33920c338e052d83681f7bae9c81c --- /dev/null +++ b/join-atp-tennis/tasks/player-ace-server/manifest.yaml @@ -0,0 +1,10 @@ +name: player-ace-server +kind: external +task_type: binary_classification +description: Predict whether a player averages more than 7 aces per winning match next window (elite server). +entity_table: players +entity_col: winner_id +target_col: ace_server +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-ace-server/train.parquet b/join-atp-tennis/tasks/player-ace-server/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-ace-server/train.parquet rename to join-atp-tennis/tasks/player-ace-server/train.parquet diff --git a/join-atp-tennis/tasks/player-avg-aces-as-winner/manifest.yaml b/join-atp-tennis/tasks/player-avg-aces-as-winner/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cf547f70a36cde2b8280ef112489b918573f41d4 --- /dev/null +++ b/join-atp-tennis/tasks/player-avg-aces-as-winner/manifest.yaml @@ -0,0 +1,10 @@ +name: player-avg-aces-as-winner +kind: external +task_type: regression +description: Predict the average number of aces per match a player (as winner) will hit next window. +entity_table: players +entity_col: winner_id +target_col: avg_aces +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-avg-aces-as-winner/train.parquet b/join-atp-tennis/tasks/player-avg-aces-as-winner/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-avg-aces-as-winner/train.parquet rename to join-atp-tennis/tasks/player-avg-aces-as-winner/train.parquet diff --git a/join-atp-tennis/tasks/player-avg-break-points-saved/manifest.yaml b/join-atp-tennis/tasks/player-avg-break-points-saved/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dbfe5f74e9295069c9e6f362ef72054433b043e5 --- /dev/null +++ b/join-atp-tennis/tasks/player-avg-break-points-saved/manifest.yaml @@ -0,0 +1,10 @@ +name: player-avg-break-points-saved +kind: external +task_type: regression +description: Predict the average break points saved per match a player (winning) achieves next window. +entity_table: players +entity_col: winner_id +target_col: avg_bp_saved +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-avg-break-points-saved/train.parquet b/join-atp-tennis/tasks/player-avg-break-points-saved/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-avg-break-points-saved/train.parquet rename to join-atp-tennis/tasks/player-avg-break-points-saved/train.parquet diff --git a/join-atp-tennis/tasks/player-avg-match-duration/manifest.yaml b/join-atp-tennis/tasks/player-avg-match-duration/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ff5366a1ae5e7ff18be1143a0a6371fe6ebee7ad --- /dev/null +++ b/join-atp-tennis/tasks/player-avg-match-duration/manifest.yaml @@ -0,0 +1,10 @@ +name: player-avg-match-duration +kind: external +task_type: regression +description: Predict the average match duration (minutes) for matches involving a player over the next time window (using winner_id FK) +entity_table: players +entity_col: winner_id +target_col: pred_minutes +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-avg-match-duration/train.parquet b/join-atp-tennis/tasks/player-avg-match-duration/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-avg-match-duration/train.parquet rename to join-atp-tennis/tasks/player-avg-match-duration/train.parquet diff --git a/join-atp-tennis/tasks/player-bp-save-rate-loser/manifest.yaml b/join-atp-tennis/tasks/player-bp-save-rate-loser/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..306eb5f363bef135aa8215d878e5a88097ade00b --- /dev/null +++ b/join-atp-tennis/tasks/player-bp-save-rate-loser/manifest.yaml @@ -0,0 +1,10 @@ +name: player-bp-save-rate-loser +kind: external +task_type: regression +description: Predict a player's break-point save rate (saved / faced) in losses next window. +entity_table: players +entity_col: loser_id +target_col: bp_save_rate_loser +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-bp-save-rate-loser/train.parquet b/join-atp-tennis/tasks/player-bp-save-rate-loser/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-bp-save-rate-loser/train.parquet rename to join-atp-tennis/tasks/player-bp-save-rate-loser/train.parquet diff --git a/join-atp-tennis/tasks/player-bp-save-rate/manifest.yaml b/join-atp-tennis/tasks/player-bp-save-rate/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b46d1ac26db147de4ed192264982d7f821ed41c7 --- /dev/null +++ b/join-atp-tennis/tasks/player-bp-save-rate/manifest.yaml @@ -0,0 +1,10 @@ +name: player-bp-save-rate +kind: external +task_type: regression +description: Predict a player's break-point save rate (bp_saved / bp_faced) next window. +entity_table: players +entity_col: winner_id +target_col: bp_save_rate +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-bp-save-rate/train.parquet b/join-atp-tennis/tasks/player-bp-save-rate/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-bp-save-rate/train.parquet rename to join-atp-tennis/tasks/player-bp-save-rate/train.parquet diff --git a/join-atp-tennis/tasks/player-churn-4m/manifest.yaml b/join-atp-tennis/tasks/player-churn-4m/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..89b764f269390e1b689d7f000b8e1bbffc88bcc1 --- /dev/null +++ b/join-atp-tennis/tasks/player-churn-4m/manifest.yaml @@ -0,0 +1,10 @@ +name: player-churn-4m +kind: external +task_type: binary_classification +description: Predict whether a player has no match wins over the next 4-window horizon (early retirement marker). +entity_table: players +entity_col: winner_id +target_col: churn_4m +time_col: tourney_date +timedelta: 409 days 15:21:36 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-churn-4m/train.parquet b/join-atp-tennis/tasks/player-churn-4m/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-churn-4m/train.parquet rename to join-atp-tennis/tasks/player-churn-4m/train.parquet diff --git a/join-atp-tennis/tasks/player-churn-6m/manifest.yaml b/join-atp-tennis/tasks/player-churn-6m/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e8b4590bb7247ffdb4e94b827be910e88de292a9 --- /dev/null +++ b/join-atp-tennis/tasks/player-churn-6m/manifest.yaml @@ -0,0 +1,10 @@ +name: player-churn-6m +kind: external +task_type: binary_classification +description: Predict whether a player plays no matches (as winner) in the next 6-window horizon (long-horizon retirement signal). +entity_table: players +entity_col: winner_id +target_col: churn_6m +time_col: tourney_date +timedelta: 614 days 11:02:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-churn-6m/train.parquet b/join-atp-tennis/tasks/player-churn-6m/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-churn-6m/train.parquet rename to join-atp-tennis/tasks/player-churn-6m/train.parquet diff --git a/join-atp-tennis/tasks/player-churn-7m/manifest.yaml b/join-atp-tennis/tasks/player-churn-7m/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a7d9555eb7785d7900455cef6f172957ae5704fc --- /dev/null +++ b/join-atp-tennis/tasks/player-churn-7m/manifest.yaml @@ -0,0 +1,10 @@ +name: player-churn-7m +kind: external +task_type: binary_classification +description: Predict whether a player has no match wins across a 7-window horizon (long-term dropout). +entity_table: players +entity_col: winner_id +target_col: churn_7m +time_col: tourney_date +timedelta: 716 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-churn-7m/train.parquet b/join-atp-tennis/tasks/player-churn-7m/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-churn-7m/train.parquet rename to join-atp-tennis/tasks/player-churn-7m/train.parquet diff --git a/join-atp-tennis/tasks/player-churn-8m/manifest.yaml b/join-atp-tennis/tasks/player-churn-8m/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ff71d21eadba0aecd0d245a54e0f96bcc025f737 --- /dev/null +++ b/join-atp-tennis/tasks/player-churn-8m/manifest.yaml @@ -0,0 +1,10 @@ +name: player-churn-8m +kind: external +task_type: binary_classification +description: Predict whether a player plays no matches in the next 8-window horizon (deep retirement horizon). +entity_table: players +entity_col: winner_id +target_col: churn_8m +time_col: tourney_date +timedelta: 819 days 06:43:12 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-churn-8m/train.parquet b/join-atp-tennis/tasks/player-churn-8m/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-churn-8m/train.parquet rename to join-atp-tennis/tasks/player-churn-8m/train.parquet diff --git a/join-atp-tennis/tasks/player-df-prone-loser/manifest.yaml b/join-atp-tennis/tasks/player-df-prone-loser/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5d6daafdcc00d31208140d78d492e18fd3fcd733 --- /dev/null +++ b/join-atp-tennis/tasks/player-df-prone-loser/manifest.yaml @@ -0,0 +1,10 @@ +name: player-df-prone-loser +kind: external +task_type: binary_classification +description: Predict whether a player averages more than 4 double faults per losing match next window. +entity_table: players +entity_col: loser_id +target_col: df_prone +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-df-prone-loser/train.parquet b/join-atp-tennis/tasks/player-df-prone-loser/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-df-prone-loser/train.parquet rename to join-atp-tennis/tasks/player-df-prone-loser/train.parquet diff --git a/join-atp-tennis/tasks/player-df-rate-derived/manifest.yaml b/join-atp-tennis/tasks/player-df-rate-derived/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2c888b04ceeea2f6713d7b02d16ed7ff29ddd4cd --- /dev/null +++ b/join-atp-tennis/tasks/player-df-rate-derived/manifest.yaml @@ -0,0 +1,10 @@ +name: player-df-rate-derived +kind: external +task_type: regression +description: Predict the rate of double-faults per service point for a player as winner next window. +entity_table: players +entity_col: winner_id +target_col: df_rate +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-df-rate-derived/train.parquet b/join-atp-tennis/tasks/player-df-rate-derived/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-df-rate-derived/train.parquet rename to join-atp-tennis/tasks/player-df-rate-derived/train.parquet diff --git a/join-atp-tennis/tasks/player-distinct-surfaces/manifest.yaml b/join-atp-tennis/tasks/player-distinct-surfaces/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ec9a80910d2e7429c19b89fbfd20a3100b8bdce7 --- /dev/null +++ b/join-atp-tennis/tasks/player-distinct-surfaces/manifest.yaml @@ -0,0 +1,10 @@ +name: player-distinct-surfaces +kind: external +task_type: regression +description: Predict how many distinct court surfaces a player will win matches on next window. +entity_table: players +entity_col: winner_id +target_col: distinct_surfaces +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-distinct-surfaces/train.parquet b/join-atp-tennis/tasks/player-distinct-surfaces/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-distinct-surfaces/train.parquet rename to join-atp-tennis/tasks/player-distinct-surfaces/train.parquet diff --git a/join-atp-tennis/tasks/player-distinct-tournaments/manifest.yaml b/join-atp-tennis/tasks/player-distinct-tournaments/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..977aaa8b3c18f721a486eb33d25d3d40b6274dc4 --- /dev/null +++ b/join-atp-tennis/tasks/player-distinct-tournaments/manifest.yaml @@ -0,0 +1,10 @@ +name: player-distinct-tournaments +kind: external +task_type: regression +description: Predict how many distinct tournaments a player will win a match in next window. +entity_table: players +entity_col: winner_id +target_col: distinct_tournaments_won +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-distinct-tournaments/train.parquet b/join-atp-tennis/tasks/player-distinct-tournaments/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-distinct-tournaments/train.parquet rename to join-atp-tennis/tasks/player-distinct-tournaments/train.parquet diff --git a/join-atp-tennis/tasks/player-first-serve-in-rate/manifest.yaml b/join-atp-tennis/tasks/player-first-serve-in-rate/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6dfc1f87c89717342255457db5ba2b82989a3b7c --- /dev/null +++ b/join-atp-tennis/tasks/player-first-serve-in-rate/manifest.yaml @@ -0,0 +1,10 @@ +name: player-first-serve-in-rate +kind: external +task_type: regression +description: Predict the first-serve-in rate (1st_in / svpt) for the winning player next window. +entity_table: players +entity_col: winner_id +target_col: first_serve_in_rate +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-first-serve-in-rate/train.parquet b/join-atp-tennis/tasks/player-first-serve-in-rate/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-first-serve-in-rate/train.parquet rename to join-atp-tennis/tasks/player-first-serve-in-rate/train.parquet diff --git a/join-atp-tennis/tasks/player-first-serve-win-rate/manifest.yaml b/join-atp-tennis/tasks/player-first-serve-win-rate/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f5c1c1f5c77705f196f42a113239f07bb815a8c1 --- /dev/null +++ b/join-atp-tennis/tasks/player-first-serve-win-rate/manifest.yaml @@ -0,0 +1,10 @@ +name: player-first-serve-win-rate +kind: external +task_type: regression +description: Predict the win rate on first serve (1st_won / 1st_in) for a winning player next window. +entity_table: players +entity_col: winner_id +target_col: first_serve_win_rate +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-first-serve-win-rate/train.parquet b/join-atp-tennis/tasks/player-first-serve-win-rate/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-first-serve-win-rate/train.parquet rename to join-atp-tennis/tasks/player-first-serve-win-rate/train.parquet diff --git a/join-atp-tennis/tasks/player-long-match/manifest.yaml b/join-atp-tennis/tasks/player-long-match/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..da1bf8cee2a4c9fe446e91193069d9eed7f5b56c --- /dev/null +++ b/join-atp-tennis/tasks/player-long-match/manifest.yaml @@ -0,0 +1,10 @@ +name: player-long-match +kind: external +task_type: binary_classification +description: Predict if a player (winning) averages match duration > 120 minutes next window (grinder). +entity_table: players +entity_col: winner_id +target_col: long_match +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-long-match/train.parquet b/join-atp-tennis/tasks/player-long-match/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-long-match/train.parquet rename to join-atp-tennis/tasks/player-long-match/train.parquet diff --git a/join-atp-tennis/tasks/player-loser-ace-mean/manifest.yaml b/join-atp-tennis/tasks/player-loser-ace-mean/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d74fec2cdb056d046c9fb5bbac74604b8e3d49d7 --- /dev/null +++ b/join-atp-tennis/tasks/player-loser-ace-mean/manifest.yaml @@ -0,0 +1,10 @@ +name: player-loser-ace-mean +kind: external +task_type: regression +description: Predict the average aces a player hits when losing next window (strong-serve losers). +entity_table: players +entity_col: loser_id +target_col: aces_as_loser +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-loser-ace-mean/train.parquet b/join-atp-tennis/tasks/player-loser-ace-mean/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-loser-ace-mean/train.parquet rename to join-atp-tennis/tasks/player-loser-ace-mean/train.parquet diff --git a/join-atp-tennis/tasks/player-loser-bp-faced-sum/manifest.yaml b/join-atp-tennis/tasks/player-loser-bp-faced-sum/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0ca41423299908e51d3ff09aa2da452f019d87eb --- /dev/null +++ b/join-atp-tennis/tasks/player-loser-bp-faced-sum/manifest.yaml @@ -0,0 +1,10 @@ +name: player-loser-bp-faced-sum +kind: external +task_type: regression +description: Predict the total break points faced by a player in losses next window (pressure indicator). +entity_table: players +entity_col: loser_id +target_col: bp_faced_loss +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-loser-bp-faced-sum/train.parquet b/join-atp-tennis/tasks/player-loser-bp-faced-sum/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-loser-bp-faced-sum/train.parquet rename to join-atp-tennis/tasks/player-loser-bp-faced-sum/train.parquet diff --git a/join-atp-tennis/tasks/player-loser-churn-5m/manifest.yaml b/join-atp-tennis/tasks/player-loser-churn-5m/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3521874c25e1b5af3bc8c7ac3ec8d2798ab00740 --- /dev/null +++ b/join-atp-tennis/tasks/player-loser-churn-5m/manifest.yaml @@ -0,0 +1,10 @@ +name: player-loser-churn-5m +kind: external +task_type: binary_classification +description: Predict whether a player has no loss events in the next 5-window horizon (long-horizon exit). +entity_table: players +entity_col: loser_id +target_col: loser_churn_5m +time_col: tourney_date +timedelta: 512 days 01:12:00 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-loser-churn-5m/train.parquet b/join-atp-tennis/tasks/player-loser-churn-5m/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-loser-churn-5m/train.parquet rename to join-atp-tennis/tasks/player-loser-churn-5m/train.parquet diff --git a/join-atp-tennis/tasks/player-loser-return-6m/manifest.yaml b/join-atp-tennis/tasks/player-loser-return-6m/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6092277b22b2b249612362c6c490ec6ab3b1dfc3 --- /dev/null +++ b/join-atp-tennis/tasks/player-loser-return-6m/manifest.yaml @@ -0,0 +1,10 @@ +name: player-loser-return-6m +kind: external +task_type: binary_classification +description: Predict whether an inactive player appears again (as loser) in the next 6-window horizon, signalling a comeback. +entity_table: players +entity_col: loser_id +target_col: loser_return_6m +time_col: tourney_date +timedelta: 614 days 11:02:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-loser-return-6m/train.parquet b/join-atp-tennis/tasks/player-loser-return-6m/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-loser-return-6m/train.parquet rename to join-atp-tennis/tasks/player-loser-return-6m/train.parquet diff --git a/join-atp-tennis/tasks/player-loss-count/manifest.yaml b/join-atp-tennis/tasks/player-loss-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..01204e12d047da4c11c279aad0756c8b7c4aa102 --- /dev/null +++ b/join-atp-tennis/tasks/player-loss-count/manifest.yaml @@ -0,0 +1,10 @@ +name: player-loss-count +kind: external +task_type: regression +description: Predict the number of matches a player loses over the next time window +entity_table: players +entity_col: loser_id +target_col: predict_player_loss_count +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-loss-count/train.parquet b/join-atp-tennis/tasks/player-loss-count/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-loss-count/train.parquet rename to join-atp-tennis/tasks/player-loss-count/train.parquet diff --git a/join-atp-tennis/tasks/player-match-duration-change/manifest.yaml b/join-atp-tennis/tasks/player-match-duration-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3f25b53262539cad2787ba4c2e98d8a781581250 --- /dev/null +++ b/join-atp-tennis/tasks/player-match-duration-change/manifest.yaml @@ -0,0 +1,10 @@ +name: player-match-duration-change +kind: external +task_type: regression +description: Predict the change in a player's mean match duration (as winner) between current and next window. +entity_table: players +entity_col: winner_id +target_col: duration_delta +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-match-duration-change/train.parquet b/join-atp-tennis/tasks/player-match-duration-change/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-match-duration-change/train.parquet rename to join-atp-tennis/tasks/player-match-duration-change/train.parquet diff --git a/join-atp-tennis/tasks/player-max-aces-winner/manifest.yaml b/join-atp-tennis/tasks/player-max-aces-winner/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..30224a5ae0611b6dbda92beb1cdad661c4d6d6f5 --- /dev/null +++ b/join-atp-tennis/tasks/player-max-aces-winner/manifest.yaml @@ -0,0 +1,10 @@ +name: player-max-aces-winner +kind: external +task_type: regression +description: Predict peak aces hit by a player in a match (as winner) next window. +entity_table: players +entity_col: winner_id +target_col: max_aces +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-max-aces-winner/train.parquet b/join-atp-tennis/tasks/player-max-aces-winner/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-max-aces-winner/train.parquet rename to join-atp-tennis/tasks/player-max-aces-winner/train.parquet diff --git a/join-atp-tennis/tasks/player-ranking-points-trend/manifest.yaml b/join-atp-tennis/tasks/player-ranking-points-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5e6c2766553f363f3dc0c2b5ff23eb689f405c3b --- /dev/null +++ b/join-atp-tennis/tasks/player-ranking-points-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: player-ranking-points-trend +kind: external +task_type: binary_classification +description: Predict whether a player's mean ranking points as winner will increase next window. +entity_table: players +entity_col: winner_id +target_col: rank_points_trend_up +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-ranking-points-trend/train.parquet b/join-atp-tennis/tasks/player-ranking-points-trend/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-ranking-points-trend/train.parquet rename to join-atp-tennis/tasks/player-ranking-points-trend/train.parquet diff --git a/join-atp-tennis/tasks/player-return-5m/manifest.yaml b/join-atp-tennis/tasks/player-return-5m/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ab8c12085843a407d3338355a8120ee3bf4a4c40 --- /dev/null +++ b/join-atp-tennis/tasks/player-return-5m/manifest.yaml @@ -0,0 +1,10 @@ +name: player-return-5m +kind: external +task_type: binary_classification +description: Predict whether an inactive player returns to win a match within the next 5-window horizon (comeback). +entity_table: players +entity_col: winner_id +target_col: return_5m +time_col: tourney_date +timedelta: 512 days 01:12:00 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-return-5m/train.parquet b/join-atp-tennis/tasks/player-return-5m/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-return-5m/train.parquet rename to join-atp-tennis/tasks/player-return-5m/train.parquet diff --git a/join-atp-tennis/tasks/player-return-6m/manifest.yaml b/join-atp-tennis/tasks/player-return-6m/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..94985ad375201f74d3603f95117ecda1a6ef3d52 --- /dev/null +++ b/join-atp-tennis/tasks/player-return-6m/manifest.yaml @@ -0,0 +1,10 @@ +name: player-return-6m +kind: external +task_type: binary_classification +description: Predict whether an inactive player reactivates with a match win in the next 6-window horizon. +entity_table: players +entity_col: winner_id +target_col: return_6m +time_col: tourney_date +timedelta: 614 days 11:02:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-return-6m/train.parquet b/join-atp-tennis/tasks/player-return-6m/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-return-6m/train.parquet rename to join-atp-tennis/tasks/player-return-6m/train.parquet diff --git a/join-atp-tennis/tasks/player-return-7m/manifest.yaml b/join-atp-tennis/tasks/player-return-7m/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3601af7502b57b150b50fac3c89c9ba305b66749 --- /dev/null +++ b/join-atp-tennis/tasks/player-return-7m/manifest.yaml @@ -0,0 +1,10 @@ +name: player-return-7m +kind: external +task_type: binary_classification +description: Predict whether a retired-looking player returns to competitive wins over the next 7-window horizon. +entity_table: players +entity_col: winner_id +target_col: return_7m +time_col: tourney_date +timedelta: 716 days 20:52:48 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-return-7m/train.parquet b/join-atp-tennis/tasks/player-return-7m/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-return-7m/train.parquet rename to join-atp-tennis/tasks/player-return-7m/train.parquet diff --git a/join-atp-tennis/tasks/player-return-8m/manifest.yaml b/join-atp-tennis/tasks/player-return-8m/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3df5eab93340786ca2e6928dc85e88f51f945425 --- /dev/null +++ b/join-atp-tennis/tasks/player-return-8m/manifest.yaml @@ -0,0 +1,10 @@ +name: player-return-8m +kind: external +task_type: binary_classification +description: Predict whether a long-inactive player comes out of retirement with at least one win in the next 8-window horizon. +entity_table: players +entity_col: winner_id +target_col: return_8m +time_col: tourney_date +timedelta: 819 days 06:43:12 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-return-8m/train.parquet b/join-atp-tennis/tasks/player-return-8m/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-return-8m/train.parquet rename to join-atp-tennis/tasks/player-return-8m/train.parquet diff --git a/join-atp-tennis/tasks/player-second-serve-in-rate/manifest.yaml b/join-atp-tennis/tasks/player-second-serve-in-rate/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2495a9aeed7654c0017373fa1fd82b786029b246 --- /dev/null +++ b/join-atp-tennis/tasks/player-second-serve-in-rate/manifest.yaml @@ -0,0 +1,10 @@ +name: player-second-serve-in-rate +kind: external +task_type: regression +description: Predict the proportion of second serve wins out of service points for a player as winner next window. +entity_table: players +entity_col: winner_id +target_col: second_serve_rate +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-second-serve-in-rate/train.parquet b/join-atp-tennis/tasks/player-second-serve-in-rate/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-second-serve-in-rate/train.parquet rename to join-atp-tennis/tasks/player-second-serve-in-rate/train.parquet diff --git a/join-atp-tennis/tasks/player-second-serve-win-rate/manifest.yaml b/join-atp-tennis/tasks/player-second-serve-win-rate/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..45f3d445cb00a5927e9de30c7d128a786e718158 --- /dev/null +++ b/join-atp-tennis/tasks/player-second-serve-win-rate/manifest.yaml @@ -0,0 +1,10 @@ +name: player-second-serve-win-rate +kind: external +task_type: regression +description: Predict second-serve win rate (2nd_won / svpt) for a player next window (approximate). +entity_table: players +entity_col: winner_id +target_col: second_serve_win_rate +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-second-serve-win-rate/train.parquet b/join-atp-tennis/tasks/player-second-serve-win-rate/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-second-serve-win-rate/train.parquet rename to join-atp-tennis/tasks/player-second-serve-win-rate/train.parquet diff --git a/join-atp-tennis/tasks/player-time-until-next-loss-6m/manifest.yaml b/join-atp-tennis/tasks/player-time-until-next-loss-6m/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7cc1402d15cd63bf1c0867459164868fe9c53b60 --- /dev/null +++ b/join-atp-tennis/tasks/player-time-until-next-loss-6m/manifest.yaml @@ -0,0 +1,10 @@ +name: player-time-until-next-loss-6m +kind: external +task_type: regression +description: Predict days until the player's next loss event across a 6-window horizon (match participation layoff). +entity_table: players +entity_col: loser_id +target_col: days_to_next_loss_6m +time_col: tourney_date +timedelta: 614 days 11:02:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-time-until-next-loss-6m/train.parquet b/join-atp-tennis/tasks/player-time-until-next-loss-6m/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-time-until-next-loss-6m/train.parquet rename to join-atp-tennis/tasks/player-time-until-next-loss-6m/train.parquet diff --git a/join-atp-tennis/tasks/player-time-until-next-match-4m/manifest.yaml b/join-atp-tennis/tasks/player-time-until-next-match-4m/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..972764abe2fc2ed9ec2a6ee9a6767715d560f1c4 --- /dev/null +++ b/join-atp-tennis/tasks/player-time-until-next-match-4m/manifest.yaml @@ -0,0 +1,10 @@ +name: player-time-until-next-match-4m +kind: external +task_type: regression +description: Predict days until the player's next match win, evaluated over a 4-window horizon. +entity_table: players +entity_col: winner_id +target_col: days_to_next_4m +time_col: tourney_date +timedelta: 409 days 15:21:36 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-time-until-next-match-4m/train.parquet b/join-atp-tennis/tasks/player-time-until-next-match-4m/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-time-until-next-match-4m/train.parquet rename to join-atp-tennis/tasks/player-time-until-next-match-4m/train.parquet diff --git a/join-atp-tennis/tasks/player-time-until-next-match-5m/manifest.yaml b/join-atp-tennis/tasks/player-time-until-next-match-5m/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..40de98da40fff34446167ebd14e964d6de10017b --- /dev/null +++ b/join-atp-tennis/tasks/player-time-until-next-match-5m/manifest.yaml @@ -0,0 +1,10 @@ +name: player-time-until-next-match-5m +kind: external +task_type: regression +description: Predict days until the player's next match win across a 5-window horizon. +entity_table: players +entity_col: winner_id +target_col: days_to_next_5m +time_col: tourney_date +timedelta: 512 days 01:12:00 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-time-until-next-match-5m/train.parquet b/join-atp-tennis/tasks/player-time-until-next-match-5m/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-time-until-next-match-5m/train.parquet rename to join-atp-tennis/tasks/player-time-until-next-match-5m/train.parquet diff --git a/join-atp-tennis/tasks/player-time-until-next-match-6m/manifest.yaml b/join-atp-tennis/tasks/player-time-until-next-match-6m/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0a008aa2101127c44993d8dbf23dcccf4acba57e --- /dev/null +++ b/join-atp-tennis/tasks/player-time-until-next-match-6m/manifest.yaml @@ -0,0 +1,10 @@ +name: player-time-until-next-match-6m +kind: external +task_type: regression +description: Predict days until the player's next match win across a 6-window horizon (longer layoff signal). +entity_table: players +entity_col: winner_id +target_col: days_to_next_6m +time_col: tourney_date +timedelta: 614 days 11:02:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-time-until-next-match-6m/train.parquet b/join-atp-tennis/tasks/player-time-until-next-match-6m/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-time-until-next-match-6m/train.parquet rename to join-atp-tennis/tasks/player-time-until-next-match-6m/train.parquet diff --git a/join-atp-tennis/tasks/player-time-until-next-match-8m/manifest.yaml b/join-atp-tennis/tasks/player-time-until-next-match-8m/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4eefd5a8173f5b08a89ce0638eab63ca9ad0d6a3 --- /dev/null +++ b/join-atp-tennis/tasks/player-time-until-next-match-8m/manifest.yaml @@ -0,0 +1,10 @@ +name: player-time-until-next-match-8m +kind: external +task_type: regression +description: Predict days until the player's next match win across an 8-window horizon (captures long hiatuses / retirements). +entity_table: players +entity_col: winner_id +target_col: days_to_next_8m +time_col: tourney_date +timedelta: 819 days 06:43:12 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-time-until-next-match-8m/train.parquet b/join-atp-tennis/tasks/player-time-until-next-match-8m/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-time-until-next-match-8m/train.parquet rename to join-atp-tennis/tasks/player-time-until-next-match-8m/train.parquet diff --git a/join-atp-tennis/tasks/player-top-ace-rate/manifest.yaml b/join-atp-tennis/tasks/player-top-ace-rate/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1cae1dec998ef2c479d2d00f769c9c4999906713 --- /dev/null +++ b/join-atp-tennis/tasks/player-top-ace-rate/manifest.yaml @@ -0,0 +1,10 @@ +name: player-top-ace-rate +kind: external +task_type: binary_classification +description: Predict whether a player will be in the top 25% of players by mean aces per match won next window. +entity_table: players +entity_col: winner_id +target_col: top_ace_rate +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-top-ace-rate/train.parquet b/join-atp-tennis/tasks/player-top-ace-rate/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-top-ace-rate/train.parquet rename to join-atp-tennis/tasks/player-top-ace-rate/train.parquet diff --git a/join-atp-tennis/tasks/player-win-churn/manifest.yaml b/join-atp-tennis/tasks/player-win-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8dd21b8dcdfd697e5542c7f91e1e516b27af7bec --- /dev/null +++ b/join-atp-tennis/tasks/player-win-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: player-win-churn +kind: external +task_type: binary_classification +description: Predict whether a player wins no matches in the next time window (winless period) +entity_table: players +entity_col: winner_id +target_col: predict_player_win_churn +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-win-churn/train.parquet b/join-atp-tennis/tasks/player-win-churn/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-win-churn/train.parquet rename to join-atp-tennis/tasks/player-win-churn/train.parquet diff --git a/join-atp-tennis/tasks/player-win-concentration/manifest.yaml b/join-atp-tennis/tasks/player-win-concentration/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7202062d2cd9f9ad9b1bfdb089650a2425099849 --- /dev/null +++ b/join-atp-tennis/tasks/player-win-concentration/manifest.yaml @@ -0,0 +1,10 @@ +name: player-win-concentration +kind: external +task_type: regression +description: Predict a player's share of total match wins on the tour next window. +entity_table: players +entity_col: winner_id +target_col: win_share +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-win-concentration/train.parquet b/join-atp-tennis/tasks/player-win-concentration/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-win-concentration/train.parquet rename to join-atp-tennis/tasks/player-win-concentration/train.parquet diff --git a/join-atp-tennis/tasks/player-win-count/manifest.yaml b/join-atp-tennis/tasks/player-win-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f33398ad03df9370268f7f86f747a23fc602a82d --- /dev/null +++ b/join-atp-tennis/tasks/player-win-count/manifest.yaml @@ -0,0 +1,10 @@ +name: player-win-count +kind: external +task_type: regression +description: Predict the number of matches a player wins over the next time window +entity_table: players +entity_col: winner_id +target_col: predict_player_win_count +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-win-count/train.parquet b/join-atp-tennis/tasks/player-win-count/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-win-count/train.parquet rename to join-atp-tennis/tasks/player-win-count/train.parquet diff --git a/join-atp-tennis/tasks/player-win-return/manifest.yaml b/join-atp-tennis/tasks/player-win-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3ee4fc895580675a185f7ef77ce3dc33ed4d0774 --- /dev/null +++ b/join-atp-tennis/tasks/player-win-return/manifest.yaml @@ -0,0 +1,10 @@ +name: player-win-return +kind: external +task_type: binary_classification +description: Predict whether an inactive player will return to win a match next window. +entity_table: players +entity_col: winner_id +target_col: player_win_return +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-win-return/train.parquet b/join-atp-tennis/tasks/player-win-return/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-player-win-return/train.parquet rename to join-atp-tennis/tasks/player-win-return/train.parquet diff --git a/join-atp-tennis/tasks/winner-ace-per-serve/manifest.yaml b/join-atp-tennis/tasks/winner-ace-per-serve/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c2862153f504e1c9c1876e48811b775bd24b5e5a --- /dev/null +++ b/join-atp-tennis/tasks/winner-ace-per-serve/manifest.yaml @@ -0,0 +1,10 @@ +name: winner-ace-per-serve +kind: external +task_type: regression +description: Winner's ace rate per service point (w_ace / w_svpt) next window. +entity_table: players +entity_col: winner_id +target_col: ace_per_serve +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-winner-ace-per-serve/train.parquet b/join-atp-tennis/tasks/winner-ace-per-serve/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-winner-ace-per-serve/train.parquet rename to join-atp-tennis/tasks/winner-ace-per-serve/train.parquet diff --git a/join-atp-tennis/tasks/winner-appears-matches/manifest.yaml b/join-atp-tennis/tasks/winner-appears-matches/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6bbf171d1276c9cac8af4f2fc8267c3ca0c45a38 --- /dev/null +++ b/join-atp-tennis/tasks/winner-appears-matches/manifest.yaml @@ -0,0 +1,10 @@ +name: winner-appears-matches +kind: external +task_type: binary_classification +description: Whether a player wins any match next window. +entity_table: players +entity_col: winner_id +target_col: wins_any +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-winner-appears-matches/train.parquet b/join-atp-tennis/tasks/winner-appears-matches/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-winner-appears-matches/train.parquet rename to join-atp-tennis/tasks/winner-appears-matches/train.parquet diff --git a/join-atp-tennis/tasks/winner-break-point-save-rate/manifest.yaml b/join-atp-tennis/tasks/winner-break-point-save-rate/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e69b70b986498a013a6b9f8fa820628068adedd1 --- /dev/null +++ b/join-atp-tennis/tasks/winner-break-point-save-rate/manifest.yaml @@ -0,0 +1,10 @@ +name: winner-break-point-save-rate +kind: external +task_type: regression +description: Winner's break point save rate (w_bp_saved / w_bp_faced) next window. +entity_table: players +entity_col: winner_id +target_col: bp_save_rate +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-winner-break-point-save-rate/train.parquet b/join-atp-tennis/tasks/winner-break-point-save-rate/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-winner-break-point-save-rate/train.parquet rename to join-atp-tennis/tasks/winner-break-point-save-rate/train.parquet diff --git a/join-atp-tennis/tasks/winner-first-serve-in-rate/manifest.yaml b/join-atp-tennis/tasks/winner-first-serve-in-rate/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a0d70837c27c0462ef0defbc8221b1fd1d20ef09 --- /dev/null +++ b/join-atp-tennis/tasks/winner-first-serve-in-rate/manifest.yaml @@ -0,0 +1,10 @@ +name: winner-first-serve-in-rate +kind: external +task_type: regression +description: Winner's first-serve in rate (w_1st_in / w_svpt) next window. +entity_table: players +entity_col: winner_id +target_col: first_serve_in_rate +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-winner-first-serve-in-rate/train.parquet b/join-atp-tennis/tasks/winner-first-serve-in-rate/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-winner-first-serve-in-rate/train.parquet rename to join-atp-tennis/tasks/winner-first-serve-in-rate/train.parquet diff --git a/join-atp-tennis/tasks/winner-first-serve-win-rate/manifest.yaml b/join-atp-tennis/tasks/winner-first-serve-win-rate/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5fc296e4f1e0727fb512be93cd7f753c47d4c739 --- /dev/null +++ b/join-atp-tennis/tasks/winner-first-serve-win-rate/manifest.yaml @@ -0,0 +1,10 @@ +name: winner-first-serve-win-rate +kind: external +task_type: regression +description: Winner's first-serve win rate (w_1st_won / w_1st_in) next window. +entity_table: players +entity_col: winner_id +target_col: first_serve_win_rate +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-winner-first-serve-win-rate/train.parquet b/join-atp-tennis/tasks/winner-first-serve-win-rate/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-winner-first-serve-win-rate/train.parquet rename to join-atp-tennis/tasks/winner-first-serve-win-rate/train.parquet diff --git a/join-atp-tennis/tasks/winner-match-duration-avg/manifest.yaml b/join-atp-tennis/tasks/winner-match-duration-avg/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c5a6b8b4a7ce518ed50566d6fc62b662b6e4901a --- /dev/null +++ b/join-atp-tennis/tasks/winner-match-duration-avg/manifest.yaml @@ -0,0 +1,10 @@ +name: winner-match-duration-avg +kind: external +task_type: regression +description: Average winning match duration (minutes) next window. +entity_table: players +entity_col: winner_id +target_col: avg_minutes +time_col: tourney_date +timedelta: 102 days 09:50:24 +manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-winner-match-duration-avg/train.parquet b/join-atp-tennis/tasks/winner-match-duration-avg/train.parquet similarity index 100% rename from thejoin-atp-tennis/tasks/predict-winner-match-duration-avg/train.parquet rename to join-atp-tennis/tasks/winner-match-duration-avg/train.parquet diff --git a/thejoin-australianfootball/db/match_stats.parquet b/join-australianfootball/db/match_stats.parquet similarity index 100% rename from thejoin-australianfootball/db/match_stats.parquet rename to join-australianfootball/db/match_stats.parquet diff --git a/thejoin-australianfootball/db/matches.parquet b/join-australianfootball/db/matches.parquet similarity index 100% rename from thejoin-australianfootball/db/matches.parquet rename to join-australianfootball/db/matches.parquet diff --git a/thejoin-australianfootball/db/players.parquet b/join-australianfootball/db/players.parquet similarity index 100% rename from thejoin-australianfootball/db/players.parquet rename to join-australianfootball/db/players.parquet diff --git a/thejoin-australianfootball/db/teams.parquet b/join-australianfootball/db/teams.parquet similarity index 100% rename from thejoin-australianfootball/db/teams.parquet rename to join-australianfootball/db/teams.parquet diff --git a/join-australianfootball/manifest.yaml b/join-australianfootball/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..100ed1673160284d1f64e7f0932aea442a3ceaac --- /dev/null +++ b/join-australianfootball/manifest.yaml @@ -0,0 +1,26 @@ +name: join-australianfootball +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + match_stats: + pkey: null + time_col: null + fkeys: + mid: matches + pid: players + tid: teams + matches: + pkey: mid + time_col: start_dt + fkeys: + tid1: teams + tid2: teams + players: + pkey: pid + time_col: dob + fkeys: {} + teams: + pkey: tid + time_col: null + fkeys: {} diff --git a/thejoin-basketball-men/db/awards_coaches.parquet b/join-basketball-men/db/awards_coaches.parquet similarity index 100% rename from thejoin-basketball-men/db/awards_coaches.parquet rename to join-basketball-men/db/awards_coaches.parquet diff --git a/thejoin-basketball-men/db/awards_players.parquet b/join-basketball-men/db/awards_players.parquet similarity index 100% rename from thejoin-basketball-men/db/awards_players.parquet rename to join-basketball-men/db/awards_players.parquet diff --git a/thejoin-basketball-men/db/coaches.parquet b/join-basketball-men/db/coaches.parquet similarity index 100% rename from thejoin-basketball-men/db/coaches.parquet rename to join-basketball-men/db/coaches.parquet diff --git a/thejoin-basketball-men/db/draft.parquet b/join-basketball-men/db/draft.parquet similarity index 100% rename from thejoin-basketball-men/db/draft.parquet rename to join-basketball-men/db/draft.parquet diff --git a/thejoin-basketball-men/db/player_allstar.parquet b/join-basketball-men/db/player_allstar.parquet similarity index 100% rename from thejoin-basketball-men/db/player_allstar.parquet rename to join-basketball-men/db/player_allstar.parquet diff --git a/thejoin-basketball-men/db/players.parquet b/join-basketball-men/db/players.parquet similarity index 100% rename from thejoin-basketball-men/db/players.parquet rename to join-basketball-men/db/players.parquet diff --git a/thejoin-basketball-men/db/players_teams.parquet b/join-basketball-men/db/players_teams.parquet similarity index 100% rename from thejoin-basketball-men/db/players_teams.parquet rename to join-basketball-men/db/players_teams.parquet diff --git a/thejoin-basketball-men/db/series_post.parquet b/join-basketball-men/db/series_post.parquet similarity index 100% rename from thejoin-basketball-men/db/series_post.parquet rename to join-basketball-men/db/series_post.parquet diff --git a/thejoin-basketball-men/db/teams.parquet b/join-basketball-men/db/teams.parquet similarity index 100% rename from thejoin-basketball-men/db/teams.parquet rename to join-basketball-men/db/teams.parquet diff --git a/join-basketball-men/manifest.yaml b/join-basketball-men/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b199c4814e97c08f7e0322e0f31daf246c39bf4b --- /dev/null +++ b/join-basketball-men/manifest.yaml @@ -0,0 +1,44 @@ +name: join-basketball-men +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + awards_coaches: + pkey: id + time_col: year + fkeys: {} + awards_players: + pkey: null + time_col: year + fkeys: + player_id: players + coaches: + pkey: null + time_col: year + fkeys: {} + draft: + pkey: id + time_col: null + fkeys: {} + player_allstar: + pkey: null + time_col: season_id + fkeys: + player_id: players + players: + pkey: player_id + time_col: null + fkeys: {} + players_teams: + pkey: id + time_col: year + fkeys: + player_id: players + series_post: + pkey: id + time_col: year + fkeys: {} + teams: + pkey: null + time_col: year + fkeys: {} diff --git a/thejoin-basketball-women/db/awards_players.parquet b/join-basketball-women/db/awards_players.parquet similarity index 100% rename from thejoin-basketball-women/db/awards_players.parquet rename to join-basketball-women/db/awards_players.parquet diff --git a/thejoin-basketball-women/db/coaches.parquet b/join-basketball-women/db/coaches.parquet similarity index 100% rename from thejoin-basketball-women/db/coaches.parquet rename to join-basketball-women/db/coaches.parquet diff --git a/thejoin-basketball-women/db/draft.parquet b/join-basketball-women/db/draft.parquet similarity index 100% rename from thejoin-basketball-women/db/draft.parquet rename to join-basketball-women/db/draft.parquet diff --git a/thejoin-basketball-women/db/players.parquet b/join-basketball-women/db/players.parquet similarity index 100% rename from thejoin-basketball-women/db/players.parquet rename to join-basketball-women/db/players.parquet diff --git a/thejoin-basketball-women/db/players_teams.parquet b/join-basketball-women/db/players_teams.parquet similarity index 100% rename from thejoin-basketball-women/db/players_teams.parquet rename to join-basketball-women/db/players_teams.parquet diff --git a/thejoin-basketball-women/db/series_post.parquet b/join-basketball-women/db/series_post.parquet similarity index 100% rename from thejoin-basketball-women/db/series_post.parquet rename to join-basketball-women/db/series_post.parquet diff --git a/thejoin-basketball-women/db/teams.parquet b/join-basketball-women/db/teams.parquet similarity index 100% rename from thejoin-basketball-women/db/teams.parquet rename to join-basketball-women/db/teams.parquet diff --git a/thejoin-basketball-women/db/teams_post.parquet b/join-basketball-women/db/teams_post.parquet similarity index 100% rename from thejoin-basketball-women/db/teams_post.parquet rename to join-basketball-women/db/teams_post.parquet diff --git a/join-basketball-women/manifest.yaml b/join-basketball-women/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a0eac96df0b566413507b0e8eafa7aea7a3ad170 --- /dev/null +++ b/join-basketball-women/manifest.yaml @@ -0,0 +1,39 @@ +name: join-basketball-women +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + awards_players: + pkey: null + time_col: year + fkeys: + player_id: players + coaches: + pkey: null + time_col: year + fkeys: {} + draft: + pkey: null + time_col: draft_year + fkeys: {} + players: + pkey: bio_id + time_col: null + fkeys: {} + players_teams: + pkey: null + time_col: year + fkeys: + player_id: players + series_post: + pkey: null + time_col: year + fkeys: {} + teams: + pkey: null + time_col: year + fkeys: {} + teams_post: + pkey: null + time_col: year + fkeys: {} diff --git a/thejoin-beeradvocate/db/beers.parquet b/join-beeradvocate/db/beers.parquet similarity index 100% rename from thejoin-beeradvocate/db/beers.parquet rename to join-beeradvocate/db/beers.parquet diff --git a/thejoin-beeradvocate/db/reviewers.parquet b/join-beeradvocate/db/reviewers.parquet similarity index 100% rename from thejoin-beeradvocate/db/reviewers.parquet rename to join-beeradvocate/db/reviewers.parquet diff --git a/thejoin-beeradvocate/db/reviews.parquet b/join-beeradvocate/db/reviews.parquet similarity index 100% rename from thejoin-beeradvocate/db/reviews.parquet rename to join-beeradvocate/db/reviews.parquet diff --git a/join-beeradvocate/manifest.yaml b/join-beeradvocate/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c9a4b9f2a24650bc7b3c1df60874175122ad86ae --- /dev/null +++ b/join-beeradvocate/manifest.yaml @@ -0,0 +1,19 @@ +name: join-beeradvocate +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + beers: + pkey: beer_id + time_col: null + fkeys: {} + reviewers: + pkey: reviewer_id + time_col: null + fkeys: {} + reviews: + pkey: null + time_col: timestamp + fkeys: + reviewer_id: reviewers + beer_id: beers diff --git a/join-beeradvocate/tasks/beer-appearance-palate-ratio/manifest.yaml b/join-beeradvocate/tasks/beer-appearance-palate-ratio/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7077b9aad31325f76b758f311c7b2b7a935a6204 --- /dev/null +++ b/join-beeradvocate/tasks/beer-appearance-palate-ratio/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-appearance-palate-ratio +kind: external +task_type: regression +description: Ratio of appearance score to palate score for the beer (visual vs mouthfeel balance). +entity_table: beers +entity_col: beer_id +target_col: look_vs_palate +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-appearance-palate-ratio/train.parquet b/join-beeradvocate/tasks/beer-appearance-palate-ratio/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-appearance-palate-ratio/train.parquet rename to join-beeradvocate/tasks/beer-appearance-palate-ratio/train.parquet diff --git a/join-beeradvocate/tasks/beer-aroma-to-taste-ratio/manifest.yaml b/join-beeradvocate/tasks/beer-aroma-to-taste-ratio/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..69536050f85f6c3ca81eb1fbca893eed86cd0321 --- /dev/null +++ b/join-beeradvocate/tasks/beer-aroma-to-taste-ratio/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-aroma-to-taste-ratio +kind: external +task_type: regression +description: Ratio of aroma score to taste score — measures how aromatic the beer is relative to taste perception. +entity_table: beers +entity_col: beer_id +target_col: aroma_taste_ratio +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-aroma-to-taste-ratio/train.parquet b/join-beeradvocate/tasks/beer-aroma-to-taste-ratio/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-aroma-to-taste-ratio/train.parquet rename to join-beeradvocate/tasks/beer-aroma-to-taste-ratio/train.parquet diff --git a/join-beeradvocate/tasks/beer-avg-review-length/manifest.yaml b/join-beeradvocate/tasks/beer-avg-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..03637b59c8b51bf109601395eed8d60b0c5409da --- /dev/null +++ b/join-beeradvocate/tasks/beer-avg-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-avg-review-length +kind: external +task_type: regression +description: Predict the mean review length for a beer in the next time window +entity_table: beers +entity_col: beer_id +target_col: mean_review_len +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-avg-review-length/train.parquet b/join-beeradvocate/tasks/beer-avg-review-length/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-avg-review-length/train.parquet rename to join-beeradvocate/tasks/beer-avg-review-length/train.parquet diff --git a/join-beeradvocate/tasks/beer-churn/manifest.yaml b/join-beeradvocate/tasks/beer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f65833c373fe0718e53579da321e57e082178e40 --- /dev/null +++ b/join-beeradvocate/tasks/beer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-churn +kind: external +task_type: binary_classification +description: Predict whether a beer will receive zero reviews in the next time window +entity_table: beers +entity_col: beer_id +target_col: predict_beer_churn +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-churn/train.parquet b/join-beeradvocate/tasks/beer-churn/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-churn/train.parquet rename to join-beeradvocate/tasks/beer-churn/train.parquet diff --git a/join-beeradvocate/tasks/beer-epic-review-rare/manifest.yaml b/join-beeradvocate/tasks/beer-epic-review-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3badefa024fb1a26fb48043b93d479c7d1878942 --- /dev/null +++ b/join-beeradvocate/tasks/beer-epic-review-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-epic-review-rare +kind: external +task_type: binary_classification +description: Whether the beer receives an unusually long (>=3000 chars) epic review next window. +entity_table: beers +entity_col: beer_id +target_col: has_epic_review +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-epic-review-rare/train.parquet b/join-beeradvocate/tasks/beer-epic-review-rare/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-epic-review-rare/train.parquet rename to join-beeradvocate/tasks/beer-epic-review-rare/train.parquet diff --git a/join-beeradvocate/tasks/beer-high-rating/manifest.yaml b/join-beeradvocate/tasks/beer-high-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f868a6b8fe937b739f381f1e830b1eb03f49658f --- /dev/null +++ b/join-beeradvocate/tasks/beer-high-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-high-rating +kind: external +task_type: binary_classification +description: Whether mean overall rating for this beer exceeds 4 next window. +entity_table: beers +entity_col: beer_id +target_col: high_rated +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-high-rating/train.parquet b/join-beeradvocate/tasks/beer-high-rating/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-high-rating/train.parquet rename to join-beeradvocate/tasks/beer-high-rating/train.parquet diff --git a/join-beeradvocate/tasks/beer-highly-rated/manifest.yaml b/join-beeradvocate/tasks/beer-highly-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..72579b21f706e7b3047d44560abc9e48422a4fd0 --- /dev/null +++ b/join-beeradvocate/tasks/beer-highly-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-highly-rated +kind: external +task_type: binary_classification +description: Whether the beer's average overall rating exceeds 4.0 next window (quality flag). +entity_table: beers +entity_col: beer_id +target_col: highly_rated +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-highly-rated/train.parquet b/join-beeradvocate/tasks/beer-highly-rated/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-highly-rated/train.parquet rename to join-beeradvocate/tasks/beer-highly-rated/train.parquet diff --git a/join-beeradvocate/tasks/beer-low-rating/manifest.yaml b/join-beeradvocate/tasks/beer-low-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0e7dd69c9e5f40d51b67a14e392b3516f5b8023a --- /dev/null +++ b/join-beeradvocate/tasks/beer-low-rating/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-low-rating +kind: external +task_type: binary_classification +description: Whether mean overall rating falls below 3 next window. +entity_table: beers +entity_col: beer_id +target_col: bad_rated +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-low-rating/train.parquet b/join-beeradvocate/tasks/beer-low-rating/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-low-rating/train.parquet rename to join-beeradvocate/tasks/beer-low-rating/train.parquet diff --git a/join-beeradvocate/tasks/beer-max-overall/manifest.yaml b/join-beeradvocate/tasks/beer-max-overall/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7740ef97276d55c850550428f2ed7cc4b7800c7f --- /dev/null +++ b/join-beeradvocate/tasks/beer-max-overall/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-max-overall +kind: external +task_type: regression +description: Maximum overall rating received next window. +entity_table: beers +entity_col: beer_id +target_col: max_overall +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-max-overall/train.parquet b/join-beeradvocate/tasks/beer-max-overall/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-max-overall/train.parquet rename to join-beeradvocate/tasks/beer-max-overall/train.parquet diff --git a/join-beeradvocate/tasks/beer-mean-appearance/manifest.yaml b/join-beeradvocate/tasks/beer-mean-appearance/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..34bd253f23ff5e0755b95a452dbd02a31aea3d69 --- /dev/null +++ b/join-beeradvocate/tasks/beer-mean-appearance/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-mean-appearance +kind: external +task_type: regression +description: Mean appearance rating for the beer next window. +entity_table: beers +entity_col: beer_id +target_col: avg_appearance +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-mean-appearance/train.parquet b/join-beeradvocate/tasks/beer-mean-appearance/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-mean-appearance/train.parquet rename to join-beeradvocate/tasks/beer-mean-appearance/train.parquet diff --git a/join-beeradvocate/tasks/beer-mean-aroma/manifest.yaml b/join-beeradvocate/tasks/beer-mean-aroma/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7b77d78d768234c0f926f133029c87f6e3a2f9b6 --- /dev/null +++ b/join-beeradvocate/tasks/beer-mean-aroma/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-mean-aroma +kind: external +task_type: regression +description: Mean aroma rating for the beer next window. +entity_table: beers +entity_col: beer_id +target_col: avg_aroma +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-mean-aroma/train.parquet b/join-beeradvocate/tasks/beer-mean-aroma/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-mean-aroma/train.parquet rename to join-beeradvocate/tasks/beer-mean-aroma/train.parquet diff --git a/join-beeradvocate/tasks/beer-mean-overall/manifest.yaml b/join-beeradvocate/tasks/beer-mean-overall/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b1549d903e6ff3e6ecf8315db0d4cb12e7ca6066 --- /dev/null +++ b/join-beeradvocate/tasks/beer-mean-overall/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-mean-overall +kind: external +task_type: regression +description: Mean overall rating the beer receives next window. +entity_table: beers +entity_col: beer_id +target_col: avg_overall +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-mean-overall/train.parquet b/join-beeradvocate/tasks/beer-mean-overall/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-mean-overall/train.parquet rename to join-beeradvocate/tasks/beer-mean-overall/train.parquet diff --git a/join-beeradvocate/tasks/beer-mean-palate/manifest.yaml b/join-beeradvocate/tasks/beer-mean-palate/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..59dc1ec85c7feb6d7e2290ca68b50d79cf997b3a --- /dev/null +++ b/join-beeradvocate/tasks/beer-mean-palate/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-mean-palate +kind: external +task_type: regression +description: Mean palate rating for the beer next window. +entity_table: beers +entity_col: beer_id +target_col: avg_palate +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-mean-palate/train.parquet b/join-beeradvocate/tasks/beer-mean-palate/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-mean-palate/train.parquet rename to join-beeradvocate/tasks/beer-mean-palate/train.parquet diff --git a/join-beeradvocate/tasks/beer-mean-taste/manifest.yaml b/join-beeradvocate/tasks/beer-mean-taste/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..910dbda703b0ce79b0c6ef4d848be33bac26d46d --- /dev/null +++ b/join-beeradvocate/tasks/beer-mean-taste/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-mean-taste +kind: external +task_type: regression +description: Mean taste rating the beer receives next window. +entity_table: beers +entity_col: beer_id +target_col: avg_taste +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-mean-taste/train.parquet b/join-beeradvocate/tasks/beer-mean-taste/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-mean-taste/train.parquet rename to join-beeradvocate/tasks/beer-mean-taste/train.parquet diff --git a/join-beeradvocate/tasks/beer-min-overall/manifest.yaml b/join-beeradvocate/tasks/beer-min-overall/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6c602e78e9ff14d4eee4287decd1d6833793274b --- /dev/null +++ b/join-beeradvocate/tasks/beer-min-overall/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-min-overall +kind: external +task_type: regression +description: Minimum overall rating received next window. +entity_table: beers +entity_col: beer_id +target_col: min_overall +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-min-overall/train.parquet b/join-beeradvocate/tasks/beer-min-overall/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-min-overall/train.parquet rename to join-beeradvocate/tasks/beer-min-overall/train.parquet diff --git a/join-beeradvocate/tasks/beer-overall-to-taste-ratio/manifest.yaml b/join-beeradvocate/tasks/beer-overall-to-taste-ratio/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9aaf0f5b86ff1b0e6dd5524b5ce8fcc75f9403e3 --- /dev/null +++ b/join-beeradvocate/tasks/beer-overall-to-taste-ratio/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-overall-to-taste-ratio +kind: external +task_type: regression +description: Overall rating divided by taste rating (perception gap). +entity_table: beers +entity_col: beer_id +target_col: o_t_ratio +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-overall-to-taste-ratio/train.parquet b/join-beeradvocate/tasks/beer-overall-to-taste-ratio/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-overall-to-taste-ratio/train.parquet rename to join-beeradvocate/tasks/beer-overall-to-taste-ratio/train.parquet diff --git a/join-beeradvocate/tasks/beer-perfect-appearance-rare/manifest.yaml b/join-beeradvocate/tasks/beer-perfect-appearance-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..15dd0099f88b6b9396714ad7731d3c12be2bea65 --- /dev/null +++ b/join-beeradvocate/tasks/beer-perfect-appearance-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-perfect-appearance-rare +kind: external +task_type: binary_classification +description: Whether the beer receives at least one perfect appearance score (5.0) next window. +entity_table: beers +entity_col: beer_id +target_col: has_perfect_appearance +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-perfect-appearance-rare/train.parquet b/join-beeradvocate/tasks/beer-perfect-appearance-rare/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-perfect-appearance-rare/train.parquet rename to join-beeradvocate/tasks/beer-perfect-appearance-rare/train.parquet diff --git a/join-beeradvocate/tasks/beer-perfect-aroma-rare/manifest.yaml b/join-beeradvocate/tasks/beer-perfect-aroma-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4abcf7987cd9ff1962d94395ca2364d07ba7468f --- /dev/null +++ b/join-beeradvocate/tasks/beer-perfect-aroma-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-perfect-aroma-rare +kind: external +task_type: binary_classification +description: Whether the beer receives at least one perfect aroma score (5.0) next window. +entity_table: beers +entity_col: beer_id +target_col: has_perfect_aroma +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-perfect-aroma-rare/train.parquet b/join-beeradvocate/tasks/beer-perfect-aroma-rare/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-perfect-aroma-rare/train.parquet rename to join-beeradvocate/tasks/beer-perfect-aroma-rare/train.parquet diff --git a/join-beeradvocate/tasks/beer-perfect-overall-rare/manifest.yaml b/join-beeradvocate/tasks/beer-perfect-overall-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dbf0a4145680100c8a66ca8b6c63ffa91cfd4652 --- /dev/null +++ b/join-beeradvocate/tasks/beer-perfect-overall-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-perfect-overall-rare +kind: external +task_type: binary_classification +description: Whether the beer receives at least one perfect overall score (5.0) next window. +entity_table: beers +entity_col: beer_id +target_col: has_perfect_overall +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-perfect-overall-rare/train.parquet b/join-beeradvocate/tasks/beer-perfect-overall-rare/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-perfect-overall-rare/train.parquet rename to join-beeradvocate/tasks/beer-perfect-overall-rare/train.parquet diff --git a/join-beeradvocate/tasks/beer-perfect-palate-rare/manifest.yaml b/join-beeradvocate/tasks/beer-perfect-palate-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f5b075458f91044c3bd3007daae8f538c700d2cb --- /dev/null +++ b/join-beeradvocate/tasks/beer-perfect-palate-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-perfect-palate-rare +kind: external +task_type: binary_classification +description: Whether the beer receives at least one perfect palate score (5.0) next window. +entity_table: beers +entity_col: beer_id +target_col: has_perfect_palate +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-perfect-palate-rare/train.parquet b/join-beeradvocate/tasks/beer-perfect-palate-rare/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-perfect-palate-rare/train.parquet rename to join-beeradvocate/tasks/beer-perfect-palate-rare/train.parquet diff --git a/join-beeradvocate/tasks/beer-perfect-taste-rare/manifest.yaml b/join-beeradvocate/tasks/beer-perfect-taste-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..960bea3d048a80bfae2990418f996c89d4ccebd4 --- /dev/null +++ b/join-beeradvocate/tasks/beer-perfect-taste-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-perfect-taste-rare +kind: external +task_type: binary_classification +description: Whether the beer receives at least one perfect taste score (5.0) next window. +entity_table: beers +entity_col: beer_id +target_col: has_perfect_taste +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-perfect-taste-rare/train.parquet b/join-beeradvocate/tasks/beer-perfect-taste-rare/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-perfect-taste-rare/train.parquet rename to join-beeradvocate/tasks/beer-perfect-taste-rare/train.parquet diff --git a/join-beeradvocate/tasks/beer-rating-change/manifest.yaml b/join-beeradvocate/tasks/beer-rating-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..96a1689ff3cb2b1b40c6a5ed49b69fa9ccfbe130 --- /dev/null +++ b/join-beeradvocate/tasks/beer-rating-change/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-rating-change +kind: external +task_type: regression +description: Predict the change in mean overall rating for a beer between the current and next window. +entity_table: beers +entity_col: beer_id +target_col: rating_change +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-rating-change/train.parquet b/join-beeradvocate/tasks/beer-rating-change/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-rating-change/train.parquet rename to join-beeradvocate/tasks/beer-rating-change/train.parquet diff --git a/join-beeradvocate/tasks/beer-rating-trend/manifest.yaml b/join-beeradvocate/tasks/beer-rating-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0ba8220fa19a302b0b63a9966ced524435491c4b --- /dev/null +++ b/join-beeradvocate/tasks/beer-rating-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-rating-trend +kind: external +task_type: binary_classification +description: Predict whether a beer's mean overall rating increases in the next window compared to the current window. +entity_table: beers +entity_col: beer_id +target_col: rating_trend +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-rating-trend/train.parquet b/join-beeradvocate/tasks/beer-rating-trend/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-rating-trend/train.parquet rename to join-beeradvocate/tasks/beer-rating-trend/train.parquet diff --git a/join-beeradvocate/tasks/beer-rating-volatility/manifest.yaml b/join-beeradvocate/tasks/beer-rating-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9f4370aa02c205ac785b70bc51b8dcd9c8087d7f --- /dev/null +++ b/join-beeradvocate/tasks/beer-rating-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-rating-volatility +kind: external +task_type: regression +description: Predict the standard deviation of overall ratings received by a beer in the next window, indicating rating consistency. +entity_table: beers +entity_col: beer_id +target_col: rating_volatility +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-rating-volatility/train.parquet b/join-beeradvocate/tasks/beer-rating-volatility/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-rating-volatility/train.parquet rename to join-beeradvocate/tasks/beer-rating-volatility/train.parquet diff --git a/join-beeradvocate/tasks/beer-review-concentration/manifest.yaml b/join-beeradvocate/tasks/beer-review-concentration/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..47c3eed8382dddbd5d326a0f03f53c35f1de2aa4 --- /dev/null +++ b/join-beeradvocate/tasks/beer-review-concentration/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-review-concentration +kind: external +task_type: regression +description: Predict what fraction of all review activity a beer captures in the next window. +entity_table: beers +entity_col: beer_id +target_col: review_concentration +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-review-concentration/train.parquet b/join-beeradvocate/tasks/beer-review-concentration/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-review-concentration/train.parquet rename to join-beeradvocate/tasks/beer-review-concentration/train.parquet diff --git a/join-beeradvocate/tasks/beer-review-count/manifest.yaml b/join-beeradvocate/tasks/beer-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7370e61650e1c40c4cd33df6c8c2167013b74b00 --- /dev/null +++ b/join-beeradvocate/tasks/beer-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-review-count +kind: external +task_type: regression +description: Predict the number of reviews a beer will receive in the next time window +entity_table: beers +entity_col: beer_id +target_col: predict_beer_review_count +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-review-count/train.parquet b/join-beeradvocate/tasks/beer-review-count/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-review-count/train.parquet rename to join-beeradvocate/tasks/beer-review-count/train.parquet diff --git a/join-beeradvocate/tasks/beer-review-existence/manifest.yaml b/join-beeradvocate/tasks/beer-review-existence/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..236f8568c62f78c67e16d18bab52c35c7e4ce36c --- /dev/null +++ b/join-beeradvocate/tasks/beer-review-existence/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-review-existence +kind: external +task_type: binary_classification +description: Whether the beer receives any review in the next window. +entity_table: beers +entity_col: beer_id +target_col: has_review_next +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-review-existence/train.parquet b/join-beeradvocate/tasks/beer-review-existence/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-review-existence/train.parquet rename to join-beeradvocate/tasks/beer-review-existence/train.parquet diff --git a/join-beeradvocate/tasks/beer-review-return/manifest.yaml b/join-beeradvocate/tasks/beer-review-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bba0748304199f3839b1b1056e992a02d56f7e07 --- /dev/null +++ b/join-beeradvocate/tasks/beer-review-return/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-review-return +kind: external +task_type: binary_classification +description: Predict whether a beer that received no reviews in the current window will be reviewed again in the next window. +entity_table: beers +entity_col: beer_id +target_col: beer_review_return +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-review-return/train.parquet b/join-beeradvocate/tasks/beer-review-return/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-review-return/train.parquet rename to join-beeradvocate/tasks/beer-review-return/train.parquet diff --git a/join-beeradvocate/tasks/beer-sum-review-len/manifest.yaml b/join-beeradvocate/tasks/beer-sum-review-len/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..58740943985babe75642ab6370fa57134c492268 --- /dev/null +++ b/join-beeradvocate/tasks/beer-sum-review-len/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-sum-review-len +kind: external +task_type: regression +description: Sum of review lengths for this beer next window. +entity_table: beers +entity_col: beer_id +target_col: total_review_len +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-sum-review-len/train.parquet b/join-beeradvocate/tasks/beer-sum-review-len/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-sum-review-len/train.parquet rename to join-beeradvocate/tasks/beer-sum-review-len/train.parquet diff --git a/join-beeradvocate/tasks/beer-top-rated/manifest.yaml b/join-beeradvocate/tasks/beer-top-rated/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..92944edbec93f831ace144b58a50d688d077253c --- /dev/null +++ b/join-beeradvocate/tasks/beer-top-rated/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-top-rated +kind: external +task_type: binary_classification +description: Predict whether a beer will be in the top 25% by mean overall rating in the next window. +entity_table: beers +entity_col: beer_id +target_col: top_rated_beer +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-top-rated/train.parquet b/join-beeradvocate/tasks/beer-top-rated/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-top-rated/train.parquet rename to join-beeradvocate/tasks/beer-top-rated/train.parquet diff --git a/join-beeradvocate/tasks/beer-total-review-length/manifest.yaml b/join-beeradvocate/tasks/beer-total-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..12ab2700c2ba3bb89d358dd2bce577e89fc0569f --- /dev/null +++ b/join-beeradvocate/tasks/beer-total-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-total-review-length +kind: external +task_type: regression +description: Total review text length received for the beer next window (engagement depth). +entity_table: beers +entity_col: beer_id +target_col: total_text_length +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-total-review-length/train.parquet b/join-beeradvocate/tasks/beer-total-review-length/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-total-review-length/train.parquet rename to join-beeradvocate/tasks/beer-total-review-length/train.parquet diff --git a/join-beeradvocate/tasks/beer-viral-burst-rare/manifest.yaml b/join-beeradvocate/tasks/beer-viral-burst-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cc50b94f0cfc59945b1b705c1bcf09bd573dcd6e --- /dev/null +++ b/join-beeradvocate/tasks/beer-viral-burst-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: beer-viral-burst-rare +kind: external +task_type: binary_classification +description: Whether the beer experiences a viral burst (a very rare high-review-count event) next window. +entity_table: beers +entity_col: beer_id +target_col: viral_burst +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-viral-burst-rare/train.parquet b/join-beeradvocate/tasks/beer-viral-burst-rare/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-beer-viral-burst-rare/train.parquet rename to join-beeradvocate/tasks/beer-viral-burst-rare/train.parquet diff --git a/join-beeradvocate/tasks/new-beer-five-window-cold-start/manifest.yaml b/join-beeradvocate/tasks/new-beer-five-window-cold-start/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3b8684a39cd767027f408f3f6d0946bace7a9769 --- /dev/null +++ b/join-beeradvocate/tasks/new-beer-five-window-cold-start/manifest.yaml @@ -0,0 +1,10 @@ +name: new-beer-five-window-cold-start +kind: external +task_type: binary_classification +description: Whether a newly-introduced beer sustains reviewer interest across a 5-window cold-start horizon. +entity_table: beers +entity_col: beer_id +target_col: five_window_reviewed +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-new-beer-five-window-cold-start/train.parquet b/join-beeradvocate/tasks/new-beer-five-window-cold-start/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-new-beer-five-window-cold-start/train.parquet rename to join-beeradvocate/tasks/new-beer-five-window-cold-start/train.parquet diff --git a/join-beeradvocate/tasks/new-beer-repeat-cold-start/manifest.yaml b/join-beeradvocate/tasks/new-beer-repeat-cold-start/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e93c96d6803bc25e7ec5f8688821dd6e8c636dff --- /dev/null +++ b/join-beeradvocate/tasks/new-beer-repeat-cold-start/manifest.yaml @@ -0,0 +1,10 @@ +name: new-beer-repeat-cold-start +kind: external +task_type: binary_classification +description: Whether a newly-reviewed beer will get any subsequent reviews within its first lookforward windows. +entity_table: beers +entity_col: beer_id +target_col: will_repeat +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-new-beer-repeat-cold-start/train.parquet b/join-beeradvocate/tasks/new-beer-repeat-cold-start/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-new-beer-repeat-cold-start/train.parquet rename to join-beeradvocate/tasks/new-beer-repeat-cold-start/train.parquet diff --git a/join-beeradvocate/tasks/new-beer-repeat-long-cold-start/manifest.yaml b/join-beeradvocate/tasks/new-beer-repeat-long-cold-start/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fa572ad6187da866cfeeb8ca768fc06b504597c2 --- /dev/null +++ b/join-beeradvocate/tasks/new-beer-repeat-long-cold-start/manifest.yaml @@ -0,0 +1,10 @@ +name: new-beer-repeat-long-cold-start +kind: external +task_type: binary_classification +description: Whether a newly-introduced beer survives a longer cold-start review horizon. +entity_table: beers +entity_col: beer_id +target_col: will_repeat_long +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-new-beer-repeat-long-cold-start/train.parquet b/join-beeradvocate/tasks/new-beer-repeat-long-cold-start/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-new-beer-repeat-long-cold-start/train.parquet rename to join-beeradvocate/tasks/new-beer-repeat-long-cold-start/train.parquet diff --git a/join-beeradvocate/tasks/new-beer-three-window-cold-start/manifest.yaml b/join-beeradvocate/tasks/new-beer-three-window-cold-start/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..270691c9bd3029e7af58789bfb6d9c4cd0fa4922 --- /dev/null +++ b/join-beeradvocate/tasks/new-beer-three-window-cold-start/manifest.yaml @@ -0,0 +1,10 @@ +name: new-beer-three-window-cold-start +kind: external +task_type: binary_classification +description: Whether a newly-introduced beer garners any review across a 3-window cold-start horizon. +entity_table: beers +entity_col: beer_id +target_col: three_window_reviewed +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-new-beer-three-window-cold-start/train.parquet b/join-beeradvocate/tasks/new-beer-three-window-cold-start/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-new-beer-three-window-cold-start/train.parquet rename to join-beeradvocate/tasks/new-beer-three-window-cold-start/train.parquet diff --git a/join-beeradvocate/tasks/new-beer-tight-cold-start/manifest.yaml b/join-beeradvocate/tasks/new-beer-tight-cold-start/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..83d93b8ca0b64ce99fe4d1e6e3b9159c2da1905b --- /dev/null +++ b/join-beeradvocate/tasks/new-beer-tight-cold-start/manifest.yaml @@ -0,0 +1,10 @@ +name: new-beer-tight-cold-start +kind: external +task_type: binary_classification +description: Whether a newly-rated beer receives another review in its very first window (tight horizon). +entity_table: beers +entity_col: beer_id +target_col: tight_reviewed +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-new-beer-tight-cold-start/train.parquet b/join-beeradvocate/tasks/new-beer-tight-cold-start/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-new-beer-tight-cold-start/train.parquet rename to join-beeradvocate/tasks/new-beer-tight-cold-start/train.parquet diff --git a/join-beeradvocate/tasks/new-reviewer-five-window-cold-start/manifest.yaml b/join-beeradvocate/tasks/new-reviewer-five-window-cold-start/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b1959cb3dc0993eb4349c106732f72d24becf7c4 --- /dev/null +++ b/join-beeradvocate/tasks/new-reviewer-five-window-cold-start/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-five-window-cold-start +kind: external +task_type: binary_classification +description: Whether a first-time reviewer demonstrates durable engagement over a 5-window cold-start horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: five_window_active +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-new-reviewer-five-window-cold-start/train.parquet b/join-beeradvocate/tasks/new-reviewer-five-window-cold-start/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-new-reviewer-five-window-cold-start/train.parquet rename to join-beeradvocate/tasks/new-reviewer-five-window-cold-start/train.parquet diff --git a/join-beeradvocate/tasks/new-reviewer-repeat-cold-start/manifest.yaml b/join-beeradvocate/tasks/new-reviewer-repeat-cold-start/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1274b2a2a31bb13f6f5a4d1fe5da434c125b52d2 --- /dev/null +++ b/join-beeradvocate/tasks/new-reviewer-repeat-cold-start/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-repeat-cold-start +kind: external +task_type: binary_classification +description: Whether a brand-new reviewer will post any repeat review within their first lookforward windows. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_repeat +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-new-reviewer-repeat-cold-start/train.parquet b/join-beeradvocate/tasks/new-reviewer-repeat-cold-start/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-new-reviewer-repeat-cold-start/train.parquet rename to join-beeradvocate/tasks/new-reviewer-repeat-cold-start/train.parquet diff --git a/join-beeradvocate/tasks/new-reviewer-repeat-long-cold-start/manifest.yaml b/join-beeradvocate/tasks/new-reviewer-repeat-long-cold-start/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..66e9d62de788d8126857cb3c06ac85889dbe6180 --- /dev/null +++ b/join-beeradvocate/tasks/new-reviewer-repeat-long-cold-start/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-repeat-long-cold-start +kind: external +task_type: binary_classification +description: Whether a brand-new reviewer stays engaged across a longer cold-start horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: will_repeat_long +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-new-reviewer-repeat-long-cold-start/train.parquet b/join-beeradvocate/tasks/new-reviewer-repeat-long-cold-start/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-new-reviewer-repeat-long-cold-start/train.parquet rename to join-beeradvocate/tasks/new-reviewer-repeat-long-cold-start/train.parquet diff --git a/join-beeradvocate/tasks/new-reviewer-three-window-cold-start/manifest.yaml b/join-beeradvocate/tasks/new-reviewer-three-window-cold-start/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..90c747f95483339ba9f36aefb2a73ea87dd62311 --- /dev/null +++ b/join-beeradvocate/tasks/new-reviewer-three-window-cold-start/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-three-window-cold-start +kind: external +task_type: binary_classification +description: Whether a first-time reviewer posts any review over a 3-window cold-start horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: three_window_active +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-new-reviewer-three-window-cold-start/train.parquet b/join-beeradvocate/tasks/new-reviewer-three-window-cold-start/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-new-reviewer-three-window-cold-start/train.parquet rename to join-beeradvocate/tasks/new-reviewer-three-window-cold-start/train.parquet diff --git a/join-beeradvocate/tasks/new-reviewer-tight-cold-start/manifest.yaml b/join-beeradvocate/tasks/new-reviewer-tight-cold-start/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cf89ea4346834a977e97f0236369006dbf947ab5 --- /dev/null +++ b/join-beeradvocate/tasks/new-reviewer-tight-cold-start/manifest.yaml @@ -0,0 +1,10 @@ +name: new-reviewer-tight-cold-start +kind: external +task_type: binary_classification +description: Whether a first-time reviewer is active in the very first window after joining (tight horizon). +entity_table: reviewers +entity_col: reviewer_id +target_col: tight_active +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-new-reviewer-tight-cold-start/train.parquet b/join-beeradvocate/tasks/new-reviewer-tight-cold-start/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-new-reviewer-tight-cold-start/train.parquet rename to join-beeradvocate/tasks/new-reviewer-tight-cold-start/train.parquet diff --git a/join-beeradvocate/tasks/reviewer-churn/manifest.yaml b/join-beeradvocate/tasks/reviewer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f0d54708e10ca2c542ce646d4fbc3433725565e5 --- /dev/null +++ b/join-beeradvocate/tasks/reviewer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-churn +kind: external +task_type: binary_classification +description: Predict whether a reviewer will write zero reviews in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: predict_reviewer_churn +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-churn/train.parquet b/join-beeradvocate/tasks/reviewer-churn/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-reviewer-churn/train.parquet rename to join-beeradvocate/tasks/reviewer-churn/train.parquet diff --git a/join-beeradvocate/tasks/reviewer-distinct-beers/manifest.yaml b/join-beeradvocate/tasks/reviewer-distinct-beers/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..357c6c16c21caea160b89b9298ed9cc08c779c8e --- /dev/null +++ b/join-beeradvocate/tasks/reviewer-distinct-beers/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-distinct-beers +kind: external +task_type: regression +description: Predict how many distinct beers a reviewer will review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: distinct_beers +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-distinct-beers/train.parquet b/join-beeradvocate/tasks/reviewer-distinct-beers/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-reviewer-distinct-beers/train.parquet rename to join-beeradvocate/tasks/reviewer-distinct-beers/train.parquet diff --git a/join-beeradvocate/tasks/reviewer-extended-count/manifest.yaml b/join-beeradvocate/tasks/reviewer-extended-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4ffc0591ba232d421cd40683b364350de7df276b --- /dev/null +++ b/join-beeradvocate/tasks/reviewer-extended-count/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-extended-count +kind: external +task_type: regression +description: Number of reviews by reviewer over extended horizon. +entity_table: reviewers +entity_col: reviewer_id +target_col: long_reviews +time_col: timestamp +timedelta: 158 days 02:33:14.370000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-extended-count/train.parquet b/join-beeradvocate/tasks/reviewer-extended-count/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-reviewer-extended-count/train.parquet rename to join-beeradvocate/tasks/reviewer-extended-count/train.parquet diff --git a/join-beeradvocate/tasks/reviewer-gives-perfect-rare/manifest.yaml b/join-beeradvocate/tasks/reviewer-gives-perfect-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..11f7b2592b9cbd05ec58bdacad5e81f6dc3f9c62 --- /dev/null +++ b/join-beeradvocate/tasks/reviewer-gives-perfect-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-gives-perfect-rare +kind: external +task_type: binary_classification +description: Whether the reviewer awards a perfect overall 5.0 to any beer next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: gives_perfect_score +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-gives-perfect-rare/train.parquet b/join-beeradvocate/tasks/reviewer-gives-perfect-rare/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-reviewer-gives-perfect-rare/train.parquet rename to join-beeradvocate/tasks/reviewer-gives-perfect-rare/train.parquet diff --git a/join-beeradvocate/tasks/reviewer-gives-zero-rare/manifest.yaml b/join-beeradvocate/tasks/reviewer-gives-zero-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..06765f1e04ccea1b5e14943f3f739545e6094ff6 --- /dev/null +++ b/join-beeradvocate/tasks/reviewer-gives-zero-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-gives-zero-rare +kind: external +task_type: binary_classification +description: Whether the reviewer posts a review with overall score of 0 (pan) next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: gives_zero_overall +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-gives-zero-rare/train.parquet b/join-beeradvocate/tasks/reviewer-gives-zero-rare/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-reviewer-gives-zero-rare/train.parquet rename to join-beeradvocate/tasks/reviewer-gives-zero-rare/train.parquet diff --git a/join-beeradvocate/tasks/reviewer-harsh-rater/manifest.yaml b/join-beeradvocate/tasks/reviewer-harsh-rater/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..11bbdd01d7d5e61bbc92e234fc16e8dc54078eb2 --- /dev/null +++ b/join-beeradvocate/tasks/reviewer-harsh-rater/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-harsh-rater +kind: external +task_type: binary_classification +description: Whether reviewer's mean overall rating is below 3 next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: harsh_reviewer +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-harsh-rater/train.parquet b/join-beeradvocate/tasks/reviewer-harsh-rater/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-reviewer-harsh-rater/train.parquet rename to join-beeradvocate/tasks/reviewer-harsh-rater/train.parquet diff --git a/join-beeradvocate/tasks/reviewer-harsh-review/manifest.yaml b/join-beeradvocate/tasks/reviewer-harsh-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..87decfb54c19344925072e70e6d7ff3d98f47f94 --- /dev/null +++ b/join-beeradvocate/tasks/reviewer-harsh-review/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-harsh-review +kind: external +task_type: binary_classification +description: Whether the reviewer gives at least one overall rating at or below 2.0 next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: harsh_reviewer +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-harsh-review/train.parquet b/join-beeradvocate/tasks/reviewer-harsh-review/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-reviewer-harsh-review/train.parquet rename to join-beeradvocate/tasks/reviewer-harsh-review/train.parquet diff --git a/join-beeradvocate/tasks/reviewer-has-review/manifest.yaml b/join-beeradvocate/tasks/reviewer-has-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..03c171a9fe81aaf3df2563b965e781f93424c6a5 --- /dev/null +++ b/join-beeradvocate/tasks/reviewer-has-review/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-has-review +kind: external +task_type: binary_classification +description: Predict whether a reviewer will submit any review in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: predict_reviewer_has_review +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-has-review/train.parquet b/join-beeradvocate/tasks/reviewer-has-review/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-reviewer-has-review/train.parquet rename to join-beeradvocate/tasks/reviewer-has-review/train.parquet diff --git a/join-beeradvocate/tasks/reviewer-long-review/manifest.yaml b/join-beeradvocate/tasks/reviewer-long-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c66379cb384b4e1b1e0be40e6ce2d3711374b2cf --- /dev/null +++ b/join-beeradvocate/tasks/reviewer-long-review/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-long-review +kind: external +task_type: binary_classification +description: Whether reviewer's longest review next window exceeds 1500 chars. +entity_table: reviewers +entity_col: reviewer_id +target_col: writes_long +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-long-review/train.parquet b/join-beeradvocate/tasks/reviewer-long-review/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-reviewer-long-review/train.parquet rename to join-beeradvocate/tasks/reviewer-long-review/train.parquet diff --git a/join-beeradvocate/tasks/reviewer-mean-overall-given/manifest.yaml b/join-beeradvocate/tasks/reviewer-mean-overall-given/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4131e156cd6c40126b738f856471cd9035c94707 --- /dev/null +++ b/join-beeradvocate/tasks/reviewer-mean-overall-given/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-mean-overall-given +kind: external +task_type: regression +description: Mean overall rating this reviewer assigns next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_over_given +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-mean-overall-given/train.parquet b/join-beeradvocate/tasks/reviewer-mean-overall-given/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-reviewer-mean-overall-given/train.parquet rename to join-beeradvocate/tasks/reviewer-mean-overall-given/train.parquet diff --git a/join-beeradvocate/tasks/reviewer-mean-overall/manifest.yaml b/join-beeradvocate/tasks/reviewer-mean-overall/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b361767f7a82bd112957c8092b1ee7cef8c2df45 --- /dev/null +++ b/join-beeradvocate/tasks/reviewer-mean-overall/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-mean-overall +kind: external +task_type: regression +description: Mean overall rating the reviewer gives next window (generosity indicator). +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_reviewer_rating +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-mean-overall/train.parquet b/join-beeradvocate/tasks/reviewer-mean-overall/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-reviewer-mean-overall/train.parquet rename to join-beeradvocate/tasks/reviewer-mean-overall/train.parquet diff --git a/join-beeradvocate/tasks/reviewer-mean-taste/manifest.yaml b/join-beeradvocate/tasks/reviewer-mean-taste/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dff8c8ae0bdfa518a4603f3d7bec8be0255c6710 --- /dev/null +++ b/join-beeradvocate/tasks/reviewer-mean-taste/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-mean-taste +kind: external +task_type: regression +description: Mean taste rating assigned by this reviewer next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: avg_taste_given +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-mean-taste/train.parquet b/join-beeradvocate/tasks/reviewer-mean-taste/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-reviewer-mean-taste/train.parquet rename to join-beeradvocate/tasks/reviewer-mean-taste/train.parquet diff --git a/join-beeradvocate/tasks/reviewer-return/manifest.yaml b/join-beeradvocate/tasks/reviewer-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e87bc37e8c40ba8413c181f67f55f666754a0d55 --- /dev/null +++ b/join-beeradvocate/tasks/reviewer-return/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-return +kind: external +task_type: binary_classification +description: Predict whether a reviewer who was inactive in the current window returns to post reviews in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: reviewer_return +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-return/train.parquet b/join-beeradvocate/tasks/reviewer-return/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-reviewer-return/train.parquet rename to join-beeradvocate/tasks/reviewer-return/train.parquet diff --git a/join-beeradvocate/tasks/reviewer-review-count/manifest.yaml b/join-beeradvocate/tasks/reviewer-review-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2aef4033fa5d94d7766c464638c3e107a78a9afa --- /dev/null +++ b/join-beeradvocate/tasks/reviewer-review-count/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-count +kind: external +task_type: regression +description: Predict the number of reviews a reviewer will write in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: predict_reviewer_review_count +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-review-count/train.parquet b/join-beeradvocate/tasks/reviewer-review-count/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-reviewer-review-count/train.parquet rename to join-beeradvocate/tasks/reviewer-review-count/train.parquet diff --git a/join-beeradvocate/tasks/reviewer-review-existence/manifest.yaml b/join-beeradvocate/tasks/reviewer-review-existence/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..06712afe41f9f6b3fbbf84071837c35898674bfa --- /dev/null +++ b/join-beeradvocate/tasks/reviewer-review-existence/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-existence +kind: external +task_type: binary_classification +description: Whether the reviewer writes any review in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: has_review_next +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-review-existence/train.parquet b/join-beeradvocate/tasks/reviewer-review-existence/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-reviewer-review-existence/train.parquet rename to join-beeradvocate/tasks/reviewer-review-existence/train.parquet diff --git a/join-beeradvocate/tasks/reviewer-review-length-change/manifest.yaml b/join-beeradvocate/tasks/reviewer-review-length-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..abdd0095240c958d8d899d021699e7e064695bd8 --- /dev/null +++ b/join-beeradvocate/tasks/reviewer-review-length-change/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-length-change +kind: external +task_type: regression +description: Predict the change in mean review length written by a reviewer between the current and next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: review_length_change +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-review-length-change/train.parquet b/join-beeradvocate/tasks/reviewer-review-length-change/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-reviewer-review-length-change/train.parquet rename to join-beeradvocate/tasks/reviewer-review-length-change/train.parquet diff --git a/join-beeradvocate/tasks/reviewer-review-length/manifest.yaml b/join-beeradvocate/tasks/reviewer-review-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a6c1691e40a8704006d3ec3b75785b6e6edfdffb --- /dev/null +++ b/join-beeradvocate/tasks/reviewer-review-length/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-review-length +kind: external +task_type: regression +description: Predict the mean review length written by a reviewer in the next time window +entity_table: reviewers +entity_col: reviewer_id +target_col: pred_review_len +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-review-length/train.parquet b/join-beeradvocate/tasks/reviewer-review-length/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-reviewer-review-length/train.parquet rename to join-beeradvocate/tasks/reviewer-review-length/train.parquet diff --git a/join-beeradvocate/tasks/reviewer-sum-review-len/manifest.yaml b/join-beeradvocate/tasks/reviewer-sum-review-len/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e1238e2be5e80579c1143e4a63a6408eff6fcc45 --- /dev/null +++ b/join-beeradvocate/tasks/reviewer-sum-review-len/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-sum-review-len +kind: external +task_type: regression +description: Sum of review lengths written by reviewer next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: total_words +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-sum-review-len/train.parquet b/join-beeradvocate/tasks/reviewer-sum-review-len/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-reviewer-sum-review-len/train.parquet rename to join-beeradvocate/tasks/reviewer-sum-review-len/train.parquet diff --git a/join-beeradvocate/tasks/reviewer-top-active/manifest.yaml b/join-beeradvocate/tasks/reviewer-top-active/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e42d74195a1c0da307cfc34bb19040493f9ea790 --- /dev/null +++ b/join-beeradvocate/tasks/reviewer-top-active/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-top-active +kind: external +task_type: binary_classification +description: Predict whether a reviewer will be in the top 25% most active (by review count) in the next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: top_active_reviewer +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-top-active/train.parquet b/join-beeradvocate/tasks/reviewer-top-active/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-reviewer-top-active/train.parquet rename to join-beeradvocate/tasks/reviewer-top-active/train.parquet diff --git a/join-beeradvocate/tasks/reviewer-writes-epic-rare/manifest.yaml b/join-beeradvocate/tasks/reviewer-writes-epic-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d2f5653d0e2205f71528ae3b080be343e7d9ffea --- /dev/null +++ b/join-beeradvocate/tasks/reviewer-writes-epic-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: reviewer-writes-epic-rare +kind: external +task_type: binary_classification +description: Whether the reviewer writes an epic-length review (>=3000 chars) next window. +entity_table: reviewers +entity_col: reviewer_id +target_col: writes_epic_review +time_col: timestamp +timedelta: 52 days 16:51:04.790000 +manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-writes-epic-rare/train.parquet b/join-beeradvocate/tasks/reviewer-writes-epic-rare/train.parquet similarity index 100% rename from thejoin-beeradvocate/tasks/predict-reviewer-writes-epic-rare/train.parquet rename to join-beeradvocate/tasks/reviewer-writes-epic-rare/train.parquet diff --git a/thejoin-berka/db/accounts.parquet b/join-berka/db/accounts.parquet similarity index 100% rename from thejoin-berka/db/accounts.parquet rename to join-berka/db/accounts.parquet diff --git a/thejoin-berka/db/cards.parquet b/join-berka/db/cards.parquet similarity index 100% rename from thejoin-berka/db/cards.parquet rename to join-berka/db/cards.parquet diff --git a/thejoin-berka/db/clients.parquet b/join-berka/db/clients.parquet similarity index 100% rename from thejoin-berka/db/clients.parquet rename to join-berka/db/clients.parquet diff --git a/thejoin-berka/db/disp.parquet b/join-berka/db/disp.parquet similarity index 100% rename from thejoin-berka/db/disp.parquet rename to join-berka/db/disp.parquet diff --git a/thejoin-berka/db/district.parquet b/join-berka/db/district.parquet similarity index 100% rename from thejoin-berka/db/district.parquet rename to join-berka/db/district.parquet diff --git a/thejoin-berka/db/loans.parquet b/join-berka/db/loans.parquet similarity index 100% rename from thejoin-berka/db/loans.parquet rename to join-berka/db/loans.parquet diff --git a/thejoin-berka/db/orders.parquet b/join-berka/db/orders.parquet similarity index 100% rename from thejoin-berka/db/orders.parquet rename to join-berka/db/orders.parquet diff --git a/thejoin-berka/db/transactions.parquet b/join-berka/db/transactions.parquet similarity index 100% rename from thejoin-berka/db/transactions.parquet rename to join-berka/db/transactions.parquet diff --git a/join-berka/manifest.yaml b/join-berka/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f4cbf15a0e95a2690175578a62c3a79ec00f4d24 --- /dev/null +++ b/join-berka/manifest.yaml @@ -0,0 +1,45 @@ +name: join-berka +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + accounts: + pkey: account_id + time_col: date + fkeys: + district_id: district + cards: + pkey: card_id + time_col: issued + fkeys: + disp_id: disp + clients: + pkey: client_id + time_col: null + fkeys: + district_id: district + disp: + pkey: disp_id + time_col: null + fkeys: + client_id: clients + account_id: accounts + district: + pkey: district_id + time_col: null + fkeys: {} + loans: + pkey: loan_id + time_col: date + fkeys: + account_id: accounts + orders: + pkey: order_id + time_col: null + fkeys: + account_id: accounts + transactions: + pkey: trans_id + time_col: date + fkeys: + account_id: accounts diff --git a/join-berka/tasks/account-active-day-streak/manifest.yaml b/join-berka/tasks/account-active-day-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2c35859fdffd052071d3308463e7a6a2c8321889 --- /dev/null +++ b/join-berka/tasks/account-active-day-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: account-active-day-streak +kind: external +task_type: regression +description: Longest consecutive sub-period streak of transaction activity in next window. +entity_table: accounts +entity_col: account_id +target_col: active_streak +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-active-day-streak/train.parquet b/join-berka/tasks/account-active-day-streak/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-active-day-streak/train.parquet rename to join-berka/tasks/account-active-day-streak/train.parquet diff --git a/join-berka/tasks/account-adopts-new-counterparty-bank/manifest.yaml b/join-berka/tasks/account-adopts-new-counterparty-bank/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..48705c89819ef293454daf8f9c806c8a07f67555 --- /dev/null +++ b/join-berka/tasks/account-adopts-new-counterparty-bank/manifest.yaml @@ -0,0 +1,10 @@ +name: account-adopts-new-counterparty-bank +kind: external +task_type: binary_classification +description: Whether the account transacts with a counterparty bank it has never dealt with before. +entity_table: accounts +entity_col: account_id +target_col: adopts_new_bank +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-adopts-new-counterparty-bank/train.parquet b/join-berka/tasks/account-adopts-new-counterparty-bank/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-adopts-new-counterparty-bank/train.parquet rename to join-berka/tasks/account-adopts-new-counterparty-bank/train.parquet diff --git a/join-berka/tasks/account-adopts-new-ksymbol/manifest.yaml b/join-berka/tasks/account-adopts-new-ksymbol/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3a44bd4b0e042fd67a58ef8a1d3ba4e3897f79f1 --- /dev/null +++ b/join-berka/tasks/account-adopts-new-ksymbol/manifest.yaml @@ -0,0 +1,10 @@ +name: account-adopts-new-ksymbol +kind: external +task_type: binary_classification +description: Whether the account introduces a new payment purpose (k_symbol) it has never previously used. +entity_table: accounts +entity_col: account_id +target_col: adopts_new_ksymbol +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-adopts-new-ksymbol/train.parquet b/join-berka/tasks/account-adopts-new-ksymbol/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-adopts-new-ksymbol/train.parquet rename to join-berka/tasks/account-adopts-new-ksymbol/train.parquet diff --git a/join-berka/tasks/account-adopts-new-operation/manifest.yaml b/join-berka/tasks/account-adopts-new-operation/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b9c66cc59f809f9ba320c47131e17b765e20768c --- /dev/null +++ b/join-berka/tasks/account-adopts-new-operation/manifest.yaml @@ -0,0 +1,10 @@ +name: account-adopts-new-operation +kind: external +task_type: binary_classification +description: Whether the account performs a transaction operation type it has never used before next window. +entity_table: accounts +entity_col: account_id +target_col: adopts_new_operation +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-adopts-new-operation/train.parquet b/join-berka/tasks/account-adopts-new-operation/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-adopts-new-operation/train.parquet rename to join-berka/tasks/account-adopts-new-operation/train.parquet diff --git a/join-berka/tasks/account-amount-trend-reversal/manifest.yaml b/join-berka/tasks/account-amount-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..97fb385d81ea0f41f0b2dae6ed73862fd8080210 --- /dev/null +++ b/join-berka/tasks/account-amount-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: account-amount-trend-reversal +kind: external +task_type: binary_classification +description: Whether the direction of change in mean transaction amount flips between current and next window. +entity_table: accounts +entity_col: account_id +target_col: amount_trend_reverses +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-amount-trend-reversal/train.parquet b/join-berka/tasks/account-amount-trend-reversal/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-amount-trend-reversal/train.parquet rename to join-berka/tasks/account-amount-trend-reversal/train.parquet diff --git a/join-berka/tasks/account-amount-volatility/manifest.yaml b/join-berka/tasks/account-amount-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..48ffbebd09a4d4195b1fbc3d43b46eed0d337029 --- /dev/null +++ b/join-berka/tasks/account-amount-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: account-amount-volatility +kind: external +task_type: regression +description: Predict the standard deviation of transaction amounts for an account next window. +entity_table: accounts +entity_col: account_id +target_col: amount_std +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-amount-volatility/train.parquet b/join-berka/tasks/account-amount-volatility/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-amount-volatility/train.parquet rename to join-berka/tasks/account-amount-volatility/train.parquet diff --git a/join-berka/tasks/account-balance-change/manifest.yaml b/join-berka/tasks/account-balance-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6b4d79fcc438d9e03aa6e6aeef3ffb650d95979b --- /dev/null +++ b/join-berka/tasks/account-balance-change/manifest.yaml @@ -0,0 +1,10 @@ +name: account-balance-change +kind: external +task_type: regression +description: Predict the change in an account's mean balance between current and next window. +entity_table: accounts +entity_col: account_id +target_col: balance_delta +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-balance-change/train.parquet b/join-berka/tasks/account-balance-change/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-balance-change/train.parquet rename to join-berka/tasks/account-balance-change/train.parquet diff --git a/join-berka/tasks/account-balance-trend-reversal/manifest.yaml b/join-berka/tasks/account-balance-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e8ecd5e507cba2e754a00f91d068114441ee288a --- /dev/null +++ b/join-berka/tasks/account-balance-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: account-balance-trend-reversal +kind: external +task_type: binary_classification +description: Whether direction of change in mean account balance flips between current and next window. +entity_table: accounts +entity_col: account_id +target_col: balance_trend_reverses +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-balance-trend-reversal/train.parquet b/join-berka/tasks/account-balance-trend-reversal/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-balance-trend-reversal/train.parquet rename to join-berka/tasks/account-balance-trend-reversal/train.parquet diff --git a/join-berka/tasks/account-balance-trend/manifest.yaml b/join-berka/tasks/account-balance-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ce031d5fd59b4313c32cf07e7f99679dcade18a4 --- /dev/null +++ b/join-berka/tasks/account-balance-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: account-balance-trend +kind: external +task_type: binary_classification +description: Predict whether an account's mean balance will increase next window compared to the current window. +entity_table: accounts +entity_col: account_id +target_col: balance_trend_up +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-balance-trend/train.parquet b/join-berka/tasks/account-balance-trend/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-balance-trend/train.parquet rename to join-berka/tasks/account-balance-trend/train.parquet diff --git a/join-berka/tasks/account-balance-volatility/manifest.yaml b/join-berka/tasks/account-balance-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1f7495683a2aa4b5cc2f5a461133006b9a671df2 --- /dev/null +++ b/join-berka/tasks/account-balance-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: account-balance-volatility +kind: external +task_type: regression +description: Predict the standard deviation of an account's balance across transactions next window. +entity_table: accounts +entity_col: account_id +target_col: balance_std +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-balance-volatility/train.parquet b/join-berka/tasks/account-balance-volatility/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-balance-volatility/train.parquet rename to join-berka/tasks/account-balance-volatility/train.parquet diff --git a/join-berka/tasks/account-beats-frequency-peer-mean-balance/manifest.yaml b/join-berka/tasks/account-beats-frequency-peer-mean-balance/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..879c740a69e937630130ab5171ca80144d4ec169 --- /dev/null +++ b/join-berka/tasks/account-beats-frequency-peer-mean-balance/manifest.yaml @@ -0,0 +1,10 @@ +name: account-beats-frequency-peer-mean-balance +kind: external +task_type: binary_classification +description: Whether the account's mean balance exceeds the mean of its transaction-type peer group next window. +entity_table: accounts +entity_col: account_id +target_col: beats_peer_balance +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-beats-frequency-peer-mean-balance/train.parquet b/join-berka/tasks/account-beats-frequency-peer-mean-balance/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-beats-frequency-peer-mean-balance/train.parquet rename to join-berka/tasks/account-beats-frequency-peer-mean-balance/train.parquet diff --git a/join-berka/tasks/account-beats-operation-peer-mean-amount/manifest.yaml b/join-berka/tasks/account-beats-operation-peer-mean-amount/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e842db9b1abfced781091fa2db30e0a4e332cf2b --- /dev/null +++ b/join-berka/tasks/account-beats-operation-peer-mean-amount/manifest.yaml @@ -0,0 +1,10 @@ +name: account-beats-operation-peer-mean-amount +kind: external +task_type: binary_classification +description: Whether account's mean transaction amount beats peer-group mean grouped by operation type next window. +entity_table: accounts +entity_col: account_id +target_col: beats_peer_amount +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-beats-operation-peer-mean-amount/train.parquet b/join-berka/tasks/account-beats-operation-peer-mean-amount/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-beats-operation-peer-mean-amount/train.parquet rename to join-berka/tasks/account-beats-operation-peer-mean-amount/train.parquet diff --git a/join-berka/tasks/account-days-until-next-transaction/manifest.yaml b/join-berka/tasks/account-days-until-next-transaction/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7248f7cd9986d357431b8db505516f1952a06a3b --- /dev/null +++ b/join-berka/tasks/account-days-until-next-transaction/manifest.yaml @@ -0,0 +1,10 @@ +name: account-days-until-next-transaction +kind: external +task_type: regression +description: Days until the account's next transaction event. +entity_table: accounts +entity_col: account_id +target_col: days_to_next_txn +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-days-until-next-transaction/train.parquet b/join-berka/tasks/account-days-until-next-transaction/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-days-until-next-transaction/train.parquet rename to join-berka/tasks/account-days-until-next-transaction/train.parquet diff --git a/join-berka/tasks/account-distinct-banks/manifest.yaml b/join-berka/tasks/account-distinct-banks/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..81b7f1306d5e5cf3d223466c4410f6b9852bbeb0 --- /dev/null +++ b/join-berka/tasks/account-distinct-banks/manifest.yaml @@ -0,0 +1,10 @@ +name: account-distinct-banks +kind: external +task_type: regression +description: Predict how many distinct partner banks an account transacts with next window. +entity_table: accounts +entity_col: account_id +target_col: distinct_banks +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-distinct-banks/train.parquet b/join-berka/tasks/account-distinct-banks/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-distinct-banks/train.parquet rename to join-berka/tasks/account-distinct-banks/train.parquet diff --git a/join-berka/tasks/account-distinct-counterparties/manifest.yaml b/join-berka/tasks/account-distinct-counterparties/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..153dfe5cbb396f0a549d30dd1efa83ae923bb77e --- /dev/null +++ b/join-berka/tasks/account-distinct-counterparties/manifest.yaml @@ -0,0 +1,10 @@ +name: account-distinct-counterparties +kind: external +task_type: regression +description: Count of distinct counterparty account numbers the entity interacts with next window. +entity_table: accounts +entity_col: account_id +target_col: distinct_counterparties +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-distinct-counterparties/train.parquet b/join-berka/tasks/account-distinct-counterparties/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-distinct-counterparties/train.parquet rename to join-berka/tasks/account-distinct-counterparties/train.parquet diff --git a/join-berka/tasks/account-distinct-counterparty-banks/manifest.yaml b/join-berka/tasks/account-distinct-counterparty-banks/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a6ada1ef8b2e397cfeddc82f5b07ea8881ba62ae --- /dev/null +++ b/join-berka/tasks/account-distinct-counterparty-banks/manifest.yaml @@ -0,0 +1,10 @@ +name: account-distinct-counterparty-banks +kind: external +task_type: regression +description: Number of distinct counterparty banks the account transacts with next window. +entity_table: accounts +entity_col: account_id +target_col: distinct_banks +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-distinct-counterparty-banks/train.parquet b/join-berka/tasks/account-distinct-counterparty-banks/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-distinct-counterparty-banks/train.parquet rename to join-berka/tasks/account-distinct-counterparty-banks/train.parquet diff --git a/join-berka/tasks/account-first-card-issuance/manifest.yaml b/join-berka/tasks/account-first-card-issuance/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..76d71790400f9b13c60217d2aab528d6ee5df9e7 --- /dev/null +++ b/join-berka/tasks/account-first-card-issuance/manifest.yaml @@ -0,0 +1,10 @@ +name: account-first-card-issuance +kind: external +task_type: binary_classification +description: Whether any disposition tied to this account experiences its first card issuance next window. +entity_table: accounts +entity_col: account_id +target_col: first_card_issued +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-first-card-issuance/train.parquet b/join-berka/tasks/account-first-card-issuance/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-first-card-issuance/train.parquet rename to join-berka/tasks/account-first-card-issuance/train.parquet diff --git a/join-berka/tasks/account-has-transaction/manifest.yaml b/join-berka/tasks/account-has-transaction/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7a9aefab2fa4cff404fb4f5e5b9ee95f93730820 --- /dev/null +++ b/join-berka/tasks/account-has-transaction/manifest.yaml @@ -0,0 +1,10 @@ +name: account-has-transaction +kind: external +task_type: binary_classification +description: Predict whether an account will have any transaction activity in the next time window. +entity_table: accounts +entity_col: account_id +target_col: has_transaction +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-has-transaction/train.parquet b/join-berka/tasks/account-has-transaction/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-has-transaction/train.parquet rename to join-berka/tasks/account-has-transaction/train.parquet diff --git a/join-berka/tasks/account-high-balance/manifest.yaml b/join-berka/tasks/account-high-balance/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..55f0495f651b8a3ad202c75a4c38b9c661bb333b --- /dev/null +++ b/join-berka/tasks/account-high-balance/manifest.yaml @@ -0,0 +1,10 @@ +name: account-high-balance +kind: external +task_type: binary_classification +description: Predict whether an account will have a mean balance above 40000 in the next time window. +entity_table: accounts +entity_col: account_id +target_col: is_high_balance +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-high-balance/train.parquet b/join-berka/tasks/account-high-balance/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-high-balance/train.parquet rename to join-berka/tasks/account-high-balance/train.parquet diff --git a/join-berka/tasks/account-high-volume/manifest.yaml b/join-berka/tasks/account-high-volume/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0ca75a4ccaf5d140f77f299f3c8071331b3bb64d --- /dev/null +++ b/join-berka/tasks/account-high-volume/manifest.yaml @@ -0,0 +1,10 @@ +name: account-high-volume +kind: external +task_type: binary_classification +description: Predict whether an account's total transaction amount will exceed 10000 in the next time window. +entity_table: accounts +entity_col: account_id +target_col: is_high_volume +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-high-volume/train.parquet b/join-berka/tasks/account-high-volume/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-high-volume/train.parquet rename to join-berka/tasks/account-high-volume/train.parquet diff --git a/join-berka/tasks/account-log-loan-amount-sum-heavy-tail/manifest.yaml b/join-berka/tasks/account-log-loan-amount-sum-heavy-tail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e7c4d598b71371a240e362a493182fb0231871dd --- /dev/null +++ b/join-berka/tasks/account-log-loan-amount-sum-heavy-tail/manifest.yaml @@ -0,0 +1,10 @@ +name: account-log-loan-amount-sum-heavy-tail +kind: external +task_type: regression +description: Log1p of summed loan principal originated by the account next window. Heavily zero-dominated (few accounts ever take loans); large loans populate the extreme tail. +entity_table: accounts +entity_col: account_id +target_col: log_loan_amount_sum +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-log-loan-amount-sum-heavy-tail/train.parquet b/join-berka/tasks/account-log-loan-amount-sum-heavy-tail/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-log-loan-amount-sum-heavy-tail/train.parquet rename to join-berka/tasks/account-log-loan-amount-sum-heavy-tail/train.parquet diff --git a/join-berka/tasks/account-max-balance/manifest.yaml b/join-berka/tasks/account-max-balance/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a129749c28e5c3af9e2a056e0a3ba5d2caf69bf3 --- /dev/null +++ b/join-berka/tasks/account-max-balance/manifest.yaml @@ -0,0 +1,10 @@ +name: account-max-balance +kind: external +task_type: regression +description: Predict the maximum balance observed on an account in the next time window. +entity_table: accounts +entity_col: account_id +target_col: max_balance +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-max-balance/train.parquet b/join-berka/tasks/account-max-balance/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-max-balance/train.parquet rename to join-berka/tasks/account-max-balance/train.parquet diff --git a/join-berka/tasks/account-max-transaction-amount/manifest.yaml b/join-berka/tasks/account-max-transaction-amount/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..92860941236766cfd4e317fa4770f073a1b298b7 --- /dev/null +++ b/join-berka/tasks/account-max-transaction-amount/manifest.yaml @@ -0,0 +1,10 @@ +name: account-max-transaction-amount +kind: external +task_type: regression +description: Predict the largest single transaction amount recorded on an account in the next time window. +entity_table: accounts +entity_col: account_id +target_col: max_transaction_amount +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-max-transaction-amount/train.parquet b/join-berka/tasks/account-max-transaction-amount/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-max-transaction-amount/train.parquet rename to join-berka/tasks/account-max-transaction-amount/train.parquet diff --git a/join-berka/tasks/account-mean-balance/manifest.yaml b/join-berka/tasks/account-mean-balance/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0c3f139484bec2828cd7a4aa927c87cb4e95a266 --- /dev/null +++ b/join-berka/tasks/account-mean-balance/manifest.yaml @@ -0,0 +1,10 @@ +name: account-mean-balance +kind: external +task_type: regression +description: Predict the average account balance across all transactions in the next time window. +entity_table: accounts +entity_col: account_id +target_col: mean_balance +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-mean-balance/train.parquet b/join-berka/tasks/account-mean-balance/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-mean-balance/train.parquet rename to join-berka/tasks/account-mean-balance/train.parquet diff --git a/join-berka/tasks/account-mean-transaction-amount/manifest.yaml b/join-berka/tasks/account-mean-transaction-amount/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..24a6de0e14b891983cafe53f329d12b9ea10c089 --- /dev/null +++ b/join-berka/tasks/account-mean-transaction-amount/manifest.yaml @@ -0,0 +1,10 @@ +name: account-mean-transaction-amount +kind: external +task_type: regression +description: Predict the mean per-transaction amount for an account in the next time window. +entity_table: accounts +entity_col: account_id +target_col: mean_transaction_amount +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-mean-transaction-amount/train.parquet b/join-berka/tasks/account-mean-transaction-amount/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-mean-transaction-amount/train.parquet rename to join-berka/tasks/account-mean-transaction-amount/train.parquet diff --git a/join-berka/tasks/account-min-balance/manifest.yaml b/join-berka/tasks/account-min-balance/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..71c35aa6a2ae4ac8016ef53bb67a31cbff831ea1 --- /dev/null +++ b/join-berka/tasks/account-min-balance/manifest.yaml @@ -0,0 +1,10 @@ +name: account-min-balance +kind: external +task_type: regression +description: Predict the minimum balance (trough) observed on an account in the next time window. +entity_table: accounts +entity_col: account_id +target_col: min_balance +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-min-balance/train.parquet b/join-berka/tasks/account-min-balance/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-min-balance/train.parquet rename to join-berka/tasks/account-min-balance/train.parquet diff --git a/join-berka/tasks/account-overdraft-risk/manifest.yaml b/join-berka/tasks/account-overdraft-risk/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2410f0a2067b1dcb52650e2f424edf8ab686ffaa --- /dev/null +++ b/join-berka/tasks/account-overdraft-risk/manifest.yaml @@ -0,0 +1,10 @@ +name: account-overdraft-risk +kind: external +task_type: binary_classification +description: Predict whether an account will have a negative balance at some point in the next time window. +entity_table: accounts +entity_col: account_id +target_col: goes_negative +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-overdraft-risk/train.parquet b/join-berka/tasks/account-overdraft-risk/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-overdraft-risk/train.parquet rename to join-berka/tasks/account-overdraft-risk/train.parquet diff --git a/join-berka/tasks/account-repeats-last-ksymbol/manifest.yaml b/join-berka/tasks/account-repeats-last-ksymbol/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2ace7928dbda144c2d698ac05795fa36b4087709 --- /dev/null +++ b/join-berka/tasks/account-repeats-last-ksymbol/manifest.yaml @@ -0,0 +1,10 @@ +name: account-repeats-last-ksymbol +kind: external +task_type: binary_classification +description: Whether the account's next transaction has the same k_symbol as its most recent prior transaction. +entity_table: accounts +entity_col: account_id +target_col: repeats_last_ksymbol +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-repeats-last-ksymbol/train.parquet b/join-berka/tasks/account-repeats-last-ksymbol/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-repeats-last-ksymbol/train.parquet rename to join-berka/tasks/account-repeats-last-ksymbol/train.parquet diff --git a/join-berka/tasks/account-repeats-last-operation/manifest.yaml b/join-berka/tasks/account-repeats-last-operation/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6d9bbb8a8869d7c73523e372600eda2f1fdb4e3a --- /dev/null +++ b/join-berka/tasks/account-repeats-last-operation/manifest.yaml @@ -0,0 +1,10 @@ +name: account-repeats-last-operation +kind: external +task_type: binary_classification +description: Whether the account's next transaction shares the same operation type as its most recent prior transaction. +entity_table: accounts +entity_col: account_id +target_col: repeats_last_operation +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-repeats-last-operation/train.parquet b/join-berka/tasks/account-repeats-last-operation/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-repeats-last-operation/train.parquet rename to join-berka/tasks/account-repeats-last-operation/train.parquet diff --git a/join-berka/tasks/account-top-balance/manifest.yaml b/join-berka/tasks/account-top-balance/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..27e485b9f43e160f461f373bdf511204c4c067da --- /dev/null +++ b/join-berka/tasks/account-top-balance/manifest.yaml @@ -0,0 +1,10 @@ +name: account-top-balance +kind: external +task_type: binary_classification +description: Predict whether an account will be in the top 25% by mean balance next window. +entity_table: accounts +entity_col: account_id +target_col: top_balance +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-top-balance/train.parquet b/join-berka/tasks/account-top-balance/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-top-balance/train.parquet rename to join-berka/tasks/account-top-balance/train.parquet diff --git a/join-berka/tasks/account-transaction-amount-change/manifest.yaml b/join-berka/tasks/account-transaction-amount-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c6e621c3e4c3766f1abefb0ceedf9fa2ac6d6ec2 --- /dev/null +++ b/join-berka/tasks/account-transaction-amount-change/manifest.yaml @@ -0,0 +1,10 @@ +name: account-transaction-amount-change +kind: external +task_type: regression +description: Predict the change in an account's mean transaction amount between current and next window. +entity_table: accounts +entity_col: account_id +target_col: amount_delta +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-transaction-amount-change/train.parquet b/join-berka/tasks/account-transaction-amount-change/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-transaction-amount-change/train.parquet rename to join-berka/tasks/account-transaction-amount-change/train.parquet diff --git a/join-berka/tasks/account-transaction-amount-sum/manifest.yaml b/join-berka/tasks/account-transaction-amount-sum/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7e426c271bc4166c43ec73f6445b7932d3f12f0d --- /dev/null +++ b/join-berka/tasks/account-transaction-amount-sum/manifest.yaml @@ -0,0 +1,10 @@ +name: account-transaction-amount-sum +kind: external +task_type: regression +description: Predict the total transaction amount (credits and debits) for an account in the next time window. +entity_table: accounts +entity_col: account_id +target_col: total_transaction_amount +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-transaction-amount-sum/train.parquet b/join-berka/tasks/account-transaction-amount-sum/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-transaction-amount-sum/train.parquet rename to join-berka/tasks/account-transaction-amount-sum/train.parquet diff --git a/join-berka/tasks/account-transaction-churn/manifest.yaml b/join-berka/tasks/account-transaction-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8a6837ecb0e982f86333a2df58da28b1993e2491 --- /dev/null +++ b/join-berka/tasks/account-transaction-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: account-transaction-churn +kind: external +task_type: binary_classification +description: Predict whether an account will have no transactions in the next time window (inactive account). +entity_table: accounts +entity_col: account_id +target_col: no_transactions_next_window +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-transaction-churn/train.parquet b/join-berka/tasks/account-transaction-churn/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-transaction-churn/train.parquet rename to join-berka/tasks/account-transaction-churn/train.parquet diff --git a/join-berka/tasks/account-transaction-concentration/manifest.yaml b/join-berka/tasks/account-transaction-concentration/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0e02e190726df509013a747c4a47bc6259f66939 --- /dev/null +++ b/join-berka/tasks/account-transaction-concentration/manifest.yaml @@ -0,0 +1,10 @@ +name: account-transaction-concentration +kind: external +task_type: regression +description: Predict an account's share of total transaction volume on the platform next window. +entity_table: accounts +entity_col: account_id +target_col: transaction_share +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-transaction-concentration/train.parquet b/join-berka/tasks/account-transaction-concentration/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-transaction-concentration/train.parquet rename to join-berka/tasks/account-transaction-concentration/train.parquet diff --git a/join-berka/tasks/account-transaction-count/manifest.yaml b/join-berka/tasks/account-transaction-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..87dc2bd12e853f48649de6bc93d7f6d824162059 --- /dev/null +++ b/join-berka/tasks/account-transaction-count/manifest.yaml @@ -0,0 +1,10 @@ +name: account-transaction-count +kind: external +task_type: regression +description: Predict how many transactions will occur on an account in the next time window. +entity_table: accounts +entity_col: account_id +target_col: num_transactions +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-transaction-count/train.parquet b/join-berka/tasks/account-transaction-count/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-transaction-count/train.parquet rename to join-berka/tasks/account-transaction-count/train.parquet diff --git a/join-berka/tasks/account-transaction-return/manifest.yaml b/join-berka/tasks/account-transaction-return/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..88da5ceb5fa63773df4cd2ea1ffa846c4b02543a --- /dev/null +++ b/join-berka/tasks/account-transaction-return/manifest.yaml @@ -0,0 +1,10 @@ +name: account-transaction-return +kind: external +task_type: binary_classification +description: Predict whether an inactive account will see new transactions next window. +entity_table: accounts +entity_col: account_id +target_col: account_returns +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-transaction-return/train.parquet b/join-berka/tasks/account-transaction-return/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-transaction-return/train.parquet rename to join-berka/tasks/account-transaction-return/train.parquet diff --git a/join-berka/tasks/account-transaction-volume-share/manifest.yaml b/join-berka/tasks/account-transaction-volume-share/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c035eef9e51c621eed92b5cd14cbe620934c017a --- /dev/null +++ b/join-berka/tasks/account-transaction-volume-share/manifest.yaml @@ -0,0 +1,10 @@ +name: account-transaction-volume-share +kind: external +task_type: regression +description: Account's share of total transaction amount across all accounts next window. +entity_table: accounts +entity_col: account_id +target_col: volume_share +time_col: date +timedelta: 17 days 12:28:48 +manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-transaction-volume-share/train.parquet b/join-berka/tasks/account-transaction-volume-share/train.parquet similarity index 100% rename from thejoin-berka/tasks/predict-account-transaction-volume-share/train.parquet rename to join-berka/tasks/account-transaction-volume-share/train.parquet diff --git a/thejoin-bgp-routing/db/autonomous_systems.parquet b/join-bgp-routing/db/autonomous_systems.parquet similarity index 100% rename from thejoin-bgp-routing/db/autonomous_systems.parquet rename to join-bgp-routing/db/autonomous_systems.parquet diff --git a/thejoin-bgp-routing/db/collectors.parquet b/join-bgp-routing/db/collectors.parquet similarity index 100% rename from thejoin-bgp-routing/db/collectors.parquet rename to join-bgp-routing/db/collectors.parquet diff --git a/thejoin-bgp-routing/db/prefixes.parquet b/join-bgp-routing/db/prefixes.parquet similarity index 100% rename from thejoin-bgp-routing/db/prefixes.parquet rename to join-bgp-routing/db/prefixes.parquet diff --git a/thejoin-bgp-routing/db/rib_entries.parquet b/join-bgp-routing/db/rib_entries.parquet similarity index 100% rename from thejoin-bgp-routing/db/rib_entries.parquet rename to join-bgp-routing/db/rib_entries.parquet diff --git a/thejoin-bgp-routing/db/rib_snapshots.parquet b/join-bgp-routing/db/rib_snapshots.parquet similarity index 100% rename from thejoin-bgp-routing/db/rib_snapshots.parquet rename to join-bgp-routing/db/rib_snapshots.parquet diff --git a/join-bgp-routing/manifest.yaml b/join-bgp-routing/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8705c5e5c70b35d4c01f7bca249cb196c58cfb09 --- /dev/null +++ b/join-bgp-routing/manifest.yaml @@ -0,0 +1,28 @@ +name: join-bgp-routing +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + autonomous_systems: + pkey: as_id + time_col: null + fkeys: {} + collectors: + pkey: collector_id + time_col: null + fkeys: {} + prefixes: + pkey: prefix_id + time_col: null + fkeys: {} + rib_entries: + pkey: null + time_col: timestamp + fkeys: + prefix_id: prefixes + origin_as: autonomous_systems + rib_snapshots: + pkey: snapshot_id + time_col: timestamp + fkeys: + collector_id: collectors diff --git a/thejoin-biodegradability/db/atom.parquet b/join-biodegradability/db/atom.parquet similarity index 100% rename from thejoin-biodegradability/db/atom.parquet rename to join-biodegradability/db/atom.parquet diff --git a/thejoin-biodegradability/db/bond.parquet b/join-biodegradability/db/bond.parquet similarity index 100% rename from thejoin-biodegradability/db/bond.parquet rename to join-biodegradability/db/bond.parquet diff --git a/thejoin-biodegradability/db/gmember.parquet b/join-biodegradability/db/gmember.parquet similarity index 100% rename from thejoin-biodegradability/db/gmember.parquet rename to join-biodegradability/db/gmember.parquet diff --git a/thejoin-biodegradability/db/group.parquet b/join-biodegradability/db/group.parquet similarity index 100% rename from thejoin-biodegradability/db/group.parquet rename to join-biodegradability/db/group.parquet diff --git a/thejoin-biodegradability/db/molecule.parquet b/join-biodegradability/db/molecule.parquet similarity index 100% rename from thejoin-biodegradability/db/molecule.parquet rename to join-biodegradability/db/molecule.parquet diff --git a/join-biodegradability/manifest.yaml b/join-biodegradability/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bbd18491ec30ab5ee57c7a18dae1e3f0f8bbea59 --- /dev/null +++ b/join-biodegradability/manifest.yaml @@ -0,0 +1,30 @@ +name: join-biodegradability +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + atom: + pkey: atom_id + time_col: null + fkeys: + molecule_id: molecule + bond: + pkey: null + time_col: null + fkeys: + atom_id: atom + atom_id2: atom + gmember: + pkey: null + time_col: null + fkeys: + atom_id: atom + group_id: group + group: + pkey: group_id + time_col: null + fkeys: {} + molecule: + pkey: molecule_id + time_col: null + fkeys: {} diff --git a/thejoin-bird-address/db/CBSA.parquet b/join-bird-address/db/CBSA.parquet similarity index 100% rename from thejoin-bird-address/db/CBSA.parquet rename to join-bird-address/db/CBSA.parquet diff --git a/thejoin-bird-address/db/alias.parquet b/join-bird-address/db/alias.parquet similarity index 100% rename from thejoin-bird-address/db/alias.parquet rename to join-bird-address/db/alias.parquet diff --git a/thejoin-bird-address/db/area_code.parquet b/join-bird-address/db/area_code.parquet similarity index 100% rename from thejoin-bird-address/db/area_code.parquet rename to join-bird-address/db/area_code.parquet diff --git a/thejoin-bird-address/db/avoid.parquet b/join-bird-address/db/avoid.parquet similarity index 100% rename from thejoin-bird-address/db/avoid.parquet rename to join-bird-address/db/avoid.parquet diff --git a/thejoin-bird-address/db/congress.parquet b/join-bird-address/db/congress.parquet similarity index 100% rename from thejoin-bird-address/db/congress.parquet rename to join-bird-address/db/congress.parquet diff --git a/thejoin-bird-address/db/country.parquet b/join-bird-address/db/country.parquet similarity index 100% rename from thejoin-bird-address/db/country.parquet rename to join-bird-address/db/country.parquet diff --git a/thejoin-bird-address/db/state.parquet b/join-bird-address/db/state.parquet similarity index 100% rename from thejoin-bird-address/db/state.parquet rename to join-bird-address/db/state.parquet diff --git a/thejoin-bird-address/db/zip_congress.parquet b/join-bird-address/db/zip_congress.parquet similarity index 100% rename from thejoin-bird-address/db/zip_congress.parquet rename to join-bird-address/db/zip_congress.parquet diff --git a/thejoin-bird-address/db/zip_data.parquet b/join-bird-address/db/zip_data.parquet similarity index 100% rename from thejoin-bird-address/db/zip_data.parquet rename to join-bird-address/db/zip_data.parquet diff --git a/join-bird-address/manifest.yaml b/join-bird-address/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dc5f9075b68bb05d3ea504ee6dc4b9a39db9ef7c --- /dev/null +++ b/join-bird-address/manifest.yaml @@ -0,0 +1,51 @@ +name: join-bird-address +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + CBSA: + pkey: cbsa + time_col: null + fkeys: {} + alias: + pkey: __PK__ + time_col: null + fkeys: + zip_code: zip_data + area_code: + pkey: null + time_col: null + fkeys: + zip_code: zip_data + avoid: + pkey: null + time_col: null + fkeys: + zip_code: zip_data + congress: + pkey: cognress_rep_id + time_col: null + fkeys: + abbreviation: state + country: + pkey: null + time_col: null + fkeys: + zip_code: zip_data + state: state + state: + pkey: abbreviation + time_col: null + fkeys: {} + zip_congress: + pkey: null + time_col: null + fkeys: + zip_code: zip_data + district: congress + zip_data: + pkey: zip_code + time_col: null + fkeys: + cbsa: CBSA + state: state diff --git a/thejoin-bird-airline/db/Air Carriers.parquet b/join-bird-airline/db/Air Carriers.parquet similarity index 100% rename from thejoin-bird-airline/db/Air Carriers.parquet rename to join-bird-airline/db/Air Carriers.parquet diff --git a/thejoin-bird-airline/db/Airlines.parquet b/join-bird-airline/db/Airlines.parquet similarity index 100% rename from thejoin-bird-airline/db/Airlines.parquet rename to join-bird-airline/db/Airlines.parquet diff --git a/thejoin-bird-airline/db/Airports.parquet b/join-bird-airline/db/Airports.parquet similarity index 100% rename from thejoin-bird-airline/db/Airports.parquet rename to join-bird-airline/db/Airports.parquet diff --git a/join-bird-airline/manifest.yaml b/join-bird-airline/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9eec88b1af8ab86e5b1d2e995d8479a6e9e1b887 --- /dev/null +++ b/join-bird-airline/manifest.yaml @@ -0,0 +1,20 @@ +name: join-bird-airline +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + Air Carriers: + pkey: code + time_col: null + fkeys: {} + Airlines: + pkey: null + time_col: fl_date + fkeys: + op_carrier_airline_id: Air Carriers + dest: Airports + origin: Airports + Airports: + pkey: code + time_col: null + fkeys: {} diff --git a/thejoin-bird-app-store/db/playstore.parquet b/join-bird-app-store/db/playstore.parquet similarity index 100% rename from thejoin-bird-app-store/db/playstore.parquet rename to join-bird-app-store/db/playstore.parquet diff --git a/thejoin-bird-app-store/db/user_reviews.parquet b/join-bird-app-store/db/user_reviews.parquet similarity index 100% rename from thejoin-bird-app-store/db/user_reviews.parquet rename to join-bird-app-store/db/user_reviews.parquet diff --git a/join-bird-app-store/manifest.yaml b/join-bird-app-store/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..587b308b57de131f096388e6c3084a0174124282 --- /dev/null +++ b/join-bird-app-store/manifest.yaml @@ -0,0 +1,13 @@ +name: join-bird-app-store +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + playstore: + pkey: null + time_col: null + fkeys: {} + user_reviews: + pkey: null + time_col: null + fkeys: {} diff --git a/thejoin-bird-authors/db/Author.parquet b/join-bird-authors/db/Author.parquet similarity index 100% rename from thejoin-bird-authors/db/Author.parquet rename to join-bird-authors/db/Author.parquet diff --git a/thejoin-bird-authors/db/Conference.parquet b/join-bird-authors/db/Conference.parquet similarity index 100% rename from thejoin-bird-authors/db/Conference.parquet rename to join-bird-authors/db/Conference.parquet diff --git a/thejoin-bird-authors/db/Journal.parquet b/join-bird-authors/db/Journal.parquet similarity index 100% rename from thejoin-bird-authors/db/Journal.parquet rename to join-bird-authors/db/Journal.parquet diff --git a/thejoin-bird-authors/db/Paper.parquet b/join-bird-authors/db/Paper.parquet similarity index 100% rename from thejoin-bird-authors/db/Paper.parquet rename to join-bird-authors/db/Paper.parquet diff --git a/thejoin-bird-authors/db/PaperAuthor.parquet b/join-bird-authors/db/PaperAuthor.parquet similarity index 100% rename from thejoin-bird-authors/db/PaperAuthor.parquet rename to join-bird-authors/db/PaperAuthor.parquet diff --git a/join-bird-authors/manifest.yaml b/join-bird-authors/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1ab1215d7adbf6b9d85e6cbe973534b4ea5a2694 --- /dev/null +++ b/join-bird-authors/manifest.yaml @@ -0,0 +1,28 @@ +name: join-bird-authors +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + Author: + pkey: id + time_col: null + fkeys: {} + Conference: + pkey: id + time_col: null + fkeys: {} + Journal: + pkey: id + time_col: null + fkeys: {} + Paper: + pkey: id + time_col: null + fkeys: + journal_id: Journal + conference_id: Conference + PaperAuthor: + pkey: null + time_col: null + fkeys: + paper_id: Paper diff --git a/thejoin-bird-beer-factory/db/customers.parquet b/join-bird-beer-factory/db/customers.parquet similarity index 100% rename from thejoin-bird-beer-factory/db/customers.parquet rename to join-bird-beer-factory/db/customers.parquet diff --git a/thejoin-bird-beer-factory/db/geolocation.parquet b/join-bird-beer-factory/db/geolocation.parquet similarity index 100% rename from thejoin-bird-beer-factory/db/geolocation.parquet rename to join-bird-beer-factory/db/geolocation.parquet diff --git a/thejoin-bird-beer-factory/db/location.parquet b/join-bird-beer-factory/db/location.parquet similarity index 100% rename from thejoin-bird-beer-factory/db/location.parquet rename to join-bird-beer-factory/db/location.parquet diff --git a/thejoin-bird-beer-factory/db/rootbeer.parquet b/join-bird-beer-factory/db/rootbeer.parquet similarity index 100% rename from thejoin-bird-beer-factory/db/rootbeer.parquet rename to join-bird-beer-factory/db/rootbeer.parquet diff --git a/thejoin-bird-beer-factory/db/rootbeerbrand.parquet b/join-bird-beer-factory/db/rootbeerbrand.parquet similarity index 100% rename from thejoin-bird-beer-factory/db/rootbeerbrand.parquet rename to join-bird-beer-factory/db/rootbeerbrand.parquet diff --git a/thejoin-bird-beer-factory/db/rootbeerreview.parquet b/join-bird-beer-factory/db/rootbeerreview.parquet similarity index 100% rename from thejoin-bird-beer-factory/db/rootbeerreview.parquet rename to join-bird-beer-factory/db/rootbeerreview.parquet diff --git a/thejoin-bird-beer-factory/db/transaction.parquet b/join-bird-beer-factory/db/transaction.parquet similarity index 100% rename from thejoin-bird-beer-factory/db/transaction.parquet rename to join-bird-beer-factory/db/transaction.parquet diff --git a/join-bird-beer-factory/manifest.yaml b/join-bird-beer-factory/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7eff3f66a7e686b813590c34576dbdeb63894e3d --- /dev/null +++ b/join-bird-beer-factory/manifest.yaml @@ -0,0 +1,37 @@ +name: join-bird-beer-factory +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + customers: + pkey: customer_id + time_col: first_purchase_date + fkeys: {} + geolocation: + pkey: __PK__ + time_col: null + fkeys: + location_id: location + location: + pkey: __PK__ + time_col: null + fkeys: + location_id: geolocation + rootbeer: + pkey: root_beer_id + time_col: purchase_date + fkeys: + location_id: geolocation + rootbeerbrand: + pkey: brand_id + time_col: first_brewed_year + fkeys: {} + rootbeerreview: + pkey: null + time_col: review_date + fkeys: {} + transaction: + pkey: transaction_id + time_col: transaction_date + fkeys: + location_id: location diff --git a/thejoin-bird-bike-share-1/db/station.parquet b/join-bird-bike-share-1/db/station.parquet similarity index 100% rename from thejoin-bird-bike-share-1/db/station.parquet rename to join-bird-bike-share-1/db/station.parquet diff --git a/thejoin-bird-bike-share-1/db/status.parquet b/join-bird-bike-share-1/db/status.parquet similarity index 100% rename from thejoin-bird-bike-share-1/db/status.parquet rename to join-bird-bike-share-1/db/status.parquet diff --git a/thejoin-bird-bike-share-1/db/trip.parquet b/join-bird-bike-share-1/db/trip.parquet similarity index 100% rename from thejoin-bird-bike-share-1/db/trip.parquet rename to join-bird-bike-share-1/db/trip.parquet diff --git a/thejoin-bird-bike-share-1/db/weather.parquet b/join-bird-bike-share-1/db/weather.parquet similarity index 100% rename from thejoin-bird-bike-share-1/db/weather.parquet rename to join-bird-bike-share-1/db/weather.parquet diff --git a/join-bird-bike-share-1/manifest.yaml b/join-bird-bike-share-1/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3928c759ae6be273ab907a1f5550ac0dd9272f14 --- /dev/null +++ b/join-bird-bike-share-1/manifest.yaml @@ -0,0 +1,22 @@ +name: join-bird-bike-share-1 +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + station: + pkey: id + time_col: installation_date + fkeys: {} + status: + pkey: null + time_col: null + fkeys: + station_id: station + trip: + pkey: id + time_col: start_date + fkeys: {} + weather: + pkey: null + time_col: date + fkeys: {} diff --git a/thejoin-bird-book-publishing-company/db/authors.parquet b/join-bird-book-publishing-company/db/authors.parquet similarity index 100% rename from thejoin-bird-book-publishing-company/db/authors.parquet rename to join-bird-book-publishing-company/db/authors.parquet diff --git a/thejoin-bird-book-publishing-company/db/discounts.parquet b/join-bird-book-publishing-company/db/discounts.parquet similarity index 100% rename from thejoin-bird-book-publishing-company/db/discounts.parquet rename to join-bird-book-publishing-company/db/discounts.parquet diff --git a/thejoin-bird-book-publishing-company/db/employee.parquet b/join-bird-book-publishing-company/db/employee.parquet similarity index 100% rename from thejoin-bird-book-publishing-company/db/employee.parquet rename to join-bird-book-publishing-company/db/employee.parquet diff --git a/thejoin-bird-book-publishing-company/db/jobs.parquet b/join-bird-book-publishing-company/db/jobs.parquet similarity index 100% rename from thejoin-bird-book-publishing-company/db/jobs.parquet rename to join-bird-book-publishing-company/db/jobs.parquet diff --git a/thejoin-bird-book-publishing-company/db/pub_info.parquet b/join-bird-book-publishing-company/db/pub_info.parquet similarity index 100% rename from thejoin-bird-book-publishing-company/db/pub_info.parquet rename to join-bird-book-publishing-company/db/pub_info.parquet diff --git a/thejoin-bird-book-publishing-company/db/publishers.parquet b/join-bird-book-publishing-company/db/publishers.parquet similarity index 100% rename from thejoin-bird-book-publishing-company/db/publishers.parquet rename to join-bird-book-publishing-company/db/publishers.parquet diff --git a/thejoin-bird-book-publishing-company/db/roysched.parquet b/join-bird-book-publishing-company/db/roysched.parquet similarity index 100% rename from thejoin-bird-book-publishing-company/db/roysched.parquet rename to join-bird-book-publishing-company/db/roysched.parquet diff --git a/thejoin-bird-book-publishing-company/db/sales.parquet b/join-bird-book-publishing-company/db/sales.parquet similarity index 100% rename from thejoin-bird-book-publishing-company/db/sales.parquet rename to join-bird-book-publishing-company/db/sales.parquet diff --git a/thejoin-bird-book-publishing-company/db/stores.parquet b/join-bird-book-publishing-company/db/stores.parquet similarity index 100% rename from thejoin-bird-book-publishing-company/db/stores.parquet rename to join-bird-book-publishing-company/db/stores.parquet diff --git a/thejoin-bird-book-publishing-company/db/titleauthor.parquet b/join-bird-book-publishing-company/db/titleauthor.parquet similarity index 100% rename from thejoin-bird-book-publishing-company/db/titleauthor.parquet rename to join-bird-book-publishing-company/db/titleauthor.parquet diff --git a/thejoin-bird-book-publishing-company/db/titles.parquet b/join-bird-book-publishing-company/db/titles.parquet similarity index 100% rename from thejoin-bird-book-publishing-company/db/titles.parquet rename to join-bird-book-publishing-company/db/titles.parquet diff --git a/join-bird-book-publishing-company/manifest.yaml b/join-bird-book-publishing-company/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..12a42481adbfc93f180fbf8ac9a75fa20c3c00a8 --- /dev/null +++ b/join-bird-book-publishing-company/manifest.yaml @@ -0,0 +1,59 @@ +name: join-bird-book-publishing-company +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + authors: + pkey: au_id + time_col: null + fkeys: {} + discounts: + pkey: null + time_col: null + fkeys: + stor_id: stores + employee: + pkey: emp_id + time_col: hire_date + fkeys: + job_id: jobs + pub_id: publishers + jobs: + pkey: job_id + time_col: null + fkeys: {} + pub_info: + pkey: __PK__ + time_col: null + fkeys: + pub_id: publishers + publishers: + pkey: pub_id + time_col: null + fkeys: {} + roysched: + pkey: null + time_col: null + fkeys: + title_id: titles + sales: + pkey: null + time_col: ord_date + fkeys: + stor_id: stores + title_id: titles + stores: + pkey: stor_id + time_col: null + fkeys: {} + titleauthor: + pkey: null + time_col: null + fkeys: + au_id: authors + title_id: titles + titles: + pkey: title_id + time_col: pubdate + fkeys: + pub_id: publishers diff --git a/thejoin-bird-books/db/address.parquet b/join-bird-books/db/address.parquet similarity index 100% rename from thejoin-bird-books/db/address.parquet rename to join-bird-books/db/address.parquet diff --git a/thejoin-bird-books/db/address_status.parquet b/join-bird-books/db/address_status.parquet similarity index 100% rename from thejoin-bird-books/db/address_status.parquet rename to join-bird-books/db/address_status.parquet diff --git a/thejoin-bird-books/db/author.parquet b/join-bird-books/db/author.parquet similarity index 100% rename from thejoin-bird-books/db/author.parquet rename to join-bird-books/db/author.parquet diff --git a/thejoin-bird-books/db/book.parquet b/join-bird-books/db/book.parquet similarity index 100% rename from thejoin-bird-books/db/book.parquet rename to join-bird-books/db/book.parquet diff --git a/thejoin-bird-books/db/book_author.parquet b/join-bird-books/db/book_author.parquet similarity index 100% rename from thejoin-bird-books/db/book_author.parquet rename to join-bird-books/db/book_author.parquet diff --git a/thejoin-bird-books/db/book_language.parquet b/join-bird-books/db/book_language.parquet similarity index 100% rename from thejoin-bird-books/db/book_language.parquet rename to join-bird-books/db/book_language.parquet diff --git a/thejoin-bird-books/db/country.parquet b/join-bird-books/db/country.parquet similarity index 100% rename from thejoin-bird-books/db/country.parquet rename to join-bird-books/db/country.parquet diff --git a/thejoin-bird-books/db/cust_order.parquet b/join-bird-books/db/cust_order.parquet similarity index 100% rename from thejoin-bird-books/db/cust_order.parquet rename to join-bird-books/db/cust_order.parquet diff --git a/thejoin-bird-books/db/customer.parquet b/join-bird-books/db/customer.parquet similarity index 100% rename from thejoin-bird-books/db/customer.parquet rename to join-bird-books/db/customer.parquet diff --git a/thejoin-bird-books/db/customer_address.parquet b/join-bird-books/db/customer_address.parquet similarity index 100% rename from thejoin-bird-books/db/customer_address.parquet rename to join-bird-books/db/customer_address.parquet diff --git a/thejoin-bird-books/db/order_history.parquet b/join-bird-books/db/order_history.parquet similarity index 100% rename from thejoin-bird-books/db/order_history.parquet rename to join-bird-books/db/order_history.parquet diff --git a/thejoin-bird-books/db/order_line.parquet b/join-bird-books/db/order_line.parquet similarity index 100% rename from thejoin-bird-books/db/order_line.parquet rename to join-bird-books/db/order_line.parquet diff --git a/thejoin-bird-books/db/order_status.parquet b/join-bird-books/db/order_status.parquet similarity index 100% rename from thejoin-bird-books/db/order_status.parquet rename to join-bird-books/db/order_status.parquet diff --git a/thejoin-bird-books/db/publisher.parquet b/join-bird-books/db/publisher.parquet similarity index 100% rename from thejoin-bird-books/db/publisher.parquet rename to join-bird-books/db/publisher.parquet diff --git a/thejoin-bird-books/db/shipping_method.parquet b/join-bird-books/db/shipping_method.parquet similarity index 100% rename from thejoin-bird-books/db/shipping_method.parquet rename to join-bird-books/db/shipping_method.parquet diff --git a/join-bird-books/manifest.yaml b/join-bird-books/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..aa52779be1966d7d1bc02df11432686a91b66b45 --- /dev/null +++ b/join-bird-books/manifest.yaml @@ -0,0 +1,80 @@ +name: join-bird-books +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + address: + pkey: address_id + time_col: null + fkeys: + country_id: country + address_status: + pkey: status_id + time_col: null + fkeys: {} + author: + pkey: author_id + time_col: null + fkeys: {} + book: + pkey: book_id + time_col: publication_date + fkeys: + language_id: book_language + publisher_id: publisher + book_author: + pkey: null + time_col: null + fkeys: + book_id: book + author_id: author + book_language: + pkey: language_id + time_col: null + fkeys: {} + country: + pkey: country_id + time_col: null + fkeys: {} + cust_order: + pkey: order_id + time_col: order_date + fkeys: + customer_id: customer + shipping_method_id: shipping_method + dest_address_id: address + customer: + pkey: customer_id + time_col: null + fkeys: {} + customer_address: + pkey: null + time_col: null + fkeys: + customer_id: customer + address_id: address + status_id: order_status + order_history: + pkey: history_id + time_col: status_date + fkeys: + order_id: cust_order + status_id: order_status + order_line: + pkey: line_id + time_col: null + fkeys: + order_id: cust_order + book_id: book + order_status: + pkey: status_id + time_col: null + fkeys: {} + publisher: + pkey: publisher_id + time_col: null + fkeys: {} + shipping_method: + pkey: method_id + time_col: null + fkeys: {} diff --git a/join-bird-books/tasks/customer-address-diversity/manifest.yaml b/join-bird-books/tasks/customer-address-diversity/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dd186bdbd795ca8cc83dff31e2e6e1b63512660a --- /dev/null +++ b/join-bird-books/tasks/customer-address-diversity/manifest.yaml @@ -0,0 +1,10 @@ +name: customer-address-diversity +kind: external +task_type: regression +description: Predict how many distinct delivery addresses a customer ships orders to in the next window. +entity_table: customer +entity_col: customer_id +target_col: distinct_dest_addresses +time_col: order_date +timedelta: 8 days 19:37:00.350000 +manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-address-diversity/train.parquet b/join-bird-books/tasks/customer-address-diversity/train.parquet similarity index 100% rename from thejoin-bird-books/tasks/predict-customer-address-diversity/train.parquet rename to join-bird-books/tasks/customer-address-diversity/train.parquet diff --git a/join-bird-books/tasks/customer-churn/manifest.yaml b/join-bird-books/tasks/customer-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..48f9aaabfa3b49d38b1946c0efa56a76c4ea2a12 --- /dev/null +++ b/join-bird-books/tasks/customer-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: customer-churn +kind: external +task_type: binary_classification +description: Predict whether a customer will place no orders in the next time window. +entity_table: customer +entity_col: customer_id +target_col: is_churned +time_col: order_date +timedelta: 8 days 19:37:00.350000 +manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-churn/train.parquet b/join-bird-books/tasks/customer-churn/train.parquet similarity index 100% rename from thejoin-bird-books/tasks/predict-customer-churn/train.parquet rename to join-bird-books/tasks/customer-churn/train.parquet diff --git a/join-bird-books/tasks/customer-distinct-shipping-methods/manifest.yaml b/join-bird-books/tasks/customer-distinct-shipping-methods/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1e7bd29099d491ae35c8093babaee697c51299b8 --- /dev/null +++ b/join-bird-books/tasks/customer-distinct-shipping-methods/manifest.yaml @@ -0,0 +1,10 @@ +name: customer-distinct-shipping-methods +kind: external +task_type: regression +description: Predict how many distinct shipping methods a customer uses in the next window. +entity_table: customer +entity_col: customer_id +target_col: distinct_shipping_methods +time_col: order_date +timedelta: 8 days 19:37:00.350000 +manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-distinct-shipping-methods/train.parquet b/join-bird-books/tasks/customer-distinct-shipping-methods/train.parquet similarity index 100% rename from thejoin-bird-books/tasks/predict-customer-distinct-shipping-methods/train.parquet rename to join-bird-books/tasks/customer-distinct-shipping-methods/train.parquet diff --git a/join-bird-books/tasks/customer-high-value-order/manifest.yaml b/join-bird-books/tasks/customer-high-value-order/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c6b655f1a9168b6aee982e4c9a9fcfca665b156f --- /dev/null +++ b/join-bird-books/tasks/customer-high-value-order/manifest.yaml @@ -0,0 +1,10 @@ +name: customer-high-value-order +kind: external +task_type: binary_classification +description: Predict whether a customer will place an order using a premium shipping method (method_id >= 2) in the next window. +entity_table: customer +entity_col: customer_id +target_col: high_value_order +time_col: order_date +timedelta: 8 days 19:37:00.350000 +manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-high-value-order/train.parquet b/join-bird-books/tasks/customer-high-value-order/train.parquet similarity index 100% rename from thejoin-bird-books/tasks/predict-customer-high-value-order/train.parquet rename to join-bird-books/tasks/customer-high-value-order/train.parquet diff --git a/join-bird-books/tasks/customer-new-order/manifest.yaml b/join-bird-books/tasks/customer-new-order/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..867bffeaae42255365bdd6508a66792840276b38 --- /dev/null +++ b/join-bird-books/tasks/customer-new-order/manifest.yaml @@ -0,0 +1,10 @@ +name: customer-new-order +kind: external +task_type: binary_classification +description: Predict whether a customer will place at least one order in the next time window. +entity_table: customer +entity_col: customer_id +target_col: has_order +time_col: order_date +timedelta: 8 days 19:37:00.350000 +manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-new-order/train.parquet b/join-bird-books/tasks/customer-new-order/train.parquet similarity index 100% rename from thejoin-bird-books/tasks/predict-customer-new-order/train.parquet rename to join-bird-books/tasks/customer-new-order/train.parquet diff --git a/join-bird-books/tasks/customer-new-shipping-method-adoption/manifest.yaml b/join-bird-books/tasks/customer-new-shipping-method-adoption/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..15e44fb664aa8bc5fd6d719d3c965ed4d138c868 --- /dev/null +++ b/join-bird-books/tasks/customer-new-shipping-method-adoption/manifest.yaml @@ -0,0 +1,10 @@ +name: customer-new-shipping-method-adoption +kind: external +task_type: binary_classification +description: Whether the customer will use a shipping method they have never used before in the next window. +entity_table: customer +entity_col: customer_id +target_col: adopts_new_shipping_method +time_col: order_date +timedelta: 8 days 19:37:00.350000 +manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-new-shipping-method-adoption/train.parquet b/join-bird-books/tasks/customer-new-shipping-method-adoption/train.parquet similarity index 100% rename from thejoin-bird-books/tasks/predict-customer-new-shipping-method-adoption/train.parquet rename to join-bird-books/tasks/customer-new-shipping-method-adoption/train.parquet diff --git a/join-bird-books/tasks/customer-order-count-heavytail/manifest.yaml b/join-bird-books/tasks/customer-order-count-heavytail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..02509d49bb1b6743935ea686485894b89e653dd6 --- /dev/null +++ b/join-bird-books/tasks/customer-order-count-heavytail/manifest.yaml @@ -0,0 +1,10 @@ +name: customer-order-count-heavytail +kind: external +task_type: regression +description: log1p of total order count placed by customer next window; dominated by zeros with power-law tail. +entity_table: customer +entity_col: customer_id +target_col: log1p_customer_order_count +time_col: order_date +timedelta: 8 days 19:37:00.350000 +manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-order-count-heavytail/train.parquet b/join-bird-books/tasks/customer-order-count-heavytail/train.parquet similarity index 100% rename from thejoin-bird-books/tasks/predict-customer-order-count-heavytail/train.parquet rename to join-bird-books/tasks/customer-order-count-heavytail/train.parquet diff --git a/join-bird-books/tasks/customer-order-count/manifest.yaml b/join-bird-books/tasks/customer-order-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a569e2336d0b9574ad245688f9cf5f832e9127b1 --- /dev/null +++ b/join-bird-books/tasks/customer-order-count/manifest.yaml @@ -0,0 +1,10 @@ +name: customer-order-count +kind: external +task_type: regression +description: Predict how many orders a customer will place in the next time window. +entity_table: customer +entity_col: customer_id +target_col: order_count +time_col: order_date +timedelta: 8 days 19:37:00.350000 +manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-order-count/train.parquet b/join-bird-books/tasks/customer-order-count/train.parquet similarity index 100% rename from thejoin-bird-books/tasks/predict-customer-order-count/train.parquet rename to join-bird-books/tasks/customer-order-count/train.parquet diff --git a/join-bird-books/tasks/customer-order-share/manifest.yaml b/join-bird-books/tasks/customer-order-share/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cc9235ecffee8bdf2b2b7d05bbbd80011532db79 --- /dev/null +++ b/join-bird-books/tasks/customer-order-share/manifest.yaml @@ -0,0 +1,10 @@ +name: customer-order-share +kind: external +task_type: regression +description: Customer's share of total orders across all customers in the next window. +entity_table: customer +entity_col: customer_id +target_col: order_share +time_col: order_date +timedelta: 8 days 19:37:00.350000 +manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-order-share/train.parquet b/join-bird-books/tasks/customer-order-share/train.parquet similarity index 100% rename from thejoin-bird-books/tasks/predict-customer-order-share/train.parquet rename to join-bird-books/tasks/customer-order-share/train.parquet diff --git a/join-bird-books/tasks/customer-order-streak/manifest.yaml b/join-bird-books/tasks/customer-order-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..76f56af5c03886619bea684bfea443b31ef8e1a5 --- /dev/null +++ b/join-bird-books/tasks/customer-order-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: customer-order-streak +kind: external +task_type: regression +description: Longest consecutive sub-period streak where the customer places at least one order in the future window. +entity_table: customer +entity_col: customer_id +target_col: longest_active_streak +time_col: order_date +timedelta: 8 days 19:37:00.350000 +manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-order-streak/train.parquet b/join-bird-books/tasks/customer-order-streak/train.parquet similarity index 100% rename from thejoin-bird-books/tasks/predict-customer-order-streak/train.parquet rename to join-bird-books/tasks/customer-order-streak/train.parquet diff --git a/join-bird-books/tasks/customer-rank-regression-shipping/manifest.yaml b/join-bird-books/tasks/customer-rank-regression-shipping/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..193d527378e226d1c3da185a2dae4f3e67a19776 --- /dev/null +++ b/join-bird-books/tasks/customer-rank-regression-shipping/manifest.yaml @@ -0,0 +1,10 @@ +name: customer-rank-regression-shipping +kind: external +task_type: regression +description: Mean rank of the customer within its shipping-method group by order count next window (1 = most orders). +entity_table: customer +entity_col: customer_id +target_col: mean_rank_in_shipping_method +time_col: order_date +timedelta: 8 days 19:37:00.350000 +manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-rank-regression-shipping/train.parquet b/join-bird-books/tasks/customer-rank-regression-shipping/train.parquet similarity index 100% rename from thejoin-bird-books/tasks/predict-customer-rank-regression-shipping/train.parquet rename to join-bird-books/tasks/customer-rank-regression-shipping/train.parquet diff --git a/join-bird-books/tasks/customer-repeat-address/manifest.yaml b/join-bird-books/tasks/customer-repeat-address/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0773276099afba97cae2fda03f7777408e24dc8c --- /dev/null +++ b/join-bird-books/tasks/customer-repeat-address/manifest.yaml @@ -0,0 +1,10 @@ +name: customer-repeat-address +kind: external +task_type: binary_classification +description: Whether the customer's next order ships to the same address as their most recent past order. +entity_table: customer +entity_col: customer_id +target_col: repeats_last_address +time_col: order_date +timedelta: 8 days 19:37:00.350000 +manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-repeat-address/train.parquet b/join-bird-books/tasks/customer-repeat-address/train.parquet similarity index 100% rename from thejoin-bird-books/tasks/predict-customer-repeat-address/train.parquet rename to join-bird-books/tasks/customer-repeat-address/train.parquet diff --git a/join-bird-books/tasks/customer-repeat-shipping-method/manifest.yaml b/join-bird-books/tasks/customer-repeat-shipping-method/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..316f2f4b3087777f4db5d446b44413e08ccb9de6 --- /dev/null +++ b/join-bird-books/tasks/customer-repeat-shipping-method/manifest.yaml @@ -0,0 +1,10 @@ +name: customer-repeat-shipping-method +kind: external +task_type: binary_classification +description: Whether the customer's next order uses the same shipping method as their most recent past order. +entity_table: customer +entity_col: customer_id +target_col: repeats_shipping_method +time_col: order_date +timedelta: 8 days 19:37:00.350000 +manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-repeat-shipping-method/train.parquet b/join-bird-books/tasks/customer-repeat-shipping-method/train.parquet similarity index 100% rename from thejoin-bird-books/tasks/predict-customer-repeat-shipping-method/train.parquet rename to join-bird-books/tasks/customer-repeat-shipping-method/train.parquet diff --git a/join-bird-books/tasks/customer-return-after-inactivity/manifest.yaml b/join-bird-books/tasks/customer-return-after-inactivity/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c6be2cec9154f33bd142ef57d78cc78775aee9de --- /dev/null +++ b/join-bird-books/tasks/customer-return-after-inactivity/manifest.yaml @@ -0,0 +1,10 @@ +name: customer-return-after-inactivity +kind: external +task_type: binary_classification +description: Predict whether an inactive customer places an order in the next window after being absent. +entity_table: customer +entity_col: customer_id +target_col: returns +time_col: order_date +timedelta: 8 days 19:37:00.350000 +manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-return-after-inactivity/train.parquet b/join-bird-books/tasks/customer-return-after-inactivity/train.parquet similarity index 100% rename from thejoin-bird-books/tasks/predict-customer-return-after-inactivity/train.parquet rename to join-bird-books/tasks/customer-return-after-inactivity/train.parquet diff --git a/join-bird-books/tasks/customer-time-until-next-order/manifest.yaml b/join-bird-books/tasks/customer-time-until-next-order/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0afdc755ea2393c10b728ecfaf82cf1267a0b083 --- /dev/null +++ b/join-bird-books/tasks/customer-time-until-next-order/manifest.yaml @@ -0,0 +1,10 @@ +name: customer-time-until-next-order +kind: external +task_type: regression +description: Number of days until the customer's next order is placed. +entity_table: customer +entity_col: customer_id +target_col: days_to_next_order +time_col: order_date +timedelta: 8 days 19:37:00.350000 +manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-time-until-next-order/train.parquet b/join-bird-books/tasks/customer-time-until-next-order/train.parquet similarity index 100% rename from thejoin-bird-books/tasks/predict-customer-time-until-next-order/train.parquet rename to join-bird-books/tasks/customer-time-until-next-order/train.parquet diff --git a/join-bird-books/tasks/order-history-count/manifest.yaml b/join-bird-books/tasks/order-history-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..86d54e1aa9e0470cdbfd9dbb39e70695335a631b --- /dev/null +++ b/join-bird-books/tasks/order-history-count/manifest.yaml @@ -0,0 +1,10 @@ +name: order-history-count +kind: external +task_type: regression +description: Predict how many order history events a given status code will be assigned in the next time window. +entity_table: order_status +entity_col: status_id +target_col: status_event_count +time_col: status_date +timedelta: 8 days 19:37:00.350000 +manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-order-history-count/train.parquet b/join-bird-books/tasks/order-history-count/train.parquet similarity index 100% rename from thejoin-bird-books/tasks/predict-order-history-count/train.parquet rename to join-bird-books/tasks/order-history-count/train.parquet diff --git a/thejoin-bird-california-schools/db/frpm.parquet b/join-bird-california-schools/db/frpm.parquet similarity index 100% rename from thejoin-bird-california-schools/db/frpm.parquet rename to join-bird-california-schools/db/frpm.parquet diff --git a/thejoin-bird-california-schools/db/satscores.parquet b/join-bird-california-schools/db/satscores.parquet similarity index 100% rename from thejoin-bird-california-schools/db/satscores.parquet rename to join-bird-california-schools/db/satscores.parquet diff --git a/thejoin-bird-california-schools/db/schools.parquet b/join-bird-california-schools/db/schools.parquet similarity index 100% rename from thejoin-bird-california-schools/db/schools.parquet rename to join-bird-california-schools/db/schools.parquet diff --git a/join-bird-california-schools/manifest.yaml b/join-bird-california-schools/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..59053a5b4a1397806804c74f90af143a7e33b8fc --- /dev/null +++ b/join-bird-california-schools/manifest.yaml @@ -0,0 +1,18 @@ +name: join-bird-california-schools +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + frpm: + pkey: cds_code + time_col: null + fkeys: {} + satscores: + pkey: null + time_col: null + fkeys: + cds: schools + schools: + pkey: cds_code + time_col: last_update + fkeys: {} diff --git a/thejoin-bird-car-retails/db/customers.parquet b/join-bird-car-retails/db/customers.parquet similarity index 100% rename from thejoin-bird-car-retails/db/customers.parquet rename to join-bird-car-retails/db/customers.parquet diff --git a/thejoin-bird-car-retails/db/employees.parquet b/join-bird-car-retails/db/employees.parquet similarity index 100% rename from thejoin-bird-car-retails/db/employees.parquet rename to join-bird-car-retails/db/employees.parquet diff --git a/thejoin-bird-car-retails/db/offices.parquet b/join-bird-car-retails/db/offices.parquet similarity index 100% rename from thejoin-bird-car-retails/db/offices.parquet rename to join-bird-car-retails/db/offices.parquet diff --git a/thejoin-bird-car-retails/db/orderdetails.parquet b/join-bird-car-retails/db/orderdetails.parquet similarity index 100% rename from thejoin-bird-car-retails/db/orderdetails.parquet rename to join-bird-car-retails/db/orderdetails.parquet diff --git a/thejoin-bird-car-retails/db/orders.parquet b/join-bird-car-retails/db/orders.parquet similarity index 100% rename from thejoin-bird-car-retails/db/orders.parquet rename to join-bird-car-retails/db/orders.parquet diff --git a/thejoin-bird-car-retails/db/payments.parquet b/join-bird-car-retails/db/payments.parquet similarity index 100% rename from thejoin-bird-car-retails/db/payments.parquet rename to join-bird-car-retails/db/payments.parquet diff --git a/thejoin-bird-car-retails/db/productlines.parquet b/join-bird-car-retails/db/productlines.parquet similarity index 100% rename from thejoin-bird-car-retails/db/productlines.parquet rename to join-bird-car-retails/db/productlines.parquet diff --git a/thejoin-bird-car-retails/db/products.parquet b/join-bird-car-retails/db/products.parquet similarity index 100% rename from thejoin-bird-car-retails/db/products.parquet rename to join-bird-car-retails/db/products.parquet diff --git a/join-bird-car-retails/manifest.yaml b/join-bird-car-retails/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c6157fad706a39cbef9fa5b2499739e43e1064b9 --- /dev/null +++ b/join-bird-car-retails/manifest.yaml @@ -0,0 +1,42 @@ +name: join-bird-car-retails +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + customers: + pkey: customer_number + time_col: null + fkeys: {} + employees: + pkey: employee_number + time_col: null + fkeys: + office_code: offices + offices: + pkey: office_code + time_col: null + fkeys: {} + orderdetails: + pkey: null + time_col: null + fkeys: + order_number: orders + product_code: products + orders: + pkey: order_number + time_col: required_date + fkeys: + customer_number: customers + payments: + pkey: check_number + time_col: payment_date + fkeys: + customer_number: customers + productlines: + pkey: null + time_col: null + fkeys: {} + products: + pkey: product_code + time_col: null + fkeys: {} diff --git a/join-bird-car-retails/tasks/customer-has-order/manifest.yaml b/join-bird-car-retails/tasks/customer-has-order/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..438e6db3e7aaafee158fe95969cbe088baea3003 --- /dev/null +++ b/join-bird-car-retails/tasks/customer-has-order/manifest.yaml @@ -0,0 +1,10 @@ +name: customer-has-order +kind: external +task_type: binary_classification +description: Predict whether a customer will place at least one order in the next window. +entity_table: customers +entity_col: customer_number +target_col: has_order +time_col: required_date +timedelta: 7 days 07:12:00 +manifest_version: 1 diff --git a/thejoin-bird-car-retails/tasks/predict-customer-has-order/train.parquet b/join-bird-car-retails/tasks/customer-has-order/train.parquet similarity index 100% rename from thejoin-bird-car-retails/tasks/predict-customer-has-order/train.parquet rename to join-bird-car-retails/tasks/customer-has-order/train.parquet diff --git a/thejoin-bird-card-games/db/cards.parquet b/join-bird-card-games/db/cards.parquet similarity index 100% rename from thejoin-bird-card-games/db/cards.parquet rename to join-bird-card-games/db/cards.parquet diff --git a/thejoin-bird-card-games/db/foreign_data.parquet b/join-bird-card-games/db/foreign_data.parquet similarity index 100% rename from thejoin-bird-card-games/db/foreign_data.parquet rename to join-bird-card-games/db/foreign_data.parquet diff --git a/thejoin-bird-card-games/db/legalities.parquet b/join-bird-card-games/db/legalities.parquet similarity index 100% rename from thejoin-bird-card-games/db/legalities.parquet rename to join-bird-card-games/db/legalities.parquet diff --git a/thejoin-bird-card-games/db/rulings.parquet b/join-bird-card-games/db/rulings.parquet similarity index 100% rename from thejoin-bird-card-games/db/rulings.parquet rename to join-bird-card-games/db/rulings.parquet diff --git a/thejoin-bird-card-games/db/set_translations.parquet b/join-bird-card-games/db/set_translations.parquet similarity index 100% rename from thejoin-bird-card-games/db/set_translations.parquet rename to join-bird-card-games/db/set_translations.parquet diff --git a/thejoin-bird-card-games/db/sets.parquet b/join-bird-card-games/db/sets.parquet similarity index 100% rename from thejoin-bird-card-games/db/sets.parquet rename to join-bird-card-games/db/sets.parquet diff --git a/join-bird-card-games/manifest.yaml b/join-bird-card-games/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0d25d0ac5587469d39db321afaa8a0ccaeff79e2 --- /dev/null +++ b/join-bird-card-games/manifest.yaml @@ -0,0 +1,32 @@ +name: join-bird-card-games +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + cards: + pkey: id + time_col: null + fkeys: {} + foreign_data: + pkey: id + time_col: null + fkeys: + uuid: cards + legalities: + pkey: id + time_col: null + fkeys: + uuid: cards + rulings: + pkey: id + time_col: date + fkeys: + uuid: cards + set_translations: + pkey: id + time_col: null + fkeys: {} + sets: + pkey: id + time_col: release_date + fkeys: {} diff --git a/thejoin-bird-cars/db/country.parquet b/join-bird-cars/db/country.parquet similarity index 100% rename from thejoin-bird-cars/db/country.parquet rename to join-bird-cars/db/country.parquet diff --git a/thejoin-bird-cars/db/data.parquet b/join-bird-cars/db/data.parquet similarity index 100% rename from thejoin-bird-cars/db/data.parquet rename to join-bird-cars/db/data.parquet diff --git a/thejoin-bird-cars/db/price.parquet b/join-bird-cars/db/price.parquet similarity index 100% rename from thejoin-bird-cars/db/price.parquet rename to join-bird-cars/db/price.parquet diff --git a/thejoin-bird-cars/db/production.parquet b/join-bird-cars/db/production.parquet similarity index 100% rename from thejoin-bird-cars/db/production.parquet rename to join-bird-cars/db/production.parquet diff --git a/join-bird-cars/manifest.yaml b/join-bird-cars/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3429a74f08dd4c3e04176d6009b5add93a3b06c6 --- /dev/null +++ b/join-bird-cars/manifest.yaml @@ -0,0 +1,24 @@ +name: join-bird-cars +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + country: + pkey: origin + time_col: null + fkeys: {} + data: + pkey: __PK__ + time_col: null + fkeys: + id: price + price: + pkey: id + time_col: null + fkeys: {} + production: + pkey: null + time_col: model_year + fkeys: + id: data + country: country diff --git a/thejoin-bird-chicago-crime/db/Community_Area.parquet b/join-bird-chicago-crime/db/Community_Area.parquet similarity index 100% rename from thejoin-bird-chicago-crime/db/Community_Area.parquet rename to join-bird-chicago-crime/db/Community_Area.parquet diff --git a/thejoin-bird-chicago-crime/db/Crime.parquet b/join-bird-chicago-crime/db/Crime.parquet similarity index 100% rename from thejoin-bird-chicago-crime/db/Crime.parquet rename to join-bird-chicago-crime/db/Crime.parquet diff --git a/thejoin-bird-chicago-crime/db/District.parquet b/join-bird-chicago-crime/db/District.parquet similarity index 100% rename from thejoin-bird-chicago-crime/db/District.parquet rename to join-bird-chicago-crime/db/District.parquet diff --git a/thejoin-bird-chicago-crime/db/FBI_Code.parquet b/join-bird-chicago-crime/db/FBI_Code.parquet similarity index 100% rename from thejoin-bird-chicago-crime/db/FBI_Code.parquet rename to join-bird-chicago-crime/db/FBI_Code.parquet diff --git a/thejoin-bird-chicago-crime/db/IUCR.parquet b/join-bird-chicago-crime/db/IUCR.parquet similarity index 100% rename from thejoin-bird-chicago-crime/db/IUCR.parquet rename to join-bird-chicago-crime/db/IUCR.parquet diff --git a/thejoin-bird-chicago-crime/db/Neighborhood.parquet b/join-bird-chicago-crime/db/Neighborhood.parquet similarity index 100% rename from thejoin-bird-chicago-crime/db/Neighborhood.parquet rename to join-bird-chicago-crime/db/Neighborhood.parquet diff --git a/thejoin-bird-chicago-crime/db/Ward.parquet b/join-bird-chicago-crime/db/Ward.parquet similarity index 100% rename from thejoin-bird-chicago-crime/db/Ward.parquet rename to join-bird-chicago-crime/db/Ward.parquet diff --git a/join-bird-chicago-crime/manifest.yaml b/join-bird-chicago-crime/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8b925acbc628f907d852e0019397ed00d4effd64 --- /dev/null +++ b/join-bird-chicago-crime/manifest.yaml @@ -0,0 +1,39 @@ +name: join-bird-chicago-crime +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + Community_Area: + pkey: community_area_no + time_col: null + fkeys: {} + Crime: + pkey: report_no + time_col: date + fkeys: + community_area_no: Community_Area + fbi_code_no: FBI_Code + district_no: District + iucr_no: IUCR + ward_no: Ward + District: + pkey: district_no + time_col: null + fkeys: {} + FBI_Code: + pkey: fbi_code_no + time_col: null + fkeys: {} + IUCR: + pkey: iucr_no + time_col: null + fkeys: {} + Neighborhood: + pkey: neighborhood_name + time_col: null + fkeys: + community_area_no: Community_Area + Ward: + pkey: ward_no + time_col: null + fkeys: {} diff --git a/join-bird-chicago-crime/tasks/community-area-avg-latitude/manifest.yaml b/join-bird-chicago-crime/tasks/community-area-avg-latitude/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..afa8370da83edfc1888bfd1f2ba800fd67c303a6 --- /dev/null +++ b/join-bird-chicago-crime/tasks/community-area-avg-latitude/manifest.yaml @@ -0,0 +1,10 @@ +name: community-area-avg-latitude +kind: external +task_type: regression +description: Predict the mean latitude of crime incidents in a community area in the next window. +entity_table: Community_Area +entity_col: community_area_no +target_col: avg_crime_latitude +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-community-area-avg-latitude/train.parquet b/join-bird-chicago-crime/tasks/community-area-avg-latitude/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-community-area-avg-latitude/train.parquet rename to join-bird-chicago-crime/tasks/community-area-avg-latitude/train.parquet diff --git a/join-bird-chicago-crime/tasks/community-area-crime-count/manifest.yaml b/join-bird-chicago-crime/tasks/community-area-crime-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8ada858c3fbeb83bf212646f4a735a8c98a96f15 --- /dev/null +++ b/join-bird-chicago-crime/tasks/community-area-crime-count/manifest.yaml @@ -0,0 +1,10 @@ +name: community-area-crime-count +kind: external +task_type: regression +description: Predict the number of crimes in a community area in the next window. +entity_table: Community_Area +entity_col: community_area_no +target_col: area_crime_count +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-community-area-crime-count/train.parquet b/join-bird-chicago-crime/tasks/community-area-crime-count/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-community-area-crime-count/train.parquet rename to join-bird-chicago-crime/tasks/community-area-crime-count/train.parquet diff --git a/join-bird-chicago-crime/tasks/community-area-distinct-crime-types/manifest.yaml b/join-bird-chicago-crime/tasks/community-area-distinct-crime-types/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e531a358b0389150b5939ac1a7922ac4251df6f1 --- /dev/null +++ b/join-bird-chicago-crime/tasks/community-area-distinct-crime-types/manifest.yaml @@ -0,0 +1,10 @@ +name: community-area-distinct-crime-types +kind: external +task_type: regression +description: Predict how many distinct IUCR crime types occur in a community area in the next window. +entity_table: Community_Area +entity_col: community_area_no +target_col: distinct_iucr_types +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-community-area-distinct-crime-types/train.parquet b/join-bird-chicago-crime/tasks/community-area-distinct-crime-types/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-community-area-distinct-crime-types/train.parquet rename to join-bird-chicago-crime/tasks/community-area-distinct-crime-types/train.parquet diff --git a/join-bird-chicago-crime/tasks/community-area-latitude-volatility/manifest.yaml b/join-bird-chicago-crime/tasks/community-area-latitude-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..28d01fea3395322ce72c88673f14df3b46524948 --- /dev/null +++ b/join-bird-chicago-crime/tasks/community-area-latitude-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: community-area-latitude-volatility +kind: external +task_type: regression +description: Standard deviation of crime latitudes within this community area next window (geographic dispersion). +entity_table: Community_Area +entity_col: community_area_no +target_col: latitude_stddev +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-community-area-latitude-volatility/train.parquet b/join-bird-chicago-crime/tasks/community-area-latitude-volatility/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-community-area-latitude-volatility/train.parquet rename to join-bird-chicago-crime/tasks/community-area-latitude-volatility/train.parquet diff --git a/join-bird-chicago-crime/tasks/community-area-rank-regression-within-ward/manifest.yaml b/join-bird-chicago-crime/tasks/community-area-rank-regression-within-ward/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1dcf25779fba83092767fc5263c5a2fbba76a537 --- /dev/null +++ b/join-bird-chicago-crime/tasks/community-area-rank-regression-within-ward/manifest.yaml @@ -0,0 +1,10 @@ +name: community-area-rank-regression-within-ward +kind: external +task_type: regression +description: Community area's mean rank by crime count within its ward grouping next window (1=highest). +entity_table: Community_Area +entity_col: community_area_no +target_col: ward_scope_rank +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-community-area-rank-regression-within-ward/train.parquet b/join-bird-chicago-crime/tasks/community-area-rank-regression-within-ward/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-community-area-rank-regression-within-ward/train.parquet rename to join-bird-chicago-crime/tasks/community-area-rank-regression-within-ward/train.parquet diff --git a/join-bird-chicago-crime/tasks/community-area-time-until-next-crime/manifest.yaml b/join-bird-chicago-crime/tasks/community-area-time-until-next-crime/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f304c0052fdae55635e312cc69e6f74820f8036e --- /dev/null +++ b/join-bird-chicago-crime/tasks/community-area-time-until-next-crime/manifest.yaml @@ -0,0 +1,10 @@ +name: community-area-time-until-next-crime +kind: external +task_type: regression +description: Days until the next crime is reported in this community area. +entity_table: Community_Area +entity_col: community_area_no +target_col: days_to_next_crime +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-community-area-time-until-next-crime/train.parquet b/join-bird-chicago-crime/tasks/community-area-time-until-next-crime/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-community-area-time-until-next-crime/train.parquet rename to join-bird-chicago-crime/tasks/community-area-time-until-next-crime/train.parquet diff --git a/join-bird-chicago-crime/tasks/community-area-will-repeat-last-iucr/manifest.yaml b/join-bird-chicago-crime/tasks/community-area-will-repeat-last-iucr/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6911aa9a92043bc4fabe994eb318703a5699f66f --- /dev/null +++ b/join-bird-chicago-crime/tasks/community-area-will-repeat-last-iucr/manifest.yaml @@ -0,0 +1,10 @@ +name: community-area-will-repeat-last-iucr +kind: external +task_type: binary_classification +description: Whether the next crime in this community area has the same IUCR code as its most recent prior crime. +entity_table: Community_Area +entity_col: community_area_no +target_col: repeats_last_iucr +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-community-area-will-repeat-last-iucr/train.parquet b/join-bird-chicago-crime/tasks/community-area-will-repeat-last-iucr/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-community-area-will-repeat-last-iucr/train.parquet rename to join-bird-chicago-crime/tasks/community-area-will-repeat-last-iucr/train.parquet diff --git a/join-bird-chicago-crime/tasks/district-beat-volatility/manifest.yaml b/join-bird-chicago-crime/tasks/district-beat-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5cd4a10140329bc128785fee81416d2ed9de33af --- /dev/null +++ b/join-bird-chicago-crime/tasks/district-beat-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: district-beat-volatility +kind: external +task_type: regression +description: Predict the standard deviation of beat numbers for crimes in a district in the next window, reflecting geographic spread. +entity_table: District +entity_col: district_no +target_col: beat_std +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-beat-volatility/train.parquet b/join-bird-chicago-crime/tasks/district-beat-volatility/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-district-beat-volatility/train.parquet rename to join-bird-chicago-crime/tasks/district-beat-volatility/train.parquet diff --git a/join-bird-chicago-crime/tasks/district-crime-count-trend/manifest.yaml b/join-bird-chicago-crime/tasks/district-crime-count-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..94a3f6629048f0c8978796cf099a0140c38b1827 --- /dev/null +++ b/join-bird-chicago-crime/tasks/district-crime-count-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: district-crime-count-trend +kind: external +task_type: binary_classification +description: Predict whether the total crime count in a district increases in the next window vs the current window. +entity_table: District +entity_col: district_no +target_col: crime_count_trend_up +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-crime-count-trend/train.parquet b/join-bird-chicago-crime/tasks/district-crime-count-trend/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-district-crime-count-trend/train.parquet rename to join-bird-chicago-crime/tasks/district-crime-count-trend/train.parquet diff --git a/join-bird-chicago-crime/tasks/district-crime-count/manifest.yaml b/join-bird-chicago-crime/tasks/district-crime-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6deb807a84f941ee52fb4d2bd3fd0aa43f20cd31 --- /dev/null +++ b/join-bird-chicago-crime/tasks/district-crime-count/manifest.yaml @@ -0,0 +1,10 @@ +name: district-crime-count +kind: external +task_type: regression +description: Predict the number of crimes reported in a police district in the next window. +entity_table: District +entity_col: district_no +target_col: crime_count +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-crime-count/train.parquet b/join-bird-chicago-crime/tasks/district-crime-count/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-district-crime-count/train.parquet rename to join-bird-chicago-crime/tasks/district-crime-count/train.parquet diff --git a/join-bird-chicago-crime/tasks/district-crime-share-concentration/manifest.yaml b/join-bird-chicago-crime/tasks/district-crime-share-concentration/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c7278e1287f008fc8d8d3f4a42f9fc2a60b65c44 --- /dev/null +++ b/join-bird-chicago-crime/tasks/district-crime-share-concentration/manifest.yaml @@ -0,0 +1,10 @@ +name: district-crime-share-concentration +kind: external +task_type: regression +description: Fraction of all citywide crimes that this district accounts for next window. +entity_table: District +entity_col: district_no +target_col: citywide_crime_share +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-crime-share-concentration/train.parquet b/join-bird-chicago-crime/tasks/district-crime-share-concentration/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-district-crime-share-concentration/train.parquet rename to join-bird-chicago-crime/tasks/district-crime-share-concentration/train.parquet diff --git a/join-bird-chicago-crime/tasks/district-crime-share/manifest.yaml b/join-bird-chicago-crime/tasks/district-crime-share/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..143820d32181caf268963eb42faaaa261f887087 --- /dev/null +++ b/join-bird-chicago-crime/tasks/district-crime-share/manifest.yaml @@ -0,0 +1,10 @@ +name: district-crime-share +kind: external +task_type: regression +description: Predict a district's share of total city-wide crime in the next window. +entity_table: District +entity_col: district_no +target_col: crime_share +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-crime-share/train.parquet b/join-bird-chicago-crime/tasks/district-crime-share/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-district-crime-share/train.parquet rename to join-bird-chicago-crime/tasks/district-crime-share/train.parquet diff --git a/join-bird-chicago-crime/tasks/district-crime-streak-length/manifest.yaml b/join-bird-chicago-crime/tasks/district-crime-streak-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f0c44458083fa4cb0ca236b4531cee24a9fc7a87 --- /dev/null +++ b/join-bird-chicago-crime/tasks/district-crime-streak-length/manifest.yaml @@ -0,0 +1,10 @@ +name: district-crime-streak-length +kind: external +task_type: regression +description: Longest consecutive-day streak of reported crimes for this district in the forecast window. +entity_table: District +entity_col: district_no +target_col: active_day_streak +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-crime-streak-length/train.parquet b/join-bird-chicago-crime/tasks/district-crime-streak-length/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-district-crime-streak-length/train.parquet rename to join-bird-chicago-crime/tasks/district-crime-streak-length/train.parquet diff --git a/join-bird-chicago-crime/tasks/district-crime-trend-reversal/manifest.yaml b/join-bird-chicago-crime/tasks/district-crime-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0870bcdbf2439bcfededdb60d7416960df5e7220 --- /dev/null +++ b/join-bird-chicago-crime/tasks/district-crime-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: district-crime-trend-reversal +kind: external +task_type: binary_classification +description: Whether the sign of the change in crime count for this district flips between this window and the next. +entity_table: District +entity_col: district_no +target_col: trend_flips +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-crime-trend-reversal/train.parquet b/join-bird-chicago-crime/tasks/district-crime-trend-reversal/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-district-crime-trend-reversal/train.parquet rename to join-bird-chicago-crime/tasks/district-crime-trend-reversal/train.parquet diff --git a/join-bird-chicago-crime/tasks/district-new-iucr-adoption/manifest.yaml b/join-bird-chicago-crime/tasks/district-new-iucr-adoption/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f6b9b45aa76cbcc9af79a552b7c56caf1f7f9e81 --- /dev/null +++ b/join-bird-chicago-crime/tasks/district-new-iucr-adoption/manifest.yaml @@ -0,0 +1,10 @@ +name: district-new-iucr-adoption +kind: external +task_type: binary_classification +description: Whether this district records a crime with an IUCR code it has never seen in its prior history next window. +entity_table: District +entity_col: district_no +target_col: sees_novel_iucr +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-new-iucr-adoption/train.parquet b/join-bird-chicago-crime/tasks/district-new-iucr-adoption/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-district-new-iucr-adoption/train.parquet rename to join-bird-chicago-crime/tasks/district-new-iucr-adoption/train.parquet diff --git a/join-bird-chicago-crime/tasks/district-rank-regression-by-crime-count/manifest.yaml b/join-bird-chicago-crime/tasks/district-rank-regression-by-crime-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e4dd709b83a2455209136efd7ac092fff0059711 --- /dev/null +++ b/join-bird-chicago-crime/tasks/district-rank-regression-by-crime-count/manifest.yaml @@ -0,0 +1,10 @@ +name: district-rank-regression-by-crime-count +kind: external +task_type: regression +description: District's mean rank (1=highest crime volume) among all districts within the same FBI code category next window. +entity_table: District +entity_col: district_no +target_col: crime_volume_rank +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-rank-regression-by-crime-count/train.parquet b/join-bird-chicago-crime/tasks/district-rank-regression-by-crime-count/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-district-rank-regression-by-crime-count/train.parquet rename to join-bird-chicago-crime/tasks/district-rank-regression-by-crime-count/train.parquet diff --git a/join-bird-chicago-crime/tasks/district-time-until-next-crime/manifest.yaml b/join-bird-chicago-crime/tasks/district-time-until-next-crime/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..683d04ebdce8e6d74c87cbeddbc25b1529cfd0f1 --- /dev/null +++ b/join-bird-chicago-crime/tasks/district-time-until-next-crime/manifest.yaml @@ -0,0 +1,10 @@ +name: district-time-until-next-crime +kind: external +task_type: regression +description: Days until the next crime report is filed in this district. +entity_table: District +entity_col: district_no +target_col: days_to_next_crime +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-time-until-next-crime/train.parquet b/join-bird-chicago-crime/tasks/district-time-until-next-crime/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-district-time-until-next-crime/train.parquet rename to join-bird-chicago-crime/tasks/district-time-until-next-crime/train.parquet diff --git a/join-bird-chicago-crime/tasks/district-top-crime-volume/manifest.yaml b/join-bird-chicago-crime/tasks/district-top-crime-volume/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d95d1120600311e5bde1fb213f2fdb8b568e1c77 --- /dev/null +++ b/join-bird-chicago-crime/tasks/district-top-crime-volume/manifest.yaml @@ -0,0 +1,10 @@ +name: district-top-crime-volume +kind: external +task_type: binary_classification +description: Predict whether a district is among the top 25% by crime volume in the next window. +entity_table: District +entity_col: district_no +target_col: is_high_crime_district +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-top-crime-volume/train.parquet b/join-bird-chicago-crime/tasks/district-top-crime-volume/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-district-top-crime-volume/train.parquet rename to join-bird-chicago-crime/tasks/district-top-crime-volume/train.parquet diff --git a/join-bird-chicago-crime/tasks/district-will-repeat-last-fbi-code/manifest.yaml b/join-bird-chicago-crime/tasks/district-will-repeat-last-fbi-code/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3fa97d91e28d98187492abd97e2ad6eb23ded0ee --- /dev/null +++ b/join-bird-chicago-crime/tasks/district-will-repeat-last-fbi-code/manifest.yaml @@ -0,0 +1,10 @@ +name: district-will-repeat-last-fbi-code +kind: external +task_type: binary_classification +description: Whether the next crime reported in this district shares the same FBI code as the prior one. +entity_table: District +entity_col: district_no +target_col: repeats_last_fbi_code +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-will-repeat-last-fbi-code/train.parquet b/join-bird-chicago-crime/tasks/district-will-repeat-last-fbi-code/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-district-will-repeat-last-fbi-code/train.parquet rename to join-bird-chicago-crime/tasks/district-will-repeat-last-fbi-code/train.parquet diff --git a/join-bird-chicago-crime/tasks/fbi-code-crime-count/manifest.yaml b/join-bird-chicago-crime/tasks/fbi-code-crime-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2e1584bcf88acc5d1f1cad64a57fbb471759da4b --- /dev/null +++ b/join-bird-chicago-crime/tasks/fbi-code-crime-count/manifest.yaml @@ -0,0 +1,10 @@ +name: fbi-code-crime-count +kind: external +task_type: regression +description: Predict the number of crimes under a specific FBI crime classification in the next window. +entity_table: FBI_Code +entity_col: fbi_code_no +target_col: fbi_crime_count +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-fbi-code-crime-count/train.parquet b/join-bird-chicago-crime/tasks/fbi-code-crime-count/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-fbi-code-crime-count/train.parquet rename to join-bird-chicago-crime/tasks/fbi-code-crime-count/train.parquet diff --git a/join-bird-chicago-crime/tasks/iucr-crime-count/manifest.yaml b/join-bird-chicago-crime/tasks/iucr-crime-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ca0ef520a38f5651630b16e17d390ca59d34e740 --- /dev/null +++ b/join-bird-chicago-crime/tasks/iucr-crime-count/manifest.yaml @@ -0,0 +1,10 @@ +name: iucr-crime-count +kind: external +task_type: regression +description: Predict the number of crimes of a specific IUCR offense code in the next window. +entity_table: IUCR +entity_col: iucr_no +target_col: iucr_crime_count +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-iucr-crime-count/train.parquet b/join-bird-chicago-crime/tasks/iucr-crime-count/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-iucr-crime-count/train.parquet rename to join-bird-chicago-crime/tasks/iucr-crime-count/train.parquet diff --git a/join-bird-chicago-crime/tasks/iucr-crime-type-churn/manifest.yaml b/join-bird-chicago-crime/tasks/iucr-crime-type-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fcdcbbbd3ef74bd152c088b9c7ff60d9ba507ec8 --- /dev/null +++ b/join-bird-chicago-crime/tasks/iucr-crime-type-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: iucr-crime-type-churn +kind: external +task_type: binary_classification +description: Predict whether an IUCR crime category will have zero reported incidents in the next window, indicating a disappearance of that crime type. +entity_table: IUCR +entity_col: iucr_no +target_col: iucr_type_churn +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-iucr-crime-type-churn/train.parquet b/join-bird-chicago-crime/tasks/iucr-crime-type-churn/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-iucr-crime-type-churn/train.parquet rename to join-bird-chicago-crime/tasks/iucr-crime-type-churn/train.parquet diff --git a/join-bird-chicago-crime/tasks/iucr-has-crime-next-window/manifest.yaml b/join-bird-chicago-crime/tasks/iucr-has-crime-next-window/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..13ddf52a8ee2c1f7a324b6eebbc93324b8318bb4 --- /dev/null +++ b/join-bird-chicago-crime/tasks/iucr-has-crime-next-window/manifest.yaml @@ -0,0 +1,10 @@ +name: iucr-has-crime-next-window +kind: external +task_type: binary_classification +description: Predict whether an IUCR crime category will appear in any incident report in the next window. +entity_table: IUCR +entity_col: iucr_no +target_col: iucr_crime_next +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-iucr-has-crime-next-window/train.parquet b/join-bird-chicago-crime/tasks/iucr-has-crime-next-window/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-iucr-has-crime-next-window/train.parquet rename to join-bird-chicago-crime/tasks/iucr-has-crime-next-window/train.parquet diff --git a/join-bird-chicago-crime/tasks/iucr-rank-change-in-district/manifest.yaml b/join-bird-chicago-crime/tasks/iucr-rank-change-in-district/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..04a5bc07d3e8788ba225ed67fcbe13ec12a6adf6 --- /dev/null +++ b/join-bird-chicago-crime/tasks/iucr-rank-change-in-district/manifest.yaml @@ -0,0 +1,10 @@ +name: iucr-rank-change-in-district +kind: external +task_type: binary_classification +description: Whether this IUCR code's frequency rank within a district improves by at least 1 position next window. +entity_table: IUCR +entity_col: iucr_no +target_col: iucr_rank_rises +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-iucr-rank-change-in-district/train.parquet b/join-bird-chicago-crime/tasks/iucr-rank-change-in-district/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-iucr-rank-change-in-district/train.parquet rename to join-bird-chicago-crime/tasks/iucr-rank-change-in-district/train.parquet diff --git a/join-bird-chicago-crime/tasks/iucr-top-crime-type/manifest.yaml b/join-bird-chicago-crime/tasks/iucr-top-crime-type/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..14d024a17ed693fc02e987b586eb7eb8e5ef703e --- /dev/null +++ b/join-bird-chicago-crime/tasks/iucr-top-crime-type/manifest.yaml @@ -0,0 +1,10 @@ +name: iucr-top-crime-type +kind: external +task_type: binary_classification +description: Predict whether a particular IUCR crime type is among the top 25% most frequent types city-wide in the next window. +entity_table: IUCR +entity_col: iucr_no +target_col: is_top_crime_type +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-iucr-top-crime-type/train.parquet b/join-bird-chicago-crime/tasks/iucr-top-crime-type/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-iucr-top-crime-type/train.parquet rename to join-bird-chicago-crime/tasks/iucr-top-crime-type/train.parquet diff --git a/join-bird-chicago-crime/tasks/ward-crime-count-change/manifest.yaml b/join-bird-chicago-crime/tasks/ward-crime-count-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c858a8c5b466050f7e4736844981b014a8b2bb5f --- /dev/null +++ b/join-bird-chicago-crime/tasks/ward-crime-count-change/manifest.yaml @@ -0,0 +1,10 @@ +name: ward-crime-count-change +kind: external +task_type: regression +description: Predict the change in crime count for a ward from the current window to the next window. +entity_table: Ward +entity_col: ward_no +target_col: crime_count_delta +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-ward-crime-count-change/train.parquet b/join-bird-chicago-crime/tasks/ward-crime-count-change/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-ward-crime-count-change/train.parquet rename to join-bird-chicago-crime/tasks/ward-crime-count-change/train.parquet diff --git a/join-bird-chicago-crime/tasks/ward-crime-count-trend/manifest.yaml b/join-bird-chicago-crime/tasks/ward-crime-count-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..571f933f8bf7eeb823d04e910e608ca81551f75d --- /dev/null +++ b/join-bird-chicago-crime/tasks/ward-crime-count-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: ward-crime-count-trend +kind: external +task_type: binary_classification +description: Predict whether crime count in a ward increases in the next window vs the current window. +entity_table: Ward +entity_col: ward_no +target_col: crime_count_trend_up +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-ward-crime-count-trend/train.parquet b/join-bird-chicago-crime/tasks/ward-crime-count-trend/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-ward-crime-count-trend/train.parquet rename to join-bird-chicago-crime/tasks/ward-crime-count-trend/train.parquet diff --git a/join-bird-chicago-crime/tasks/ward-crime-count/manifest.yaml b/join-bird-chicago-crime/tasks/ward-crime-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a8ec32f90eabbf319d65e918dbca2e3588fc51cb --- /dev/null +++ b/join-bird-chicago-crime/tasks/ward-crime-count/manifest.yaml @@ -0,0 +1,10 @@ +name: ward-crime-count +kind: external +task_type: regression +description: Predict the number of crimes reported in a ward in the next window. +entity_table: Ward +entity_col: ward_no +target_col: ward_crime_count +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-ward-crime-count/train.parquet b/join-bird-chicago-crime/tasks/ward-crime-count/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-ward-crime-count/train.parquet rename to join-bird-chicago-crime/tasks/ward-crime-count/train.parquet diff --git a/join-bird-chicago-crime/tasks/ward-crime-streak-length/manifest.yaml b/join-bird-chicago-crime/tasks/ward-crime-streak-length/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..692e36c716a38be23ecf637df87bd530066cba32 --- /dev/null +++ b/join-bird-chicago-crime/tasks/ward-crime-streak-length/manifest.yaml @@ -0,0 +1,10 @@ +name: ward-crime-streak-length +kind: external +task_type: regression +description: Longest consecutive-day streak of any crime activity in this ward within the forecast window. +entity_table: Ward +entity_col: ward_no +target_col: active_day_streak +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-ward-crime-streak-length/train.parquet b/join-bird-chicago-crime/tasks/ward-crime-streak-length/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-ward-crime-streak-length/train.parquet rename to join-bird-chicago-crime/tasks/ward-crime-streak-length/train.parquet diff --git a/join-bird-chicago-crime/tasks/ward-distinct-fbi-codes/manifest.yaml b/join-bird-chicago-crime/tasks/ward-distinct-fbi-codes/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fe91e0fc34514a3c9fdb3954851f9801b7bf6618 --- /dev/null +++ b/join-bird-chicago-crime/tasks/ward-distinct-fbi-codes/manifest.yaml @@ -0,0 +1,10 @@ +name: ward-distinct-fbi-codes +kind: external +task_type: regression +description: Predict how many distinct FBI crime categories occur in a ward in the next window. +entity_table: Ward +entity_col: ward_no +target_col: distinct_fbi_codes +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-ward-distinct-fbi-codes/train.parquet b/join-bird-chicago-crime/tasks/ward-distinct-fbi-codes/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-ward-distinct-fbi-codes/train.parquet rename to join-bird-chicago-crime/tasks/ward-distinct-fbi-codes/train.parquet diff --git a/join-bird-chicago-crime/tasks/ward-rank-change-by-crime-volume/manifest.yaml b/join-bird-chicago-crime/tasks/ward-rank-change-by-crime-volume/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..714c6a68ed1cfc2994e90f3d7ec37b26ad3a4ced --- /dev/null +++ b/join-bird-chicago-crime/tasks/ward-rank-change-by-crime-volume/manifest.yaml @@ -0,0 +1,10 @@ +name: ward-rank-change-by-crime-volume +kind: external +task_type: binary_classification +description: Whether this ward's crime-volume rank within its district improves by at least 2 positions next window. +entity_table: Ward +entity_col: ward_no +target_col: rank_improves +time_col: date +timedelta: 2 days 21:59:46.200000 +manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-ward-rank-change-by-crime-volume/train.parquet b/join-bird-chicago-crime/tasks/ward-rank-change-by-crime-volume/train.parquet similarity index 100% rename from thejoin-bird-chicago-crime/tasks/predict-ward-rank-change-by-crime-volume/train.parquet rename to join-bird-chicago-crime/tasks/ward-rank-change-by-crime-volume/train.parquet diff --git a/thejoin-bird-codebase-comments/db/Method.parquet b/join-bird-codebase-comments/db/Method.parquet similarity index 100% rename from thejoin-bird-codebase-comments/db/Method.parquet rename to join-bird-codebase-comments/db/Method.parquet diff --git a/thejoin-bird-codebase-comments/db/MethodParameter.parquet b/join-bird-codebase-comments/db/MethodParameter.parquet similarity index 100% rename from thejoin-bird-codebase-comments/db/MethodParameter.parquet rename to join-bird-codebase-comments/db/MethodParameter.parquet diff --git a/thejoin-bird-codebase-comments/db/Repo.parquet b/join-bird-codebase-comments/db/Repo.parquet similarity index 100% rename from thejoin-bird-codebase-comments/db/Repo.parquet rename to join-bird-codebase-comments/db/Repo.parquet diff --git a/thejoin-bird-codebase-comments/db/Solution.parquet b/join-bird-codebase-comments/db/Solution.parquet similarity index 100% rename from thejoin-bird-codebase-comments/db/Solution.parquet rename to join-bird-codebase-comments/db/Solution.parquet diff --git a/join-bird-codebase-comments/manifest.yaml b/join-bird-codebase-comments/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..aee4019eeb85601b4c8ee24442212707a55a0fd9 --- /dev/null +++ b/join-bird-codebase-comments/manifest.yaml @@ -0,0 +1,23 @@ +name: join-bird-codebase-comments +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + Method: + pkey: id + time_col: null + fkeys: + solution_id: Solution + MethodParameter: + pkey: id + time_col: null + fkeys: {} + Repo: + pkey: id + time_col: null + fkeys: {} + Solution: + pkey: id + time_col: null + fkeys: + repo_id: Repo diff --git a/thejoin-bird-codebase-community/db/badges.parquet b/join-bird-codebase-community/db/badges.parquet similarity index 100% rename from thejoin-bird-codebase-community/db/badges.parquet rename to join-bird-codebase-community/db/badges.parquet diff --git a/thejoin-bird-codebase-community/db/comments.parquet b/join-bird-codebase-community/db/comments.parquet similarity index 100% rename from thejoin-bird-codebase-community/db/comments.parquet rename to join-bird-codebase-community/db/comments.parquet diff --git a/thejoin-bird-codebase-community/db/postHistory.parquet b/join-bird-codebase-community/db/postHistory.parquet similarity index 100% rename from thejoin-bird-codebase-community/db/postHistory.parquet rename to join-bird-codebase-community/db/postHistory.parquet diff --git a/thejoin-bird-codebase-community/db/postLinks.parquet b/join-bird-codebase-community/db/postLinks.parquet similarity index 100% rename from thejoin-bird-codebase-community/db/postLinks.parquet rename to join-bird-codebase-community/db/postLinks.parquet diff --git a/thejoin-bird-codebase-community/db/posts.parquet b/join-bird-codebase-community/db/posts.parquet similarity index 100% rename from thejoin-bird-codebase-community/db/posts.parquet rename to join-bird-codebase-community/db/posts.parquet diff --git a/thejoin-bird-codebase-community/db/tags.parquet b/join-bird-codebase-community/db/tags.parquet similarity index 100% rename from thejoin-bird-codebase-community/db/tags.parquet rename to join-bird-codebase-community/db/tags.parquet diff --git a/thejoin-bird-codebase-community/db/users.parquet b/join-bird-codebase-community/db/users.parquet similarity index 100% rename from thejoin-bird-codebase-community/db/users.parquet rename to join-bird-codebase-community/db/users.parquet diff --git a/thejoin-bird-codebase-community/db/votes.parquet b/join-bird-codebase-community/db/votes.parquet similarity index 100% rename from thejoin-bird-codebase-community/db/votes.parquet rename to join-bird-codebase-community/db/votes.parquet diff --git a/join-bird-codebase-community/manifest.yaml b/join-bird-codebase-community/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..925abfc43d279fc0340c887a1aabe88813ce589e --- /dev/null +++ b/join-bird-codebase-community/manifest.yaml @@ -0,0 +1,43 @@ +name: join-bird-codebase-community +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + badges: + pkey: id + time_col: date + fkeys: {} + comments: + pkey: id + time_col: creation_date + fkeys: + post_id: posts + user_id: users + postHistory: + pkey: id + time_col: creation_date + fkeys: + post_id: posts + user_id: users + postLinks: + pkey: id + time_col: creation_date + fkeys: {} + posts: + pkey: id + time_col: las_activity_date + fkeys: {} + tags: + pkey: id + time_col: null + fkeys: {} + users: + pkey: id + time_col: last_access_date + fkeys: {} + votes: + pkey: id + time_col: creation_date + fkeys: + post_id: posts + user_id: users diff --git a/join-bird-codebase-community/tasks/post-comment-churn/manifest.yaml b/join-bird-codebase-community/tasks/post-comment-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..26fa50c891db993e94b43e4e2309cc812aa4bc7c --- /dev/null +++ b/join-bird-codebase-community/tasks/post-comment-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: post-comment-churn +kind: external +task_type: binary_classification +description: Predict whether a post will receive no comments in the next time window. +entity_table: posts +entity_col: post_id +target_col: comment_churn +time_col: creation_date +timedelta: 18 days 14:53:02.530000 +manifest_version: 1 diff --git a/thejoin-bird-codebase-community/tasks/predict-post-comment-churn/train.parquet b/join-bird-codebase-community/tasks/post-comment-churn/train.parquet similarity index 100% rename from thejoin-bird-codebase-community/tasks/predict-post-comment-churn/train.parquet rename to join-bird-codebase-community/tasks/post-comment-churn/train.parquet diff --git a/join-bird-codebase-community/tasks/post-comment-count/manifest.yaml b/join-bird-codebase-community/tasks/post-comment-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4191e88e3e06f9bbb46794e000dbb77947f9c102 --- /dev/null +++ b/join-bird-codebase-community/tasks/post-comment-count/manifest.yaml @@ -0,0 +1,10 @@ +name: post-comment-count +kind: external +task_type: regression +description: Predict how many comments a post will receive in the next time window. +entity_table: posts +entity_col: post_id +target_col: future_comment_count +time_col: creation_date +timedelta: 18 days 14:53:02.530000 +manifest_version: 1 diff --git a/thejoin-bird-codebase-community/tasks/predict-post-comment-count/train.parquet b/join-bird-codebase-community/tasks/post-comment-count/train.parquet similarity index 100% rename from thejoin-bird-codebase-community/tasks/predict-post-comment-count/train.parquet rename to join-bird-codebase-community/tasks/post-comment-count/train.parquet diff --git a/join-bird-codebase-community/tasks/post-receives-comment/manifest.yaml b/join-bird-codebase-community/tasks/post-receives-comment/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fc0e9977d5e8952e49ed5e9596966b926f73f987 --- /dev/null +++ b/join-bird-codebase-community/tasks/post-receives-comment/manifest.yaml @@ -0,0 +1,10 @@ +name: post-receives-comment +kind: external +task_type: binary_classification +description: Predict whether a post will receive at least one comment in the next time window. +entity_table: posts +entity_col: post_id +target_col: receives_comment +time_col: creation_date +timedelta: 18 days 14:53:02.530000 +manifest_version: 1 diff --git a/thejoin-bird-codebase-community/tasks/predict-post-receives-comment/train.parquet b/join-bird-codebase-community/tasks/post-receives-comment/train.parquet similarity index 100% rename from thejoin-bird-codebase-community/tasks/predict-post-receives-comment/train.parquet rename to join-bird-codebase-community/tasks/post-receives-comment/train.parquet diff --git a/join-bird-codebase-community/tasks/post-receives-revision/manifest.yaml b/join-bird-codebase-community/tasks/post-receives-revision/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cea0c76ebe9d549acbc57575f01dee965f69e0f0 --- /dev/null +++ b/join-bird-codebase-community/tasks/post-receives-revision/manifest.yaml @@ -0,0 +1,10 @@ +name: post-receives-revision +kind: external +task_type: binary_classification +description: Predict whether a post will be edited or have a history event in the next time window. +entity_table: posts +entity_col: post_id +target_col: receives_revision +time_col: creation_date +timedelta: 18 days 14:53:02.530000 +manifest_version: 1 diff --git a/thejoin-bird-codebase-community/tasks/predict-post-receives-revision/train.parquet b/join-bird-codebase-community/tasks/post-receives-revision/train.parquet similarity index 100% rename from thejoin-bird-codebase-community/tasks/predict-post-receives-revision/train.parquet rename to join-bird-codebase-community/tasks/post-receives-revision/train.parquet diff --git a/join-bird-codebase-community/tasks/post-revision-count/manifest.yaml b/join-bird-codebase-community/tasks/post-revision-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9e8cec300ca093c0d7ddc313dbf2640e354f270e --- /dev/null +++ b/join-bird-codebase-community/tasks/post-revision-count/manifest.yaml @@ -0,0 +1,10 @@ +name: post-revision-count +kind: external +task_type: regression +description: Predict how many post history events (edits/revisions) a post will have in the next time window. +entity_table: posts +entity_col: post_id +target_col: future_revision_count +time_col: creation_date +timedelta: 18 days 14:53:02.530000 +manifest_version: 1 diff --git a/thejoin-bird-codebase-community/tasks/predict-post-revision-count/train.parquet b/join-bird-codebase-community/tasks/post-revision-count/train.parquet similarity index 100% rename from thejoin-bird-codebase-community/tasks/predict-post-revision-count/train.parquet rename to join-bird-codebase-community/tasks/post-revision-count/train.parquet diff --git a/thejoin-bird-coinmarketcap/db/coins.parquet b/join-bird-coinmarketcap/db/coins.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/db/coins.parquet rename to join-bird-coinmarketcap/db/coins.parquet diff --git a/thejoin-bird-coinmarketcap/db/historical.parquet b/join-bird-coinmarketcap/db/historical.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/db/historical.parquet rename to join-bird-coinmarketcap/db/historical.parquet diff --git a/join-bird-coinmarketcap/manifest.yaml b/join-bird-coinmarketcap/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bcae7679e38b43a69e1dff89eda220d1df8d8720 --- /dev/null +++ b/join-bird-coinmarketcap/manifest.yaml @@ -0,0 +1,14 @@ +name: join-bird-coinmarketcap +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + coins: + pkey: id + time_col: null + fkeys: {} + historical: + pkey: null + time_col: time_low + fkeys: + coin_id: coins diff --git a/join-bird-coinmarketcap/tasks/coin-active-streak/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-active-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ffb615e6f711440b43fd59e254f8421d97f3a44e --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-active-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-active-streak +kind: external +task_type: regression +description: Longest consecutive-day trading-activity streak within the future window. +entity_table: coins +entity_col: coin_id +target_col: active_streak +time_col: time_low +timedelta: 0 days 00:11:33.090000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-active-streak/train.parquet b/join-bird-coinmarketcap/tasks/coin-active-streak/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-active-streak/train.parquet rename to join-bird-coinmarketcap/tasks/coin-active-streak/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-active-trading/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-active-trading/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ddc54edb9a01aa6d009f7f8578a3242a0deb1dce --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-active-trading/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-active-trading +kind: external +task_type: binary_classification +description: Predict whether a coin will have any recorded trading activity in the next time window. +entity_table: coins +entity_col: coin_id +target_col: is_actively_traded +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-active-trading/train.parquet b/join-bird-coinmarketcap/tasks/coin-active-trading/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-active-trading/train.parquet rename to join-bird-coinmarketcap/tasks/coin-active-trading/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-best-cmc-rank/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-best-cmc-rank/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a9e17f41494e98e1f8edec194dbf67f6718e1c6e --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-best-cmc-rank/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-best-cmc-rank +kind: external +task_type: regression +description: Predict the best (minimum) CoinMarketCap rank achieved by a coin in the next time window. +entity_table: coins +entity_col: coin_id +target_col: future_best_rank +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-best-cmc-rank/train.parquet b/join-bird-coinmarketcap/tasks/coin-best-cmc-rank/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-best-cmc-rank/train.parquet rename to join-bird-coinmarketcap/tasks/coin-best-cmc-rank/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-delisted/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-delisted/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..899b5b163cb3d7a8524ddcc84e7c5d821c049224 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-delisted/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-delisted +kind: external +task_type: binary_classification +description: Predict whether a coin will stop having market data records in the next time window (effectively delisted). +entity_table: coins +entity_col: coin_id +target_col: is_delisted +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-delisted/train.parquet b/join-bird-coinmarketcap/tasks/coin-delisted/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-delisted/train.parquet rename to join-bird-coinmarketcap/tasks/coin-delisted/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-high-low-ratio/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-high-low-ratio/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..13016e40db579ff8f4bd2c6aaf77350bb9102b81 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-high-low-ratio/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-high-low-ratio +kind: external +task_type: regression +description: Ratio of daily high to daily low for the coin next window (intraday range multiplier). +entity_table: coins +entity_col: coin_id +target_col: hl_ratio +time_col: time_low +timedelta: 0 days 00:11:33.090000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-high-low-ratio/train.parquet b/join-bird-coinmarketcap/tasks/coin-high-low-ratio/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-high-low-ratio/train.parquet rename to join-bird-coinmarketcap/tasks/coin-high-low-ratio/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-high-low-spread/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-high-low-spread/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7865d0aa81f12ce0b89bd21cd2bfe087c2574ecf --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-high-low-spread/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-high-low-spread +kind: external +task_type: regression +description: Predict the ratio of daily high to daily low price (volatility measure) in the next time window. +entity_table: coins +entity_col: coin_id +target_col: high_low_spread_ratio +time_col: time_low +timedelta: 0 days 00:11:33.090000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-high-low-spread/train.parquet b/join-bird-coinmarketcap/tasks/coin-high-low-spread/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-high-low-spread/train.parquet rename to join-bird-coinmarketcap/tasks/coin-high-low-spread/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-high-volume/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-high-volume/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cb39f112c6b02f05a7ee8fc958eadd6c770d7a09 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-high-volume/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-high-volume +kind: external +task_type: binary_classification +description: Predict whether a coin will have a mean 24h trading volume exceeding 1 million in the next time window. +entity_table: coins +entity_col: coin_id +target_col: is_high_volume +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-high-volume/train.parquet b/join-bird-coinmarketcap/tasks/coin-high-volume/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-high-volume/train.parquet rename to join-bird-coinmarketcap/tasks/coin-high-volume/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-market-cap-change/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-market-cap-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bb75d4e60afa373549fbfbcfe56280697fe56921 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-market-cap-change/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-market-cap-change +kind: external +task_type: regression +description: Predict the change in mean market cap for a coin from the current window to the next window. +entity_table: coins +entity_col: coin_id +target_col: market_cap_delta +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-market-cap-change/train.parquet b/join-bird-coinmarketcap/tasks/coin-market-cap-change/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-market-cap-change/train.parquet rename to join-bird-coinmarketcap/tasks/coin-market-cap-change/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-market-cap-share/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-market-cap-share/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..321904b28af282a48c329085ecaab76ddf1e2a7d --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-market-cap-share/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-market-cap-share +kind: external +task_type: regression +description: Coin's share of total market cap across all coins over the next window (market dominance). +entity_table: coins +entity_col: coin_id +target_col: mcap_share +time_col: time_low +timedelta: 0 days 00:11:33.090000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-market-cap-share/train.parquet b/join-bird-coinmarketcap/tasks/coin-market-cap-share/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-market-cap-share/train.parquet rename to join-bird-coinmarketcap/tasks/coin-market-cap-share/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-market-cap-volatility/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-market-cap-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d6b09e35c2984b36df3a12ea993bb7ab962d3850 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-market-cap-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-market-cap-volatility +kind: external +task_type: regression +description: Standard deviation of market cap for the coin over the next window (valuation instability). +entity_table: coins +entity_col: coin_id +target_col: mcap_vol +time_col: time_low +timedelta: 0 days 00:11:33.090000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-market-cap-volatility/train.parquet b/join-bird-coinmarketcap/tasks/coin-market-cap-volatility/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-market-cap-volatility/train.parquet rename to join-bird-coinmarketcap/tasks/coin-market-cap-volatility/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-market-pairs-count/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-market-pairs-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..baca9d4bce6b06b081280bd10e1ea72e572d1946 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-market-pairs-count/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-market-pairs-count +kind: external +task_type: regression +description: Predict the average number of market pairs available for a coin in the next time window. +entity_table: coins +entity_col: coin_id +target_col: future_mean_market_pairs +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-market-pairs-count/train.parquet b/join-bird-coinmarketcap/tasks/coin-market-pairs-count/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-market-pairs-count/train.parquet rename to join-bird-coinmarketcap/tasks/coin-market-pairs-count/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-market-share/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-market-share/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c65152aed4e06460a9b17c34210846c946ea6829 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-market-share/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-market-share +kind: external +task_type: regression +description: Predict a coin's share of total market cap across all coins in the next window. +entity_table: coins +entity_col: coin_id +target_col: market_share +time_col: time_low +timedelta: 0 days 00:11:33.090000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-market-share/train.parquet b/join-bird-coinmarketcap/tasks/coin-market-share/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-market-share/train.parquet rename to join-bird-coinmarketcap/tasks/coin-market-share/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-max-market-cap/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-max-market-cap/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..84ab434c19b156de623fa5849a58dcdebc637cfe --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-max-market-cap/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-max-market-cap +kind: external +task_type: regression +description: Predict the maximum market capitalization reached by a coin in the next time window. +entity_table: coins +entity_col: coin_id +target_col: future_max_market_cap +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-max-market-cap/train.parquet b/join-bird-coinmarketcap/tasks/coin-max-market-cap/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-max-market-cap/train.parquet rename to join-bird-coinmarketcap/tasks/coin-max-market-cap/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-max-price/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-max-price/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0f770f58ef36d6fd8e1d35ea990cb55a11d3a231 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-max-price/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-max-price +kind: external +task_type: regression +description: Predict the peak price of a cryptocurrency in the next time window. +entity_table: coins +entity_col: coin_id +target_col: future_max_price +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-max-price/train.parquet b/join-bird-coinmarketcap/tasks/coin-max-price/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-max-price/train.parquet rename to join-bird-coinmarketcap/tasks/coin-max-price/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-mean-market-cap/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-mean-market-cap/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a0aaea338205357adc7197df0ca7e12feeb61bc2 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-mean-market-cap/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-mean-market-cap +kind: external +task_type: regression +description: Predict the average market capitalization of a coin in the next time window. +entity_table: coins +entity_col: coin_id +target_col: future_mean_market_cap +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-mean-market-cap/train.parquet b/join-bird-coinmarketcap/tasks/coin-mean-market-cap/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-mean-market-cap/train.parquet rename to join-bird-coinmarketcap/tasks/coin-mean-market-cap/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-mean-price/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-mean-price/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..81b339710413fcbac0ecc34650fc5fbff5765f03 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-mean-price/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-mean-price +kind: external +task_type: regression +description: Predict the average daily price of a cryptocurrency in the next time window. +entity_table: coins +entity_col: coin_id +target_col: future_mean_price +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-mean-price/train.parquet b/join-bird-coinmarketcap/tasks/coin-mean-price/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-mean-price/train.parquet rename to join-bird-coinmarketcap/tasks/coin-mean-price/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-mean-rank/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-mean-rank/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e1b416f773b289f8029cf7a15d56f7a5c1e656e3 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-mean-rank/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-mean-rank +kind: external +task_type: regression +description: The coin's mean market-cap rank (1=best) among all coins each day over the next window. +entity_table: coins +entity_col: coin_id +target_col: mean_rank +time_col: time_low +timedelta: 0 days 00:11:33.090000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-mean-rank/train.parquet b/join-bird-coinmarketcap/tasks/coin-mean-rank/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-mean-rank/train.parquet rename to join-bird-coinmarketcap/tasks/coin-mean-rank/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-positive-24h-change/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-positive-24h-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bff7f717031b03dc9c9c1ebbaaa56562fbcfbc19 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-positive-24h-change/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-positive-24h-change +kind: external +task_type: binary_classification +description: Predict whether a coin's mean 24h percent change will be positive in the next time window. +entity_table: coins +entity_col: coin_id +target_col: positive_change_24h +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-positive-24h-change/train.parquet b/join-bird-coinmarketcap/tasks/coin-positive-24h-change/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-positive-24h-change/train.parquet rename to join-bird-coinmarketcap/tasks/coin-positive-24h-change/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-positive-7d-change/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-positive-7d-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b73d7102af21c09434e3e1dde2a76aee1f62cf98 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-positive-7d-change/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-positive-7d-change +kind: external +task_type: binary_classification +description: Predict whether a coin's mean 7-day percent change will be positive in the next time window. +entity_table: coins +entity_col: coin_id +target_col: positive_change_7d +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-positive-7d-change/train.parquet b/join-bird-coinmarketcap/tasks/coin-positive-7d-change/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-positive-7d-change/train.parquet rename to join-bird-coinmarketcap/tasks/coin-positive-7d-change/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-price-delta/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-price-delta/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..525851498833bfaacfdaaa9444c967925fcfa620 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-price-delta/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-price-delta +kind: external +task_type: regression +description: Predict the change in mean price for a coin from the current window to the next window. +entity_table: coins +entity_col: coin_id +target_col: price_delta +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-price-delta/train.parquet b/join-bird-coinmarketcap/tasks/coin-price-delta/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-price-delta/train.parquet rename to join-bird-coinmarketcap/tasks/coin-price-delta/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-price-to-volume-ratio/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-price-to-volume-ratio/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7a8a6e33bf4b52ebd4cf8f177308b34018c29398 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-price-to-volume-ratio/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-price-to-volume-ratio +kind: external +task_type: regression +description: Predict the ratio of price to 24h trading volume (liquidity indicator) in the next time window. +entity_table: coins +entity_col: coin_id +target_col: price_to_volume_ratio +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-price-to-volume-ratio/train.parquet b/join-bird-coinmarketcap/tasks/coin-price-to-volume-ratio/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-price-to-volume-ratio/train.parquet rename to join-bird-coinmarketcap/tasks/coin-price-to-volume-ratio/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-price-trend-reversal/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-price-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b15d21e06c0dbe91b8764145cbb0bde383341a25 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-price-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-price-trend-reversal +kind: external +task_type: binary_classification +description: Whether the direction of mean close price change flips between the current and next window. +entity_table: coins +entity_col: coin_id +target_col: price_reversal +time_col: time_low +timedelta: 0 days 00:11:33.090000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-price-trend-reversal/train.parquet b/join-bird-coinmarketcap/tasks/coin-price-trend-reversal/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-price-trend-reversal/train.parquet rename to join-bird-coinmarketcap/tasks/coin-price-trend-reversal/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-price-trend/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-price-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6bfdb7bd24e25cbabffcb9fa69987ddd5990a81a --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-price-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-price-trend +kind: external +task_type: binary_classification +description: Predict whether a coin's mean price increases in the next window compared to the current window. +entity_table: coins +entity_col: coin_id +target_col: price_trend_up +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-price-trend/train.parquet b/join-bird-coinmarketcap/tasks/coin-price-trend/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-price-trend/train.parquet rename to join-bird-coinmarketcap/tasks/coin-price-trend/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-rank-improvement/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-rank-improvement/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..30878fc177853399707efa231a87b77160510a04 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-rank-improvement/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-rank-improvement +kind: external +task_type: binary_classification +description: Whether the coin's market-cap rank improves by at least 5 positions within its daily ranking group next window. +entity_table: coins +entity_col: coin_id +target_col: rank_improved +time_col: time_low +timedelta: 0 days 00:11:33.090000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-rank-improvement/train.parquet b/join-bird-coinmarketcap/tasks/coin-rank-improvement/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-rank-improvement/train.parquet rename to join-bird-coinmarketcap/tasks/coin-rank-improvement/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-return-after-dormancy/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-return-after-dormancy/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5cd6f6491895fcd04183463209db8bb65ed55abb --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-return-after-dormancy/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-return-after-dormancy +kind: external +task_type: binary_classification +description: Whether a currently inactive coin reactivates with trading activity next window. +entity_table: coins +entity_col: coin_id +target_col: returns +time_col: time_low +timedelta: 0 days 00:11:33.090000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-return-after-dormancy/train.parquet b/join-bird-coinmarketcap/tasks/coin-return-after-dormancy/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-return-after-dormancy/train.parquet rename to join-bird-coinmarketcap/tasks/coin-return-after-dormancy/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-return-to-active-trading/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-return-to-active-trading/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..323d1d4f161fa1309a986514edb28b24ba5275c0 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-return-to-active-trading/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-return-to-active-trading +kind: external +task_type: binary_classification +description: Predict whether a coin that had no trading activity in the current window resumes trading in the next window. +entity_table: coins +entity_col: coin_id +target_col: returns_to_trading +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-return-to-active-trading/train.parquet b/join-bird-coinmarketcap/tasks/coin-return-to-active-trading/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-return-to-active-trading/train.parquet rename to join-bird-coinmarketcap/tasks/coin-return-to-active-trading/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-supply-utilization/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-supply-utilization/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d9fe46bb7823d84ebd1963812454be69e912aa06 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-supply-utilization/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-supply-utilization +kind: external +task_type: regression +description: Ratio of circulating supply to max supply next window (how much of cap is in market). +entity_table: coins +entity_col: coin_id +target_col: supply_util +time_col: time_low +timedelta: 0 days 00:11:33.090000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-supply-utilization/train.parquet b/join-bird-coinmarketcap/tasks/coin-supply-utilization/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-supply-utilization/train.parquet rename to join-bird-coinmarketcap/tasks/coin-supply-utilization/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-time-until-next-trade/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-time-until-next-trade/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9459dc06e9e79b1635d5a180bbad205937d394fd --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-time-until-next-trade/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-time-until-next-trade +kind: external +task_type: regression +description: Number of days until the coin's next observed trading snapshot. +entity_table: coins +entity_col: coin_id +target_col: days_to_next +time_col: time_low +timedelta: 0 days 00:11:33.090000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-time-until-next-trade/train.parquet b/join-bird-coinmarketcap/tasks/coin-time-until-next-trade/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-time-until-next-trade/train.parquet rename to join-bird-coinmarketcap/tasks/coin-time-until-next-trade/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-top-market-cap/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-top-market-cap/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..81000e752e78700c6f6ad7feec7f596267e892f5 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-top-market-cap/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-top-market-cap +kind: external +task_type: binary_classification +description: Predict whether a coin is among the top 25% of coins by market cap in the next window. +entity_table: coins +entity_col: coin_id +target_col: is_top_market_cap +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-top-market-cap/train.parquet b/join-bird-coinmarketcap/tasks/coin-top-market-cap/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-top-market-cap/train.parquet rename to join-bird-coinmarketcap/tasks/coin-top-market-cap/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-top-volume/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-top-volume/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e55335f3e2403e1b72b539b7fb06e22162033193 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-top-volume/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-top-volume +kind: external +task_type: binary_classification +description: Predict whether a coin is among the top 25% by total 24h trading volume in the next window. +entity_table: coins +entity_col: coin_id +target_col: is_top_volume +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-top-volume/train.parquet b/join-bird-coinmarketcap/tasks/coin-top-volume/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-top-volume/train.parquet rename to join-bird-coinmarketcap/tasks/coin-top-volume/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-top100-rank/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-top100-rank/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..29846aa6d037bdb20dda1b84cb127c846f390019 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-top100-rank/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-top100-rank +kind: external +task_type: binary_classification +description: Predict whether a coin will achieve a CoinMarketCap rank in the top 100 during the next time window. +entity_table: coins +entity_col: coin_id +target_col: in_top100 +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-top100-rank/train.parquet b/join-bird-coinmarketcap/tasks/coin-top100-rank/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-top100-rank/train.parquet rename to join-bird-coinmarketcap/tasks/coin-top100-rank/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-top1pct-marketcap/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-top1pct-marketcap/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8a26b93345d58ee3265fa5de16c67e515b008185 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-top1pct-marketcap/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-top1pct-marketcap +kind: external +task_type: binary_classification +description: Whether the coin is in the top 1% by mean market cap next window. +entity_table: coins +entity_col: coin_id +target_col: top1pct +time_col: time_low +timedelta: 0 days 00:11:33.090000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-top1pct-marketcap/train.parquet b/join-bird-coinmarketcap/tasks/coin-top1pct-marketcap/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-top1pct-marketcap/train.parquet rename to join-bird-coinmarketcap/tasks/coin-top1pct-marketcap/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-total-volume/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-total-volume/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..47c369dc39d9a4304c68498c975657eaee1ce7b8 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-total-volume/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-total-volume +kind: external +task_type: regression +description: Predict the total 24h trading volume for a coin aggregated over the next time window. +entity_table: coins +entity_col: coin_id +target_col: future_total_volume +time_col: time_low +timedelta: 0 days 00:11:33.090000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-total-volume/train.parquet b/join-bird-coinmarketcap/tasks/coin-total-volume/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-total-volume/train.parquet rename to join-bird-coinmarketcap/tasks/coin-total-volume/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-turnover-ratio/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-turnover-ratio/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dc9997a816af40ef39b5e84c47fdefcf9cb15396 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-turnover-ratio/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-turnover-ratio +kind: external +task_type: regression +description: Ratio of 24h volume to market cap next window (liquidity/turnover measure). +entity_table: coins +entity_col: coin_id +target_col: turnover +time_col: time_low +timedelta: 0 days 00:11:33.090000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-turnover-ratio/train.parquet b/join-bird-coinmarketcap/tasks/coin-turnover-ratio/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-turnover-ratio/train.parquet rename to join-bird-coinmarketcap/tasks/coin-turnover-ratio/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-volume-rank/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-volume-rank/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..71a6b29ba422a280a59b6e0986edc61212334e68 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-volume-rank/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-volume-rank +kind: external +task_type: regression +description: The coin's mean trading-volume rank (1=highest volume) among all coins each day over the next window. +entity_table: coins +entity_col: coin_id +target_col: vol_rank +time_col: time_low +timedelta: 0 days 00:11:33.090000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-volume-rank/train.parquet b/join-bird-coinmarketcap/tasks/coin-volume-rank/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-volume-rank/train.parquet rename to join-bird-coinmarketcap/tasks/coin-volume-rank/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-volume-trend-reversal/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-volume-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7b0da983d129f348444bd6db399c34a6d95954b8 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-volume-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-volume-trend-reversal +kind: external +task_type: binary_classification +description: Whether the direction of 24h-volume change flips between the current and next window. +entity_table: coins +entity_col: coin_id +target_col: vol_reversal +time_col: time_low +timedelta: 0 days 00:11:33.090000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-volume-trend-reversal/train.parquet b/join-bird-coinmarketcap/tasks/coin-volume-trend-reversal/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-volume-trend-reversal/train.parquet rename to join-bird-coinmarketcap/tasks/coin-volume-trend-reversal/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-volume-trend/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-volume-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d02e565ce6f94c96cf87edd30a80083e938fcfc0 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-volume-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-volume-trend +kind: external +task_type: binary_classification +description: Predict whether a coin's mean 24h trading volume increases in the next window vs the current window. +entity_table: coins +entity_col: coin_id +target_col: volume_trend_up +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-volume-trend/train.parquet b/join-bird-coinmarketcap/tasks/coin-volume-trend/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-volume-trend/train.parquet rename to join-bird-coinmarketcap/tasks/coin-volume-trend/train.parquet diff --git a/join-bird-coinmarketcap/tasks/coin-volume-volatility/manifest.yaml b/join-bird-coinmarketcap/tasks/coin-volume-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0fe63cddf54f4edda6b21476afe645d51f4ac246 --- /dev/null +++ b/join-bird-coinmarketcap/tasks/coin-volume-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: coin-volume-volatility +kind: external +task_type: regression +description: Predict the standard deviation of a coin's 24h trading volume in the next window. +entity_table: coins +entity_col: coin_id +target_col: volume_std +time_col: time_low +timedelta: 0 days 00:11:33.040000 +manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-volume-volatility/train.parquet b/join-bird-coinmarketcap/tasks/coin-volume-volatility/train.parquet similarity index 100% rename from thejoin-bird-coinmarketcap/tasks/predict-coin-volume-volatility/train.parquet rename to join-bird-coinmarketcap/tasks/coin-volume-volatility/train.parquet diff --git a/thejoin-bird-college-completion/db/institution_details.parquet b/join-bird-college-completion/db/institution_details.parquet similarity index 100% rename from thejoin-bird-college-completion/db/institution_details.parquet rename to join-bird-college-completion/db/institution_details.parquet diff --git a/thejoin-bird-college-completion/db/institution_grads.parquet b/join-bird-college-completion/db/institution_grads.parquet similarity index 100% rename from thejoin-bird-college-completion/db/institution_grads.parquet rename to join-bird-college-completion/db/institution_grads.parquet diff --git a/thejoin-bird-college-completion/db/state_sector_details.parquet b/join-bird-college-completion/db/state_sector_details.parquet similarity index 100% rename from thejoin-bird-college-completion/db/state_sector_details.parquet rename to join-bird-college-completion/db/state_sector_details.parquet diff --git a/thejoin-bird-college-completion/db/state_sector_grads.parquet b/join-bird-college-completion/db/state_sector_grads.parquet similarity index 100% rename from thejoin-bird-college-completion/db/state_sector_grads.parquet rename to join-bird-college-completion/db/state_sector_grads.parquet diff --git a/join-bird-college-completion/manifest.yaml b/join-bird-college-completion/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..32261de5d180d9ae3916576cd2e5652b6359f6a2 --- /dev/null +++ b/join-bird-college-completion/manifest.yaml @@ -0,0 +1,24 @@ +name: join-bird-college-completion +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + institution_details: + pkey: unitid + time_col: null + fkeys: {} + institution_grads: + pkey: null + time_col: null + fkeys: + unitid: institution_details + state_sector_details: + pkey: null + time_col: null + fkeys: + state: institution_details + state_sector_grads: + pkey: null + time_col: null + fkeys: + state: institution_details diff --git a/thejoin-bird-computer-student/db/advisedBy.parquet b/join-bird-computer-student/db/advisedBy.parquet similarity index 100% rename from thejoin-bird-computer-student/db/advisedBy.parquet rename to join-bird-computer-student/db/advisedBy.parquet diff --git a/thejoin-bird-computer-student/db/course.parquet b/join-bird-computer-student/db/course.parquet similarity index 100% rename from thejoin-bird-computer-student/db/course.parquet rename to join-bird-computer-student/db/course.parquet diff --git a/thejoin-bird-computer-student/db/person.parquet b/join-bird-computer-student/db/person.parquet similarity index 100% rename from thejoin-bird-computer-student/db/person.parquet rename to join-bird-computer-student/db/person.parquet diff --git a/thejoin-bird-computer-student/db/taughtBy.parquet b/join-bird-computer-student/db/taughtBy.parquet similarity index 100% rename from thejoin-bird-computer-student/db/taughtBy.parquet rename to join-bird-computer-student/db/taughtBy.parquet diff --git a/join-bird-computer-student/manifest.yaml b/join-bird-computer-student/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..44f62f1f76620e379aa408ac37231fa96880c2aa --- /dev/null +++ b/join-bird-computer-student/manifest.yaml @@ -0,0 +1,25 @@ +name: join-bird-computer-student +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + advisedBy: + pkey: null + time_col: null + fkeys: + p_id: person + p_id_dummy: person + course: + pkey: course_id + time_col: null + fkeys: {} + person: + pkey: p_id + time_col: null + fkeys: {} + taughtBy: + pkey: null + time_col: null + fkeys: + course_id: course + p_id: person diff --git a/thejoin-bird-cookbook/db/Ingredient.parquet b/join-bird-cookbook/db/Ingredient.parquet similarity index 100% rename from thejoin-bird-cookbook/db/Ingredient.parquet rename to join-bird-cookbook/db/Ingredient.parquet diff --git a/thejoin-bird-cookbook/db/Nutrition.parquet b/join-bird-cookbook/db/Nutrition.parquet similarity index 100% rename from thejoin-bird-cookbook/db/Nutrition.parquet rename to join-bird-cookbook/db/Nutrition.parquet diff --git a/thejoin-bird-cookbook/db/Quantity.parquet b/join-bird-cookbook/db/Quantity.parquet similarity index 100% rename from thejoin-bird-cookbook/db/Quantity.parquet rename to join-bird-cookbook/db/Quantity.parquet diff --git a/thejoin-bird-cookbook/db/Recipe.parquet b/join-bird-cookbook/db/Recipe.parquet similarity index 100% rename from thejoin-bird-cookbook/db/Recipe.parquet rename to join-bird-cookbook/db/Recipe.parquet diff --git a/join-bird-cookbook/manifest.yaml b/join-bird-cookbook/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..48014ef481b294022868e4e13cb45f309ec9adc1 --- /dev/null +++ b/join-bird-cookbook/manifest.yaml @@ -0,0 +1,24 @@ +name: join-bird-cookbook +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + Ingredient: + pkey: ingredient_id + time_col: null + fkeys: {} + Nutrition: + pkey: __PK__ + time_col: null + fkeys: + recipe_id: Recipe + Quantity: + pkey: quantity_id + time_col: null + fkeys: + recipe_id: Recipe + ingredient_id: Ingredient + Recipe: + pkey: recipe_id + time_col: null + fkeys: {} diff --git a/thejoin-bird-cs-semester/db/RA.parquet b/join-bird-cs-semester/db/RA.parquet similarity index 100% rename from thejoin-bird-cs-semester/db/RA.parquet rename to join-bird-cs-semester/db/RA.parquet diff --git a/thejoin-bird-cs-semester/db/course.parquet b/join-bird-cs-semester/db/course.parquet similarity index 100% rename from thejoin-bird-cs-semester/db/course.parquet rename to join-bird-cs-semester/db/course.parquet diff --git a/thejoin-bird-cs-semester/db/prof.parquet b/join-bird-cs-semester/db/prof.parquet similarity index 100% rename from thejoin-bird-cs-semester/db/prof.parquet rename to join-bird-cs-semester/db/prof.parquet diff --git a/thejoin-bird-cs-semester/db/registration.parquet b/join-bird-cs-semester/db/registration.parquet similarity index 100% rename from thejoin-bird-cs-semester/db/registration.parquet rename to join-bird-cs-semester/db/registration.parquet diff --git a/thejoin-bird-cs-semester/db/student.parquet b/join-bird-cs-semester/db/student.parquet similarity index 100% rename from thejoin-bird-cs-semester/db/student.parquet rename to join-bird-cs-semester/db/student.parquet diff --git a/join-bird-cs-semester/manifest.yaml b/join-bird-cs-semester/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fb2f975ecc25c280d96cfe0a3132b6f736a05c79 --- /dev/null +++ b/join-bird-cs-semester/manifest.yaml @@ -0,0 +1,29 @@ +name: join-bird-cs-semester +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + RA: + pkey: null + time_col: null + fkeys: + student_id: student + prof_id: prof + course: + pkey: course_id + time_col: null + fkeys: {} + prof: + pkey: prof_id + time_col: null + fkeys: {} + registration: + pkey: null + time_col: null + fkeys: + student_id: student + course_id: course + student: + pkey: student_id + time_col: null + fkeys: {} diff --git a/thejoin-bird-debit-card-specializing/db/customers.parquet b/join-bird-debit-card-specializing/db/customers.parquet similarity index 100% rename from thejoin-bird-debit-card-specializing/db/customers.parquet rename to join-bird-debit-card-specializing/db/customers.parquet diff --git a/thejoin-bird-debit-card-specializing/db/gasstations.parquet b/join-bird-debit-card-specializing/db/gasstations.parquet similarity index 100% rename from thejoin-bird-debit-card-specializing/db/gasstations.parquet rename to join-bird-debit-card-specializing/db/gasstations.parquet diff --git a/thejoin-bird-debit-card-specializing/db/products.parquet b/join-bird-debit-card-specializing/db/products.parquet similarity index 100% rename from thejoin-bird-debit-card-specializing/db/products.parquet rename to join-bird-debit-card-specializing/db/products.parquet diff --git a/thejoin-bird-debit-card-specializing/db/transactions_1k.parquet b/join-bird-debit-card-specializing/db/transactions_1k.parquet similarity index 100% rename from thejoin-bird-debit-card-specializing/db/transactions_1k.parquet rename to join-bird-debit-card-specializing/db/transactions_1k.parquet diff --git a/thejoin-bird-debit-card-specializing/db/yearmonth.parquet b/join-bird-debit-card-specializing/db/yearmonth.parquet similarity index 100% rename from thejoin-bird-debit-card-specializing/db/yearmonth.parquet rename to join-bird-debit-card-specializing/db/yearmonth.parquet diff --git a/join-bird-debit-card-specializing/manifest.yaml b/join-bird-debit-card-specializing/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a59d4517f9d8720eb4b7058b67ede348bd4e852a --- /dev/null +++ b/join-bird-debit-card-specializing/manifest.yaml @@ -0,0 +1,27 @@ +name: join-bird-debit-card-specializing +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + customers: + pkey: customer_id + time_col: null + fkeys: {} + gasstations: + pkey: gas_station_id + time_col: null + fkeys: {} + products: + pkey: product_id + time_col: null + fkeys: {} + transactions_1k: + pkey: transaction_id + time_col: time + fkeys: + gas_station_id: gasstations + product_id: products + yearmonth: + pkey: null + time_col: null + fkeys: {} diff --git a/join-bird-debit-card-specializing/tasks/product-churn/manifest.yaml b/join-bird-debit-card-specializing/tasks/product-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..58461daa6ab1ab978ab3586a19137500c8aca2c1 --- /dev/null +++ b/join-bird-debit-card-specializing/tasks/product-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: product-churn +kind: external +task_type: binary_classification +description: Predict whether a product will have no transactions in the next time window. +entity_table: products +entity_col: product_id +target_col: product_churn +time_col: time +timedelta: 0 days 00:09:45.600000 +manifest_version: 1 diff --git a/thejoin-bird-debit-card-specializing/tasks/predict-product-churn/train.parquet b/join-bird-debit-card-specializing/tasks/product-churn/train.parquet similarity index 100% rename from thejoin-bird-debit-card-specializing/tasks/predict-product-churn/train.parquet rename to join-bird-debit-card-specializing/tasks/product-churn/train.parquet diff --git a/join-bird-debit-card-specializing/tasks/product-sold/manifest.yaml b/join-bird-debit-card-specializing/tasks/product-sold/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a1416126973b2b24b481eee9d3dfc18ec9aa8822 --- /dev/null +++ b/join-bird-debit-card-specializing/tasks/product-sold/manifest.yaml @@ -0,0 +1,10 @@ +name: product-sold +kind: external +task_type: binary_classification +description: Predict whether a product will be sold in at least one transaction in the next time window. +entity_table: products +entity_col: product_id +target_col: product_sold +time_col: time +timedelta: 0 days 00:09:45.600000 +manifest_version: 1 diff --git a/thejoin-bird-debit-card-specializing/tasks/predict-product-sold/train.parquet b/join-bird-debit-card-specializing/tasks/product-sold/train.parquet similarity index 100% rename from thejoin-bird-debit-card-specializing/tasks/predict-product-sold/train.parquet rename to join-bird-debit-card-specializing/tasks/product-sold/train.parquet diff --git a/join-bird-debit-card-specializing/tasks/station-active/manifest.yaml b/join-bird-debit-card-specializing/tasks/station-active/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..efe090bbf7f39e18f6168ff64e4ec82588da1014 --- /dev/null +++ b/join-bird-debit-card-specializing/tasks/station-active/manifest.yaml @@ -0,0 +1,10 @@ +name: station-active +kind: external +task_type: binary_classification +description: Predict whether a gas station will have at least one transaction in the next time window. +entity_table: gasstations +entity_col: gas_station_id +target_col: is_active +time_col: time +timedelta: 0 days 00:09:45.600000 +manifest_version: 1 diff --git a/thejoin-bird-debit-card-specializing/tasks/predict-station-active/train.parquet b/join-bird-debit-card-specializing/tasks/station-active/train.parquet similarity index 100% rename from thejoin-bird-debit-card-specializing/tasks/predict-station-active/train.parquet rename to join-bird-debit-card-specializing/tasks/station-active/train.parquet diff --git a/thejoin-bird-disney/db/characters.parquet b/join-bird-disney/db/characters.parquet similarity index 100% rename from thejoin-bird-disney/db/characters.parquet rename to join-bird-disney/db/characters.parquet diff --git a/thejoin-bird-disney/db/director.parquet b/join-bird-disney/db/director.parquet similarity index 100% rename from thejoin-bird-disney/db/director.parquet rename to join-bird-disney/db/director.parquet diff --git a/thejoin-bird-disney/db/movies_total_gross.parquet b/join-bird-disney/db/movies_total_gross.parquet similarity index 100% rename from thejoin-bird-disney/db/movies_total_gross.parquet rename to join-bird-disney/db/movies_total_gross.parquet diff --git a/thejoin-bird-disney/db/revenue.parquet b/join-bird-disney/db/revenue.parquet similarity index 100% rename from thejoin-bird-disney/db/revenue.parquet rename to join-bird-disney/db/revenue.parquet diff --git a/thejoin-bird-disney/db/voice-actors.parquet b/join-bird-disney/db/voice-actors.parquet similarity index 100% rename from thejoin-bird-disney/db/voice-actors.parquet rename to join-bird-disney/db/voice-actors.parquet diff --git a/join-bird-disney/manifest.yaml b/join-bird-disney/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4b6624a06ab8db9164af46ef839577e009c04b32 --- /dev/null +++ b/join-bird-disney/manifest.yaml @@ -0,0 +1,29 @@ +name: join-bird-disney +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + characters: + pkey: movie_title + time_col: release_date + fkeys: + hero: voice-actors + director: + pkey: null + time_col: null + fkeys: + name: characters + movies_total_gross: + pkey: null + time_col: release_date + fkeys: + movie_title: characters + revenue: + pkey: year + time_col: null + fkeys: {} + voice-actors: + pkey: character + time_col: null + fkeys: + movie: characters diff --git a/thejoin-bird-donor/db/donations.parquet b/join-bird-donor/db/donations.parquet similarity index 100% rename from thejoin-bird-donor/db/donations.parquet rename to join-bird-donor/db/donations.parquet diff --git a/thejoin-bird-donor/db/essays.parquet b/join-bird-donor/db/essays.parquet similarity index 100% rename from thejoin-bird-donor/db/essays.parquet rename to join-bird-donor/db/essays.parquet diff --git a/thejoin-bird-donor/db/projects.parquet b/join-bird-donor/db/projects.parquet similarity index 100% rename from thejoin-bird-donor/db/projects.parquet rename to join-bird-donor/db/projects.parquet diff --git a/thejoin-bird-donor/db/resources.parquet b/join-bird-donor/db/resources.parquet similarity index 100% rename from thejoin-bird-donor/db/resources.parquet rename to join-bird-donor/db/resources.parquet diff --git a/join-bird-donor/manifest.yaml b/join-bird-donor/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e86a36264c5d0f19bd7ac13898646e2a0c6326ea --- /dev/null +++ b/join-bird-donor/manifest.yaml @@ -0,0 +1,23 @@ +name: join-bird-donor +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + donations: + pkey: donationid + time_col: null + fkeys: + projectid: projects + essays: + pkey: null + time_col: null + fkeys: {} + projects: + pkey: projectid + time_col: null + fkeys: {} + resources: + pkey: resourceid + time_col: null + fkeys: + projectid: projects diff --git a/thejoin-bird-european-football-1/db/divisions.parquet b/join-bird-european-football-1/db/divisions.parquet similarity index 100% rename from thejoin-bird-european-football-1/db/divisions.parquet rename to join-bird-european-football-1/db/divisions.parquet diff --git a/thejoin-bird-european-football-1/db/matchs.parquet b/join-bird-european-football-1/db/matchs.parquet similarity index 100% rename from thejoin-bird-european-football-1/db/matchs.parquet rename to join-bird-european-football-1/db/matchs.parquet diff --git a/join-bird-european-football-1/manifest.yaml b/join-bird-european-football-1/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fd57de26fbd189ccb0005534a1fefab80386e416 --- /dev/null +++ b/join-bird-european-football-1/manifest.yaml @@ -0,0 +1,14 @@ +name: join-bird-european-football-1 +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + divisions: + pkey: division + time_col: null + fkeys: {} + matchs: + pkey: null + time_col: date + fkeys: + div: divisions diff --git a/join-bird-european-football-1/tasks/division-appears-matchs/manifest.yaml b/join-bird-european-football-1/tasks/division-appears-matchs/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b57ff8c83025685e6f44ed5a7db07734e2d75574 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-appears-matchs/manifest.yaml @@ -0,0 +1,10 @@ +name: division-appears-matchs +kind: external +task_type: binary_classification +description: Whether a division has any matches played next window. +entity_table: divisions +entity_col: div +target_col: has_match +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-appears-matchs/train.parquet b/join-bird-european-football-1/tasks/division-appears-matchs/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-appears-matchs/train.parquet rename to join-bird-european-football-1/tasks/division-appears-matchs/train.parquet diff --git a/join-bird-european-football-1/tasks/division-away-goals-trend/manifest.yaml b/join-bird-european-football-1/tasks/division-away-goals-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fe94921ee301f93dea4c948229ed0cb9934aad8e --- /dev/null +++ b/join-bird-european-football-1/tasks/division-away-goals-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: division-away-goals-trend +kind: external +task_type: binary_classification +description: Predict whether the average away team goals per match in a division increases in the next window. +entity_table: divisions +entity_col: div +target_col: away_goals_trend_up +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-away-goals-trend/train.parquet b/join-bird-european-football-1/tasks/division-away-goals-trend/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-away-goals-trend/train.parquet rename to join-bird-european-football-1/tasks/division-away-goals-trend/train.parquet diff --git a/join-bird-european-football-1/tasks/division-away-goals-volatility/manifest.yaml b/join-bird-european-football-1/tasks/division-away-goals-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..794e1677f63f8575b19b6983e793e4505f0410d0 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-away-goals-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: division-away-goals-volatility +kind: external +task_type: regression +description: Predict the standard deviation of away goals per match in a division in the next window. +entity_table: divisions +entity_col: div +target_col: away_goals_std +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-away-goals-volatility/train.parquet b/join-bird-european-football-1/tasks/division-away-goals-volatility/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-away-goals-volatility/train.parquet rename to join-bird-european-football-1/tasks/division-away-goals-volatility/train.parquet diff --git a/join-bird-european-football-1/tasks/division-churn/manifest.yaml b/join-bird-european-football-1/tasks/division-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..81e5b60ed4ed641d57e6a8a10b1a3a3b9baaf58a --- /dev/null +++ b/join-bird-european-football-1/tasks/division-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: division-churn +kind: external +task_type: binary_classification +description: Predict whether a division has no matches next window (offseason). +entity_table: divisions +entity_col: div +target_col: division_churn +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-churn/train.parquet b/join-bird-european-football-1/tasks/division-churn/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-churn/train.parquet rename to join-bird-european-football-1/tasks/division-churn/train.parquet diff --git a/join-bird-european-football-1/tasks/division-distinct-home-teams/manifest.yaml b/join-bird-european-football-1/tasks/division-distinct-home-teams/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e78794eac5b7abbb462550b1f05c98d6c438a8b4 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-distinct-home-teams/manifest.yaml @@ -0,0 +1,10 @@ +name: division-distinct-home-teams +kind: external +task_type: regression +description: Predict how many distinct home teams play in a division in the next window. +entity_table: divisions +entity_col: div +target_col: distinct_home_teams +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-distinct-home-teams/train.parquet b/join-bird-european-football-1/tasks/division-distinct-home-teams/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-distinct-home-teams/train.parquet rename to join-bird-european-football-1/tasks/division-distinct-home-teams/train.parquet diff --git a/join-bird-european-football-1/tasks/division-existence-long/manifest.yaml b/join-bird-european-football-1/tasks/division-existence-long/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7b81c557a58918fc2e6f0fba93081d59c7718caf --- /dev/null +++ b/join-bird-european-football-1/tasks/division-existence-long/manifest.yaml @@ -0,0 +1,10 @@ +name: division-existence-long +kind: external +task_type: binary_classification +description: Predict whether a division plays any matches over a 2x horizon. +entity_table: divisions +entity_col: div +target_col: has_matches_long +time_col: date +timedelta: 92 days 12:57:36 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-existence-long/train.parquet b/join-bird-european-football-1/tasks/division-existence-long/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-existence-long/train.parquet rename to join-bird-european-football-1/tasks/division-existence-long/train.parquet diff --git a/join-bird-european-football-1/tasks/division-goal-fest/manifest.yaml b/join-bird-european-football-1/tasks/division-goal-fest/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8eff508582e506e86fbfb155b0de3e7fcad51df7 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-goal-fest/manifest.yaml @@ -0,0 +1,10 @@ +name: division-goal-fest +kind: external +task_type: binary_classification +description: Predict whether a division has any match with away goals >= 5 next window. +entity_table: divisions +entity_col: div +target_col: away_goal_fest +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-goal-fest/train.parquet b/join-bird-european-football-1/tasks/division-goal-fest/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-goal-fest/train.parquet rename to join-bird-european-football-1/tasks/division-goal-fest/train.parquet diff --git a/join-bird-european-football-1/tasks/division-goal-share/manifest.yaml b/join-bird-european-football-1/tasks/division-goal-share/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1ce1dd73381878bf99ad2b9c3a6f6714a7f92be4 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-goal-share/manifest.yaml @@ -0,0 +1,10 @@ +name: division-goal-share +kind: external +task_type: regression +description: Predict a division's share of total goals scored across all divisions in the next window. +entity_table: divisions +entity_col: div +target_col: goal_share +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-goal-share/train.parquet b/join-bird-european-football-1/tasks/division-goal-share/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-goal-share/train.parquet rename to join-bird-european-football-1/tasks/division-goal-share/train.parquet diff --git a/join-bird-european-football-1/tasks/division-goals-change/manifest.yaml b/join-bird-european-football-1/tasks/division-goals-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..68eb7fb93024f0796a899db166f008b5a2cc5948 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-goals-change/manifest.yaml @@ -0,0 +1,10 @@ +name: division-goals-change +kind: external +task_type: regression +description: Predict the change in total home goals scored in a division from the current window to the next window. +entity_table: divisions +entity_col: div +target_col: home_goals_delta +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-goals-change/train.parquet b/join-bird-european-football-1/tasks/division-goals-change/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-goals-change/train.parquet rename to join-bird-european-football-1/tasks/division-goals-change/train.parquet diff --git a/join-bird-european-football-1/tasks/division-high-away-output/manifest.yaml b/join-bird-european-football-1/tasks/division-high-away-output/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4cc92f0b5f2f3e1a5c94f47879fa1623bfd9f112 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-high-away-output/manifest.yaml @@ -0,0 +1,10 @@ +name: division-high-away-output +kind: external +task_type: binary_classification +description: Predict whether mean away goals exceeds 1.2 next window. +entity_table: divisions +entity_col: div +target_col: high_away +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-high-away-output/train.parquet b/join-bird-european-football-1/tasks/division-high-away-output/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-high-away-output/train.parquet rename to join-bird-european-football-1/tasks/division-high-away-output/train.parquet diff --git a/join-bird-european-football-1/tasks/division-high-scoring/manifest.yaml b/join-bird-european-football-1/tasks/division-high-scoring/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..82d999b8a8ac6347f79d9c669b786a44cb1c3cf1 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-high-scoring/manifest.yaml @@ -0,0 +1,10 @@ +name: division-high-scoring +kind: external +task_type: binary_classification +description: Predict whether a division averages more than 1.5 home goals per match next window. +entity_table: divisions +entity_col: div +target_col: high_scoring +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-high-scoring/train.parquet b/join-bird-european-football-1/tasks/division-high-scoring/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-high-scoring/train.parquet rename to join-bird-european-football-1/tasks/division-high-scoring/train.parquet diff --git a/join-bird-european-football-1/tasks/division-home-away-ratio/manifest.yaml b/join-bird-european-football-1/tasks/division-home-away-ratio/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2ae611793cb07f75d1a192697823c7ea497722ee --- /dev/null +++ b/join-bird-european-football-1/tasks/division-home-away-ratio/manifest.yaml @@ -0,0 +1,10 @@ +name: division-home-away-ratio +kind: external +task_type: regression +description: Predict the ratio of home goals to away goals (fthg/ftag) in a division next window (home advantage strength). +entity_table: divisions +entity_col: div +target_col: home_away_ratio +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-home-away-ratio/train.parquet b/join-bird-european-football-1/tasks/division-home-away-ratio/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-home-away-ratio/train.parquet rename to join-bird-european-football-1/tasks/division-home-away-ratio/train.parquet diff --git a/join-bird-european-football-1/tasks/division-home-dominant/manifest.yaml b/join-bird-european-football-1/tasks/division-home-dominant/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fd4228138f7f14d509845f824ab1eb804a6cec7b --- /dev/null +++ b/join-bird-european-football-1/tasks/division-home-dominant/manifest.yaml @@ -0,0 +1,10 @@ +name: division-home-dominant +kind: external +task_type: regression +description: Predict ratio of home to away goals (home advantage) next window. +entity_table: divisions +entity_col: div +target_col: home_away_ratio +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-home-dominant/train.parquet b/join-bird-european-football-1/tasks/division-home-dominant/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-home-dominant/train.parquet rename to join-bird-european-football-1/tasks/division-home-dominant/train.parquet diff --git a/join-bird-european-football-1/tasks/division-home-goals-trend/manifest.yaml b/join-bird-european-football-1/tasks/division-home-goals-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b4576c231b461bc9802fbd5b8ad9013c00612e55 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-home-goals-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: division-home-goals-trend +kind: external +task_type: binary_classification +description: Predict whether the average home goals per match in a division increases in the next window vs the current window. +entity_table: divisions +entity_col: div +target_col: home_goals_trend_up +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-home-goals-trend/train.parquet b/join-bird-european-football-1/tasks/division-home-goals-trend/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-home-goals-trend/train.parquet rename to join-bird-european-football-1/tasks/division-home-goals-trend/train.parquet diff --git a/join-bird-european-football-1/tasks/division-home-goals-volatility/manifest.yaml b/join-bird-european-football-1/tasks/division-home-goals-volatility/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1a541cba1ef120d6d708ac806860ad38b5cccf05 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-home-goals-volatility/manifest.yaml @@ -0,0 +1,10 @@ +name: division-home-goals-volatility +kind: external +task_type: regression +description: Predict the standard deviation of home goals per match in a division in the next window, reflecting scoring unpredictability. +entity_table: divisions +entity_col: div +target_col: home_goals_std +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-home-goals-volatility/train.parquet b/join-bird-european-football-1/tasks/division-home-goals-volatility/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-home-goals-volatility/train.parquet rename to join-bird-european-football-1/tasks/division-home-goals-volatility/train.parquet diff --git a/join-bird-european-football-1/tasks/division-long-churn/manifest.yaml b/join-bird-european-football-1/tasks/division-long-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..88e75f0f04b2c084231e784798e7774ca65baebd --- /dev/null +++ b/join-bird-european-football-1/tasks/division-long-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: division-long-churn +kind: external +task_type: binary_classification +description: Predict whether a division has no matches over a 2x horizon (off-season). +entity_table: divisions +entity_col: div +target_col: long_churn +time_col: date +timedelta: 92 days 12:57:36 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-long-churn/train.parquet b/join-bird-european-football-1/tasks/division-long-churn/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-long-churn/train.parquet rename to join-bird-european-football-1/tasks/division-long-churn/train.parquet diff --git a/join-bird-european-football-1/tasks/division-match-count-long/manifest.yaml b/join-bird-european-football-1/tasks/division-match-count-long/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..02a0533f90c1a3351fca81557e7659d372fab68a --- /dev/null +++ b/join-bird-european-football-1/tasks/division-match-count-long/manifest.yaml @@ -0,0 +1,10 @@ +name: division-match-count-long +kind: external +task_type: regression +description: Predict the number of matches played in a division over a 2x horizon. +entity_table: divisions +entity_col: div +target_col: match_count_long +time_col: date +timedelta: 92 days 12:57:36 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-match-count-long/train.parquet b/join-bird-european-football-1/tasks/division-match-count-long/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-match-count-long/train.parquet rename to join-bird-european-football-1/tasks/division-match-count-long/train.parquet diff --git a/join-bird-european-football-1/tasks/division-match-count/manifest.yaml b/join-bird-european-football-1/tasks/division-match-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f3154921c172b3ed71d7b14c52822649e3dcc4da --- /dev/null +++ b/join-bird-european-football-1/tasks/division-match-count/manifest.yaml @@ -0,0 +1,10 @@ +name: division-match-count +kind: external +task_type: regression +description: Predict the number of matches in a division next window. +entity_table: divisions +entity_col: div +target_col: match_count +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-match-count/train.parquet b/join-bird-european-football-1/tasks/division-match-count/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-match-count/train.parquet rename to join-bird-european-football-1/tasks/division-match-count/train.parquet diff --git a/join-bird-european-football-1/tasks/division-max-away-goals/manifest.yaml b/join-bird-european-football-1/tasks/division-max-away-goals/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9737f02fb7a0f035e1e4399e25f4b44e30841402 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-max-away-goals/manifest.yaml @@ -0,0 +1,10 @@ +name: division-max-away-goals +kind: external +task_type: regression +description: Predict the highest single-match away goals in a division next window. +entity_table: divisions +entity_col: div +target_col: max_away_goals +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-max-away-goals/train.parquet b/join-bird-european-football-1/tasks/division-max-away-goals/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-max-away-goals/train.parquet rename to join-bird-european-football-1/tasks/division-max-away-goals/train.parquet diff --git a/join-bird-european-football-1/tasks/division-max-away-long/manifest.yaml b/join-bird-european-football-1/tasks/division-max-away-long/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0e8d5a6b309af1d76d0504da6198ad0373ee8fa6 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-max-away-long/manifest.yaml @@ -0,0 +1,10 @@ +name: division-max-away-long +kind: external +task_type: regression +description: Predict a division's single-match maximum away goals over a 2x horizon. +entity_table: divisions +entity_col: div +target_col: max_away_long +time_col: date +timedelta: 92 days 12:57:36 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-max-away-long/train.parquet b/join-bird-european-football-1/tasks/division-max-away-long/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-max-away-long/train.parquet rename to join-bird-european-football-1/tasks/division-max-away-long/train.parquet diff --git a/join-bird-european-football-1/tasks/division-max-home-goals/manifest.yaml b/join-bird-european-football-1/tasks/division-max-home-goals/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c0e75d6ae5f1ccf474cc41be9e637cd28ad0c662 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-max-home-goals/manifest.yaml @@ -0,0 +1,10 @@ +name: division-max-home-goals +kind: external +task_type: regression +description: Predict the highest single-match home goals in a division next window. +entity_table: divisions +entity_col: div +target_col: max_home_goals +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-max-home-goals/train.parquet b/join-bird-european-football-1/tasks/division-max-home-goals/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-max-home-goals/train.parquet rename to join-bird-european-football-1/tasks/division-max-home-goals/train.parquet diff --git a/join-bird-european-football-1/tasks/division-max-home-long/manifest.yaml b/join-bird-european-football-1/tasks/division-max-home-long/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..775f56669fbdfcef793873f76f5cac59f522a63a --- /dev/null +++ b/join-bird-european-football-1/tasks/division-max-home-long/manifest.yaml @@ -0,0 +1,10 @@ +name: division-max-home-long +kind: external +task_type: regression +description: Predict a division's single-match maximum home goals over a 2x horizon. +entity_table: divisions +entity_col: div +target_col: max_home_long +time_col: date +timedelta: 92 days 12:57:36 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-max-home-long/train.parquet b/join-bird-european-football-1/tasks/division-max-home-long/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-max-home-long/train.parquet rename to join-bird-european-football-1/tasks/division-max-home-long/train.parquet diff --git a/join-bird-european-football-1/tasks/division-mean-away-goals-long/manifest.yaml b/join-bird-european-football-1/tasks/division-mean-away-goals-long/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..75e61da7d3092838bc42c38ade59e4e595ff3f29 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-mean-away-goals-long/manifest.yaml @@ -0,0 +1,10 @@ +name: division-mean-away-goals-long +kind: external +task_type: regression +description: Predict the mean away goals (ftag) in a division over a 2x horizon. +entity_table: divisions +entity_col: div +target_col: mean_away_long +time_col: date +timedelta: 92 days 12:57:36 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-mean-away-goals-long/train.parquet b/join-bird-european-football-1/tasks/division-mean-away-goals-long/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-mean-away-goals-long/train.parquet rename to join-bird-european-football-1/tasks/division-mean-away-goals-long/train.parquet diff --git a/join-bird-european-football-1/tasks/division-mean-away-goals/manifest.yaml b/join-bird-european-football-1/tasks/division-mean-away-goals/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..242055bb92ab5d9a4c1c15c71677fc0dd4cd1a20 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-mean-away-goals/manifest.yaml @@ -0,0 +1,10 @@ +name: division-mean-away-goals +kind: external +task_type: regression +description: Predict mean full-time away goals in a division next window. +entity_table: divisions +entity_col: div +target_col: mean_away_goals +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-mean-away-goals/train.parquet b/join-bird-european-football-1/tasks/division-mean-away-goals/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-mean-away-goals/train.parquet rename to join-bird-european-football-1/tasks/division-mean-away-goals/train.parquet diff --git a/join-bird-european-football-1/tasks/division-mean-home-goals-long/manifest.yaml b/join-bird-european-football-1/tasks/division-mean-home-goals-long/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c2b25ebacd662625658ce1af06fb3e5830373e25 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-mean-home-goals-long/manifest.yaml @@ -0,0 +1,10 @@ +name: division-mean-home-goals-long +kind: external +task_type: regression +description: Predict the mean home goals (fthg) in a division over a 2x horizon. +entity_table: divisions +entity_col: div +target_col: mean_home_long +time_col: date +timedelta: 92 days 12:57:36 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-mean-home-goals-long/train.parquet b/join-bird-european-football-1/tasks/division-mean-home-goals-long/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-mean-home-goals-long/train.parquet rename to join-bird-european-football-1/tasks/division-mean-home-goals-long/train.parquet diff --git a/join-bird-european-football-1/tasks/division-mean-home-goals/manifest.yaml b/join-bird-european-football-1/tasks/division-mean-home-goals/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2a5cd8fa3e5f801467a2c08a63ce3568d7f1bfa5 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-mean-home-goals/manifest.yaml @@ -0,0 +1,10 @@ +name: division-mean-home-goals +kind: external +task_type: regression +description: Predict mean full-time home goals in a division next window. +entity_table: divisions +entity_col: div +target_col: mean_home_goals +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-mean-home-goals/train.parquet b/join-bird-european-football-1/tasks/division-mean-home-goals/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-mean-home-goals/train.parquet rename to join-bird-european-football-1/tasks/division-mean-home-goals/train.parquet diff --git a/join-bird-european-football-1/tasks/division-mean-total-goals/manifest.yaml b/join-bird-european-football-1/tasks/division-mean-total-goals/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..99efa14d53212d8e59845f456771049a09f64607 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-mean-total-goals/manifest.yaml @@ -0,0 +1,10 @@ +name: division-mean-total-goals +kind: external +task_type: regression +description: Predict the average home goals across matches in a division next window. +entity_table: divisions +entity_col: div +target_col: mean_home_goals +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-mean-total-goals/train.parquet b/join-bird-european-football-1/tasks/division-mean-total-goals/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-mean-total-goals/train.parquet rename to join-bird-european-football-1/tasks/division-mean-total-goals/train.parquet diff --git a/join-bird-european-football-1/tasks/division-min-away-goals/manifest.yaml b/join-bird-european-football-1/tasks/division-min-away-goals/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..35c99947c69c33c57fe7b0584d0f166990a7a19e --- /dev/null +++ b/join-bird-european-football-1/tasks/division-min-away-goals/manifest.yaml @@ -0,0 +1,10 @@ +name: division-min-away-goals +kind: external +task_type: regression +description: Predict the minimum away goals (ftag) scored in a division next window. +entity_table: divisions +entity_col: div +target_col: min_away_goals +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-min-away-goals/train.parquet b/join-bird-european-football-1/tasks/division-min-away-goals/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-min-away-goals/train.parquet rename to join-bird-european-football-1/tasks/division-min-away-goals/train.parquet diff --git a/join-bird-european-football-1/tasks/division-min-home-goals/manifest.yaml b/join-bird-european-football-1/tasks/division-min-home-goals/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..43cf036f90406c8719510545be2e14eb1126f757 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-min-home-goals/manifest.yaml @@ -0,0 +1,10 @@ +name: division-min-home-goals +kind: external +task_type: regression +description: Predict minimum home goals per match in a division next window. +entity_table: divisions +entity_col: div +target_col: min_home_goals +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-min-home-goals/train.parquet b/join-bird-european-football-1/tasks/division-min-home-goals/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-min-home-goals/train.parquet rename to join-bird-european-football-1/tasks/division-min-home-goals/train.parquet diff --git a/join-bird-european-football-1/tasks/division-min-home-next/manifest.yaml b/join-bird-european-football-1/tasks/division-min-home-next/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..734e37001f34cd1e3b211284b4f75b56b4938f50 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-min-home-next/manifest.yaml @@ -0,0 +1,10 @@ +name: division-min-home-next +kind: external +task_type: regression +description: Predict the minimum home goals scored in a division next window. +entity_table: divisions +entity_col: div +target_col: min_home_goals +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-min-home-next/train.parquet b/join-bird-european-football-1/tasks/division-min-home-next/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-min-home-next/train.parquet rename to join-bird-european-football-1/tasks/division-min-home-next/train.parquet diff --git a/join-bird-european-football-1/tasks/division-scoreless-match/manifest.yaml b/join-bird-european-football-1/tasks/division-scoreless-match/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..177cfc46bfb5c78596d9ef1ab51bd0b6f061a911 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-scoreless-match/manifest.yaml @@ -0,0 +1,10 @@ +name: division-scoreless-match +kind: external +task_type: binary_classification +description: Predict whether a division has any match where home team scores 0 next window (min fthg == 0). +entity_table: divisions +entity_col: div +target_col: has_scoreless_home +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-scoreless-match/train.parquet b/join-bird-european-football-1/tasks/division-scoreless-match/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-scoreless-match/train.parquet rename to join-bird-european-football-1/tasks/division-scoreless-match/train.parquet diff --git a/join-bird-european-football-1/tasks/division-season-count-change/manifest.yaml b/join-bird-european-football-1/tasks/division-season-count-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..414848c91088204bad3c08031c505dc431cea408 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-season-count-change/manifest.yaml @@ -0,0 +1,10 @@ +name: division-season-count-change +kind: external +task_type: regression +description: Predict the change in total away goals scored in a division from the current window to the next window. +entity_table: divisions +entity_col: div +target_col: away_goals_delta +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-season-count-change/train.parquet b/join-bird-european-football-1/tasks/division-season-count-change/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-season-count-change/train.parquet rename to join-bird-european-football-1/tasks/division-season-count-change/train.parquet diff --git a/join-bird-european-football-1/tasks/division-time-until-next-4w/manifest.yaml b/join-bird-european-football-1/tasks/division-time-until-next-4w/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8929452f726281a4f73eed7dbe1774bf9a24e709 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-time-until-next-4w/manifest.yaml @@ -0,0 +1,10 @@ +name: division-time-until-next-4w +kind: external +task_type: regression +description: Days until the division's next match, evaluated over a 4x horizon. +entity_table: divisions +entity_col: div +target_col: days_to_next_match_4w +time_col: date +timedelta: 185 days 01:55:12 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-time-until-next-4w/train.parquet b/join-bird-european-football-1/tasks/division-time-until-next-4w/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-time-until-next-4w/train.parquet rename to join-bird-european-football-1/tasks/division-time-until-next-4w/train.parquet diff --git a/join-bird-european-football-1/tasks/division-top-away-scoring/manifest.yaml b/join-bird-european-football-1/tasks/division-top-away-scoring/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..177da7d044d4e8de862d4da39179ccf4041fd68a --- /dev/null +++ b/join-bird-european-football-1/tasks/division-top-away-scoring/manifest.yaml @@ -0,0 +1,10 @@ +name: division-top-away-scoring +kind: external +task_type: binary_classification +description: Predict whether a division is among the top 25% by total away goals in the next window. +entity_table: divisions +entity_col: div +target_col: is_top_away_scoring +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-top-away-scoring/train.parquet b/join-bird-european-football-1/tasks/division-top-away-scoring/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-top-away-scoring/train.parquet rename to join-bird-european-football-1/tasks/division-top-away-scoring/train.parquet diff --git a/join-bird-european-football-1/tasks/division-top-scoring/manifest.yaml b/join-bird-european-football-1/tasks/division-top-scoring/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..803603b44c5d2ca47b7de919f0d011199be8cd39 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-top-scoring/manifest.yaml @@ -0,0 +1,10 @@ +name: division-top-scoring +kind: external +task_type: binary_classification +description: Predict whether a division is among the top 25% by total goals scored in the next window. +entity_table: divisions +entity_col: div +target_col: is_top_scoring_division +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-top-scoring/train.parquet b/join-bird-european-football-1/tasks/division-top-scoring/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-top-scoring/train.parquet rename to join-bird-european-football-1/tasks/division-top-scoring/train.parquet diff --git a/join-bird-european-football-1/tasks/division-total-away-goals/manifest.yaml b/join-bird-european-football-1/tasks/division-total-away-goals/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..55766e82eebcc32468e9c4f00c939ce139f25104 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-total-away-goals/manifest.yaml @@ -0,0 +1,10 @@ +name: division-total-away-goals +kind: external +task_type: regression +description: Predict total full-time away goals in a division next window. +entity_table: divisions +entity_col: div +target_col: total_away_goals +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-total-away-goals/train.parquet b/join-bird-european-football-1/tasks/division-total-away-goals/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-total-away-goals/train.parquet rename to join-bird-european-football-1/tasks/division-total-away-goals/train.parquet diff --git a/join-bird-european-football-1/tasks/division-total-home-goals/manifest.yaml b/join-bird-european-football-1/tasks/division-total-home-goals/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cf683abd1ca3532bbd3d821948d7ff820888b583 --- /dev/null +++ b/join-bird-european-football-1/tasks/division-total-home-goals/manifest.yaml @@ -0,0 +1,10 @@ +name: division-total-home-goals +kind: external +task_type: regression +description: Predict total full-time home goals in a division next window. +entity_table: divisions +entity_col: div +target_col: total_home_goals +time_col: date +timedelta: 46 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-total-home-goals/train.parquet b/join-bird-european-football-1/tasks/division-total-home-goals/train.parquet similarity index 100% rename from thejoin-bird-european-football-1/tasks/predict-division-total-home-goals/train.parquet rename to join-bird-european-football-1/tasks/division-total-home-goals/train.parquet diff --git a/thejoin-bird-european-football-2/db/Country.parquet b/join-bird-european-football-2/db/Country.parquet similarity index 100% rename from thejoin-bird-european-football-2/db/Country.parquet rename to join-bird-european-football-2/db/Country.parquet diff --git a/thejoin-bird-european-football-2/db/League.parquet b/join-bird-european-football-2/db/League.parquet similarity index 100% rename from thejoin-bird-european-football-2/db/League.parquet rename to join-bird-european-football-2/db/League.parquet diff --git a/thejoin-bird-european-football-2/db/Match.parquet b/join-bird-european-football-2/db/Match.parquet similarity index 100% rename from thejoin-bird-european-football-2/db/Match.parquet rename to join-bird-european-football-2/db/Match.parquet diff --git a/thejoin-bird-european-football-2/db/Player.parquet b/join-bird-european-football-2/db/Player.parquet similarity index 100% rename from thejoin-bird-european-football-2/db/Player.parquet rename to join-bird-european-football-2/db/Player.parquet diff --git a/thejoin-bird-european-football-2/db/Player_Attributes.parquet b/join-bird-european-football-2/db/Player_Attributes.parquet similarity index 100% rename from thejoin-bird-european-football-2/db/Player_Attributes.parquet rename to join-bird-european-football-2/db/Player_Attributes.parquet diff --git a/thejoin-bird-european-football-2/db/Team.parquet b/join-bird-european-football-2/db/Team.parquet similarity index 100% rename from thejoin-bird-european-football-2/db/Team.parquet rename to join-bird-european-football-2/db/Team.parquet diff --git a/thejoin-bird-european-football-2/db/Team_Attributes.parquet b/join-bird-european-football-2/db/Team_Attributes.parquet similarity index 100% rename from thejoin-bird-european-football-2/db/Team_Attributes.parquet rename to join-bird-european-football-2/db/Team_Attributes.parquet diff --git a/join-bird-european-football-2/manifest.yaml b/join-bird-european-football-2/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ade5241a7e409d36532189b4dab8f90b7a5210d9 --- /dev/null +++ b/join-bird-european-football-2/manifest.yaml @@ -0,0 +1,64 @@ +name: join-bird-european-football-2 +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + Country: + pkey: id + time_col: null + fkeys: {} + League: + pkey: id + time_col: null + fkeys: + country_id: Country + Match: + pkey: id + time_col: date + fkeys: + away_player_11: Player + away_player_10: Player + away_player_9: Player + away_player_8: Player + away_player_7: Player + away_player_6: Player + away_player_5: Player + away_player_4: Player + away_player_3: Player + away_player_2: Player + away_player_1: Player + home_player_11: Player + home_player_10: Player + home_player_9: Player + home_player_8: Player + home_player_7: Player + home_player_6: Player + home_player_5: Player + home_player_4: Player + home_player_3: Player + home_player_2: Player + home_player_1: Player + away_team_api_id: Team + home_team_api_id: Team + league_id: League + country_id: Country + Player: + pkey: id + time_col: null + fkeys: {} + Player_Attributes: + pkey: id + time_col: date + fkeys: + player_api_id: Player + player_fifa_api_id: Player + Team: + pkey: id + time_col: null + fkeys: {} + Team_Attributes: + pkey: id + time_col: date + fkeys: + team_api_id: Team + team_fifa_api_id: Team diff --git a/join-bird-european-football-2/tasks/league-match-count/manifest.yaml b/join-bird-european-football-2/tasks/league-match-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0b144672e8a1088ca731fb08cea051b968cd695e --- /dev/null +++ b/join-bird-european-football-2/tasks/league-match-count/manifest.yaml @@ -0,0 +1,10 @@ +name: league-match-count +kind: external +task_type: regression +description: Predict how many matches will be played in a league in the next time window. +entity_table: League +entity_col: league_id +target_col: league_match_count +time_col: date +timedelta: 31 days 15:36:00 +manifest_version: 1 diff --git a/thejoin-bird-european-football-2/tasks/predict-league-match-count/train.parquet b/join-bird-european-football-2/tasks/league-match-count/train.parquet similarity index 100% rename from thejoin-bird-european-football-2/tasks/predict-league-match-count/train.parquet rename to join-bird-european-football-2/tasks/league-match-count/train.parquet diff --git a/join-bird-european-football-2/tasks/player-attribute-update/manifest.yaml b/join-bird-european-football-2/tasks/player-attribute-update/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7c05040682bfe922bd54256ae247ef3d95f7d6f3 --- /dev/null +++ b/join-bird-european-football-2/tasks/player-attribute-update/manifest.yaml @@ -0,0 +1,10 @@ +name: player-attribute-update +kind: external +task_type: binary_classification +description: Predict whether a player will have their FIFA attributes updated in the next time window. +entity_table: Player +entity_col: player_api_id +target_col: has_attribute_update +time_col: date +timedelta: 31 days 15:36:00 +manifest_version: 1 diff --git a/thejoin-bird-european-football-2/tasks/predict-player-attribute-update/train.parquet b/join-bird-european-football-2/tasks/player-attribute-update/train.parquet similarity index 100% rename from thejoin-bird-european-football-2/tasks/predict-player-attribute-update/train.parquet rename to join-bird-european-football-2/tasks/player-attribute-update/train.parquet diff --git a/join-bird-european-football-2/tasks/player-repeats-work-rate/manifest.yaml b/join-bird-european-football-2/tasks/player-repeats-work-rate/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e8143a9be74f9b718326fd7c3c027793eb92bc79 --- /dev/null +++ b/join-bird-european-football-2/tasks/player-repeats-work-rate/manifest.yaml @@ -0,0 +1,10 @@ +name: player-repeats-work-rate +kind: external +task_type: binary_classification +description: Whether a player's next attacking_work_rate reading matches their most recent prior one. +entity_table: Player +entity_col: player_api_id +target_col: repeats_work_rate +time_col: date +timedelta: 31 days 15:36:00 +manifest_version: 1 diff --git a/thejoin-bird-european-football-2/tasks/predict-player-repeats-work-rate/train.parquet b/join-bird-european-football-2/tasks/player-repeats-work-rate/train.parquet similarity index 100% rename from thejoin-bird-european-football-2/tasks/predict-player-repeats-work-rate/train.parquet rename to join-bird-european-football-2/tasks/player-repeats-work-rate/train.parquet diff --git a/join-bird-european-football-2/tasks/player-return-to-active/manifest.yaml b/join-bird-european-football-2/tasks/player-return-to-active/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a527e94fca66f21c6a68b38d4d5d0c104e425641 --- /dev/null +++ b/join-bird-european-football-2/tasks/player-return-to-active/manifest.yaml @@ -0,0 +1,10 @@ +name: player-return-to-active +kind: external +task_type: binary_classification +description: Predict whether a player who had no attribute updates in the current window receives new updates in the next window. +entity_table: Player +entity_col: player_api_id +target_col: player_returns +time_col: date +timedelta: 31 days 15:36:00 +manifest_version: 1 diff --git a/thejoin-bird-european-football-2/tasks/predict-player-return-to-active/train.parquet b/join-bird-european-football-2/tasks/player-return-to-active/train.parquet similarity index 100% rename from thejoin-bird-european-football-2/tasks/predict-player-return-to-active/train.parquet rename to join-bird-european-football-2/tasks/player-return-to-active/train.parquet diff --git a/thejoin-bird-food-inspection-2/db/employee.parquet b/join-bird-food-inspection-2/db/employee.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/db/employee.parquet rename to join-bird-food-inspection-2/db/employee.parquet diff --git a/thejoin-bird-food-inspection-2/db/establishment.parquet b/join-bird-food-inspection-2/db/establishment.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/db/establishment.parquet rename to join-bird-food-inspection-2/db/establishment.parquet diff --git a/thejoin-bird-food-inspection-2/db/inspection.parquet b/join-bird-food-inspection-2/db/inspection.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/db/inspection.parquet rename to join-bird-food-inspection-2/db/inspection.parquet diff --git a/thejoin-bird-food-inspection-2/db/inspection_point.parquet b/join-bird-food-inspection-2/db/inspection_point.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/db/inspection_point.parquet rename to join-bird-food-inspection-2/db/inspection_point.parquet diff --git a/thejoin-bird-food-inspection-2/db/violation.parquet b/join-bird-food-inspection-2/db/violation.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/db/violation.parquet rename to join-bird-food-inspection-2/db/violation.parquet diff --git a/join-bird-food-inspection-2/manifest.yaml b/join-bird-food-inspection-2/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3c732cb41ee4c41605cf5f284cfd85137069cebd --- /dev/null +++ b/join-bird-food-inspection-2/manifest.yaml @@ -0,0 +1,31 @@ +name: join-bird-food-inspection-2 +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + employee: + pkey: employee_id + time_col: null + fkeys: + supervisor: employee + establishment: + pkey: license_no + time_col: null + fkeys: {} + inspection: + pkey: inspection_id + time_col: inspection_date + fkeys: + followup_to: inspection + license_no: establishment + employee_id: employee + inspection_point: + pkey: point_id + time_col: null + fkeys: {} + violation: + pkey: null + time_col: null + fkeys: + point_id: inspection_point + inspection_id: inspection diff --git a/join-bird-food-inspection-2/tasks/employee-distinct-establishments/manifest.yaml b/join-bird-food-inspection-2/tasks/employee-distinct-establishments/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1de29aa1cc10c9628efa27d4b53cfa2eda58b8d0 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/employee-distinct-establishments/manifest.yaml @@ -0,0 +1,10 @@ +name: employee-distinct-establishments +kind: external +task_type: regression +description: Predict how many distinct establishments an employee inspects in the next window. +entity_table: employee +entity_col: employee_id +target_col: distinct_establishments_inspected +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-distinct-establishments/train.parquet b/join-bird-food-inspection-2/tasks/employee-distinct-establishments/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-employee-distinct-establishments/train.parquet rename to join-bird-food-inspection-2/tasks/employee-distinct-establishments/train.parquet diff --git a/join-bird-food-inspection-2/tasks/employee-high-workload/manifest.yaml b/join-bird-food-inspection-2/tasks/employee-high-workload/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4d5c00ae629269897827d38d291087cfe691dea0 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/employee-high-workload/manifest.yaml @@ -0,0 +1,10 @@ +name: employee-high-workload +kind: external +task_type: binary_classification +description: Whether an employee performs more than the typical number of inspections next window (sum license_no > 500000). +entity_table: employee +entity_col: employee_id +target_col: high_workload +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-high-workload/train.parquet b/join-bird-food-inspection-2/tasks/employee-high-workload/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-employee-high-workload/train.parquet rename to join-bird-food-inspection-2/tasks/employee-high-workload/train.parquet diff --git a/join-bird-food-inspection-2/tasks/employee-inspection-count-change/manifest.yaml b/join-bird-food-inspection-2/tasks/employee-inspection-count-change/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1b9724527ec54832a6bcb37927e089c8b1a21677 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/employee-inspection-count-change/manifest.yaml @@ -0,0 +1,10 @@ +name: employee-inspection-count-change +kind: external +task_type: regression +description: Predict the change in total inspection count for an employee from the current window to the next window. +entity_table: employee +entity_col: employee_id +target_col: inspection_count_delta +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-inspection-count-change/train.parquet b/join-bird-food-inspection-2/tasks/employee-inspection-count-change/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-employee-inspection-count-change/train.parquet rename to join-bird-food-inspection-2/tasks/employee-inspection-count-change/train.parquet diff --git a/join-bird-food-inspection-2/tasks/employee-inspection-count/manifest.yaml b/join-bird-food-inspection-2/tasks/employee-inspection-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e26976307efbdf34e37c5ddd3598c23898081b1d --- /dev/null +++ b/join-bird-food-inspection-2/tasks/employee-inspection-count/manifest.yaml @@ -0,0 +1,10 @@ +name: employee-inspection-count +kind: external +task_type: regression +description: Number of inspections an employee (inspector) will conduct in the next window. +entity_table: employee +entity_col: employee_id +target_col: num_inspections +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-inspection-count/train.parquet b/join-bird-food-inspection-2/tasks/employee-inspection-count/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-employee-inspection-count/train.parquet rename to join-bird-food-inspection-2/tasks/employee-inspection-count/train.parquet diff --git a/join-bird-food-inspection-2/tasks/employee-inspection-streak/manifest.yaml b/join-bird-food-inspection-2/tasks/employee-inspection-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6368985991a508ebabad6d233d8aa4d7eb6aa116 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/employee-inspection-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: employee-inspection-streak +kind: external +task_type: regression +description: Longest consecutive sub-period active streak of inspections conducted by the employee. +entity_table: employee +entity_col: employee_id +target_col: streak +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-inspection-streak/train.parquet b/join-bird-food-inspection-2/tasks/employee-inspection-streak/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-employee-inspection-streak/train.parquet rename to join-bird-food-inspection-2/tasks/employee-inspection-streak/train.parquet diff --git a/join-bird-food-inspection-2/tasks/employee-inspection-trend-reversal/manifest.yaml b/join-bird-food-inspection-2/tasks/employee-inspection-trend-reversal/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..aa28e44a08e1036628e715bd9a98a46de65b9940 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/employee-inspection-trend-reversal/manifest.yaml @@ -0,0 +1,10 @@ +name: employee-inspection-trend-reversal +kind: external +task_type: binary_classification +description: Whether the direction of change in the inspector's workload count flips between current and next windows. +entity_table: employee +entity_col: employee_id +target_col: workload_flip +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-inspection-trend-reversal/train.parquet b/join-bird-food-inspection-2/tasks/employee-inspection-trend-reversal/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-employee-inspection-trend-reversal/train.parquet rename to join-bird-food-inspection-2/tasks/employee-inspection-trend-reversal/train.parquet diff --git a/join-bird-food-inspection-2/tasks/employee-mean-license/manifest.yaml b/join-bird-food-inspection-2/tasks/employee-mean-license/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..02ad433fff5cf4978f471b9d63b2e8ddedee2da0 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/employee-mean-license/manifest.yaml @@ -0,0 +1,10 @@ +name: employee-mean-license +kind: external +task_type: regression +description: Mean license_no of establishments an inspector visited - captures territorial coverage. +entity_table: employee +entity_col: employee_id +target_col: mean_license_no +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-mean-license/train.parquet b/join-bird-food-inspection-2/tasks/employee-mean-license/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-employee-mean-license/train.parquet rename to join-bird-food-inspection-2/tasks/employee-mean-license/train.parquet diff --git a/join-bird-food-inspection-2/tasks/employee-new-inspection-type/manifest.yaml b/join-bird-food-inspection-2/tasks/employee-new-inspection-type/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3ed319c7f649d10ac622d9164ef84e63d88bcddc --- /dev/null +++ b/join-bird-food-inspection-2/tasks/employee-new-inspection-type/manifest.yaml @@ -0,0 +1,10 @@ +name: employee-new-inspection-type +kind: external +task_type: binary_classification +description: Whether the inspector performs an inspection_type they have never conducted before next window. +entity_table: employee +entity_col: employee_id +target_col: new_type_for_emp +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-new-inspection-type/train.parquet b/join-bird-food-inspection-2/tasks/employee-new-inspection-type/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-employee-new-inspection-type/train.parquet rename to join-bird-food-inspection-2/tasks/employee-new-inspection-type/train.parquet diff --git a/join-bird-food-inspection-2/tasks/employee-sum-licenses/manifest.yaml b/join-bird-food-inspection-2/tasks/employee-sum-licenses/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0ffad73142f269d5ce2a7641b04797416986622a --- /dev/null +++ b/join-bird-food-inspection-2/tasks/employee-sum-licenses/manifest.yaml @@ -0,0 +1,10 @@ +name: employee-sum-licenses +kind: external +task_type: regression +description: Sum of license_no values inspected by employee next window (workload proxy). +entity_table: employee +entity_col: employee_id +target_col: sum_licenses +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-sum-licenses/train.parquet b/join-bird-food-inspection-2/tasks/employee-sum-licenses/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-employee-sum-licenses/train.parquet rename to join-bird-food-inspection-2/tasks/employee-sum-licenses/train.parquet diff --git a/join-bird-food-inspection-2/tasks/employee-top-inspector/manifest.yaml b/join-bird-food-inspection-2/tasks/employee-top-inspector/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..453b5f2cb8a6f89aff190cc37d9d510e0196fa47 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/employee-top-inspector/manifest.yaml @@ -0,0 +1,10 @@ +name: employee-top-inspector +kind: external +task_type: binary_classification +description: Predict whether an employee is among the top 25% of inspectors by inspection count in the next window. +entity_table: employee +entity_col: employee_id +target_col: is_top_inspector +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-top-inspector/train.parquet b/join-bird-food-inspection-2/tasks/employee-top-inspector/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-employee-top-inspector/train.parquet rename to join-bird-food-inspection-2/tasks/employee-top-inspector/train.parquet diff --git a/join-bird-food-inspection-2/tasks/employee-workload-share/manifest.yaml b/join-bird-food-inspection-2/tasks/employee-workload-share/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..065348eb490558d005efda40d735c52d10d8502e --- /dev/null +++ b/join-bird-food-inspection-2/tasks/employee-workload-share/manifest.yaml @@ -0,0 +1,10 @@ +name: employee-workload-share +kind: external +task_type: regression +description: The inspector's share of total inspections conducted across all employees next window. +entity_table: employee +entity_col: employee_id +target_col: workload_share +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-workload-share/train.parquet b/join-bird-food-inspection-2/tasks/employee-workload-share/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-employee-workload-share/train.parquet rename to join-bird-food-inspection-2/tasks/employee-workload-share/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-coldstart-complaint/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-coldstart-complaint/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0204a22fc12f5c96b0aa0ae364447e998c5181b6 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-coldstart-complaint/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-coldstart-complaint +kind: external +task_type: binary_classification +description: Whether a new establishment receives a complaint-driven inspection in its first windows. +entity_table: establishment +entity_col: license_no +target_col: cs_complaint +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-complaint/train.parquet b/join-bird-food-inspection-2/tasks/establishment-coldstart-complaint/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-complaint/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-coldstart-complaint/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-coldstart-extended/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-coldstart-extended/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..48598bb7c11d103a398bf3096267523d7b81dad6 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-coldstart-extended/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-coldstart-extended +kind: external +task_type: binary_classification +description: Whether a new establishment remains active over an extended 3-window cold-start horizon. +entity_table: establishment +entity_col: license_no +target_col: cs_repeat_3w +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-extended/train.parquet b/join-bird-food-inspection-2/tasks/establishment-coldstart-extended/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-extended/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-coldstart-extended/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-coldstart-fail/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-coldstart-fail/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d712c8d90c6148663943055ec54e30de7b27a937 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-coldstart-fail/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-coldstart-fail +kind: external +task_type: binary_classification +description: Whether a newly-appearing establishment will have a failed inspection in its first windows. +entity_table: establishment +entity_col: license_no +target_col: cs_fail +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-fail/train.parquet b/join-bird-food-inspection-2/tasks/establishment-coldstart-fail/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-fail/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-coldstart-fail/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-coldstart-followup/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-coldstart-followup/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..966c5c626d8cbfec1b9509eb6437369971993c01 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-coldstart-followup/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-coldstart-followup +kind: external +task_type: binary_classification +description: Whether a new establishment triggers a follow-up inspection in its first windows. +entity_table: establishment +entity_col: license_no +target_col: cs_followup +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-followup/train.parquet b/join-bird-food-inspection-2/tasks/establishment-coldstart-followup/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-followup/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-coldstart-followup/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-coldstart-repeat-short/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-coldstart-repeat-short/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..69432ea3959104a77e9e12014132dec856c03f4a --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-coldstart-repeat-short/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-coldstart-repeat-short +kind: external +task_type: binary_classification +description: Whether a newly inspected establishment has any repeat inspection in the very first lookforward window. +entity_table: establishment +entity_col: license_no +target_col: cs_repeat_1w +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-repeat-short/train.parquet b/join-bird-food-inspection-2/tasks/establishment-coldstart-repeat-short/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-repeat-short/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-coldstart-repeat-short/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-coldstart-repeat/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-coldstart-repeat/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..62904fe93d446a6847e5c3b25f706bea5d0e22d9 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-coldstart-repeat/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-coldstart-repeat +kind: external +task_type: binary_classification +description: Whether a newly inspected establishment will have repeat inspection activity in its first windows. +entity_table: establishment +entity_col: license_no +target_col: cs_repeat +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-repeat/train.parquet b/join-bird-food-inspection-2/tasks/establishment-coldstart-repeat/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-repeat/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-coldstart-repeat/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-complaint-triggered-rare/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-complaint-triggered-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e35a28e66ea2a1d3ed8027f3df1b12f1e9e297c5 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-complaint-triggered-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-complaint-triggered-rare +kind: external +task_type: binary_classification +description: Whether the establishment gets a complaint-driven inspection next window (rare trigger type). +entity_table: establishment +entity_col: license_no +target_col: complaint_insp +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-complaint-triggered-rare/train.parquet b/join-bird-food-inspection-2/tasks/establishment-complaint-triggered-rare/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-complaint-triggered-rare/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-complaint-triggered-rare/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-distinct-employee/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-distinct-employee/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8d64091258e27c140137fc2d42a9f8dfc4470c58 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-distinct-employee/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-distinct-employee +kind: external +task_type: regression +description: Average employee_id assigned to an establishment's inspections next window. +entity_table: establishment +entity_col: license_no +target_col: avg_employee +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-distinct-employee/train.parquet b/join-bird-food-inspection-2/tasks/establishment-distinct-employee/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-distinct-employee/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-distinct-employee/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-distinct-inspection-types/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-distinct-inspection-types/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a2eb8199058091ddf9606bb72fc56346baa5b460 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-distinct-inspection-types/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-distinct-inspection-types +kind: external +task_type: regression +description: Predict how many distinct inspection types an establishment undergoes in the next window. +entity_table: establishment +entity_col: license_no +target_col: distinct_inspection_types +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-distinct-inspection-types/train.parquet b/join-bird-food-inspection-2/tasks/establishment-distinct-inspection-types/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-distinct-inspection-types/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-distinct-inspection-types/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-fail-inspection-rare/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-fail-inspection-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..725b7dbff6b93c60fc8bbc8d8d5c28464b9b4acb --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-fail-inspection-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-fail-inspection-rare +kind: external +task_type: binary_classification +description: Whether the establishment will have a failed inspection in the next window (rare event). +entity_table: establishment +entity_col: license_no +target_col: will_fail +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-fail-inspection-rare/train.parquet b/join-bird-food-inspection-2/tasks/establishment-fail-inspection-rare/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-fail-inspection-rare/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-fail-inspection-rare/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-followup-inspection/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-followup-inspection/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..db47d580931a3e62a09fb4aab798a4ac67be0d68 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-followup-inspection/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-followup-inspection +kind: external +task_type: binary_classification +description: Whether an establishment will have a followup inspection in the next window. +entity_table: establishment +entity_col: license_no +target_col: has_followup +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-followup-inspection/train.parquet b/join-bird-food-inspection-2/tasks/establishment-followup-inspection/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-followup-inspection/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-followup-inspection/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-followup-triggered-rare/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-followup-triggered-rare/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7487233e33806d74be7e2dd6efad709724a1fdbf --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-followup-triggered-rare/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-followup-triggered-rare +kind: external +task_type: binary_classification +description: Whether the establishment has an inspection triggering a follow-up next window (rare). +entity_table: establishment +entity_col: license_no +target_col: triggers_followup +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-followup-triggered-rare/train.parquet b/join-bird-food-inspection-2/tasks/establishment-followup-triggered-rare/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-followup-triggered-rare/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-followup-triggered-rare/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-has-inspection/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-has-inspection/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6cb2fbfa3135fa13906f9290cf13bb5858a538a8 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-has-inspection/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-has-inspection +kind: external +task_type: binary_classification +description: Whether an establishment will be inspected in the next window. +entity_table: establishment +entity_col: license_no +target_col: will_be_inspected +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-has-inspection/train.parquet b/join-bird-food-inspection-2/tasks/establishment-has-inspection/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-has-inspection/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-has-inspection/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-inspection-churn/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-inspection-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4f82d406dac69708bb6e26c43a2e15c63e16e0db --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-inspection-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-inspection-churn +kind: external +task_type: binary_classification +description: Predict whether establishment has no inspection activity in the next time window +entity_table: establishment +entity_col: license_no +target_col: predict_establishment_inspection_churn +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-inspection-churn/train.parquet b/join-bird-food-inspection-2/tasks/establishment-inspection-churn/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-inspection-churn/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-inspection-churn/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-inspection-count-trend/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-inspection-count-trend/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..45ac7479db8ade121a0baac19432f30d44c550c2 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-inspection-count-trend/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-inspection-count-trend +kind: external +task_type: binary_classification +description: Predict whether the number of inspections for an establishment increases in the next window vs the current window. +entity_table: establishment +entity_col: license_no +target_col: inspection_count_trend_up +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-inspection-count-trend/train.parquet b/join-bird-food-inspection-2/tasks/establishment-inspection-count-trend/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-inspection-count-trend/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-inspection-count-trend/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-inspection-share/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-inspection-share/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c4771de14c183fd83b8bbc7c3f1f53e867c35fbe --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-inspection-share/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-inspection-share +kind: external +task_type: regression +description: Predict an establishment's share of total inspections across all establishments in the next window. +entity_table: establishment +entity_col: license_no +target_col: inspection_share +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-inspection-share/train.parquet b/join-bird-food-inspection-2/tasks/establishment-inspection-share/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-inspection-share/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-inspection-share/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-max-fine/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-max-fine/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1b9389dac25bd9143a4615c68743ddf2ec8691a2 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-max-fine/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-max-fine +kind: external +task_type: regression +description: Max employee_id working on an establishment's inspections in the next window (proxy for inspector breadth). +entity_table: establishment +entity_col: license_no +target_col: max_employee_id +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-max-fine/train.parquet b/join-bird-food-inspection-2/tasks/establishment-max-fine/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-max-fine/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-max-fine/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-min-employee/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-min-employee/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..486eba8ac1fb9f1c7d47bd710c76ebf78ccb4347 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-min-employee/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-min-employee +kind: external +task_type: regression +description: Minimum employee_id assigned to an establishment's inspections next window. +entity_table: establishment +entity_col: license_no +target_col: min_employee +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-min-employee/train.parquet b/join-bird-food-inspection-2/tasks/establishment-min-employee/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-min-employee/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-min-employee/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-new-inspection-type/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-new-inspection-type/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4fa6c87fd6bc9c095758748ea62264bd3ba23819 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-new-inspection-type/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-new-inspection-type +kind: external +task_type: binary_classification +description: Whether the establishment experiences an inspection_type it has never had before next window. +entity_table: establishment +entity_col: license_no +target_col: new_type +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-new-inspection-type/train.parquet b/join-bird-food-inspection-2/tasks/establishment-new-inspection-type/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-new-inspection-type/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-new-inspection-type/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-no-inspection/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-no-inspection/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ffdb840544dd671326fff7139bc4f40e42772039 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-no-inspection/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-no-inspection +kind: external +task_type: binary_classification +description: Whether an establishment has no inspection activity in the next window. +entity_table: establishment +entity_col: license_no +target_col: no_inspection +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-no-inspection/train.parquet b/join-bird-food-inspection-2/tasks/establishment-no-inspection/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-no-inspection/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-no-inspection/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-repeat-last-result/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-repeat-last-result/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..114a39364a9ae7e614260236810c34b801d0fa54 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-repeat-last-result/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-repeat-last-result +kind: external +task_type: binary_classification +description: Whether the establishment's next inspection yields the same results value as its most-recent past inspection. +entity_table: establishment +entity_col: license_no +target_col: repeat_result +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-repeat-last-result/train.parquet b/join-bird-food-inspection-2/tasks/establishment-repeat-last-result/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-repeat-last-result/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-repeat-last-result/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-repeat-last-type/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-repeat-last-type/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..be178fd3f72555ba176287c11066cb273ec3b813 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-repeat-last-type/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-repeat-last-type +kind: external +task_type: binary_classification +description: Whether the establishment's next inspection_type matches its most-recent past inspection_type. +entity_table: establishment +entity_col: license_no +target_col: repeat_type +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-repeat-last-type/train.parquet b/join-bird-food-inspection-2/tasks/establishment-repeat-last-type/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-repeat-last-type/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-repeat-last-type/train.parquet diff --git a/join-bird-food-inspection-2/tasks/establishment-return-after-no-inspection/manifest.yaml b/join-bird-food-inspection-2/tasks/establishment-return-after-no-inspection/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4f47a748550a3dae235b43788139c59747bcdde8 --- /dev/null +++ b/join-bird-food-inspection-2/tasks/establishment-return-after-no-inspection/manifest.yaml @@ -0,0 +1,10 @@ +name: establishment-return-after-no-inspection +kind: external +task_type: binary_classification +description: Predict whether an establishment that had no inspections in the current window is inspected in the next window. +entity_table: establishment +entity_col: license_no +target_col: inspection_returns +time_col: inspection_date +timedelta: 20 days 15:50:24 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-return-after-no-inspection/train.parquet b/join-bird-food-inspection-2/tasks/establishment-return-after-no-inspection/train.parquet similarity index 100% rename from thejoin-bird-food-inspection-2/tasks/predict-establishment-return-after-no-inspection/train.parquet rename to join-bird-food-inspection-2/tasks/establishment-return-after-no-inspection/train.parquet diff --git a/thejoin-bird-food-inspection/db/businesses.parquet b/join-bird-food-inspection/db/businesses.parquet similarity index 100% rename from thejoin-bird-food-inspection/db/businesses.parquet rename to join-bird-food-inspection/db/businesses.parquet diff --git a/thejoin-bird-food-inspection/db/inspections.parquet b/join-bird-food-inspection/db/inspections.parquet similarity index 100% rename from thejoin-bird-food-inspection/db/inspections.parquet rename to join-bird-food-inspection/db/inspections.parquet diff --git a/thejoin-bird-food-inspection/db/violations.parquet b/join-bird-food-inspection/db/violations.parquet similarity index 100% rename from thejoin-bird-food-inspection/db/violations.parquet rename to join-bird-food-inspection/db/violations.parquet diff --git a/join-bird-food-inspection/manifest.yaml b/join-bird-food-inspection/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8395986ed812491bc085a91fbc786c8f97367269 --- /dev/null +++ b/join-bird-food-inspection/manifest.yaml @@ -0,0 +1,19 @@ +name: join-bird-food-inspection +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + businesses: + pkey: business_id + time_col: null + fkeys: {} + inspections: + pkey: null + time_col: date + fkeys: + business_id: businesses + violations: + pkey: null + time_col: date + fkeys: + business_id: businesses diff --git a/join-bird-food-inspection/tasks/business-days-until-next-inspection/manifest.yaml b/join-bird-food-inspection/tasks/business-days-until-next-inspection/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..80bcb70cf1ab36d51857eeaca62795e5f486b239 --- /dev/null +++ b/join-bird-food-inspection/tasks/business-days-until-next-inspection/manifest.yaml @@ -0,0 +1,10 @@ +name: business-days-until-next-inspection +kind: external +task_type: regression +description: Number of days until the business's next inspection event. +entity_table: businesses +entity_col: business_id +target_col: days_to_next_inspection +time_col: date +timedelta: 8 days 22:33:36 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-days-until-next-inspection/train.parquet b/join-bird-food-inspection/tasks/business-days-until-next-inspection/train.parquet similarity index 100% rename from thejoin-bird-food-inspection/tasks/predict-business-days-until-next-inspection/train.parquet rename to join-bird-food-inspection/tasks/business-days-until-next-inspection/train.parquet diff --git a/join-bird-food-inspection/tasks/business-distinct-inspection-types/manifest.yaml b/join-bird-food-inspection/tasks/business-distinct-inspection-types/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e9d4e77ff59a12cf0940378ed8658112ce2e9211 --- /dev/null +++ b/join-bird-food-inspection/tasks/business-distinct-inspection-types/manifest.yaml @@ -0,0 +1,10 @@ +name: business-distinct-inspection-types +kind: external +task_type: regression +description: Predict how many distinct inspection types a business undergoes in the next window. +entity_table: businesses +entity_col: business_id +target_col: distinct_inspection_types +time_col: date +timedelta: 8 days 22:33:36 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-distinct-inspection-types/train.parquet b/join-bird-food-inspection/tasks/business-distinct-inspection-types/train.parquet similarity index 100% rename from thejoin-bird-food-inspection/tasks/predict-business-distinct-inspection-types/train.parquet rename to join-bird-food-inspection/tasks/business-distinct-inspection-types/train.parquet diff --git a/join-bird-food-inspection/tasks/business-inspection-churn/manifest.yaml b/join-bird-food-inspection/tasks/business-inspection-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b1364d67e17821c499ebd15b3b63f89bd65d8ff2 --- /dev/null +++ b/join-bird-food-inspection/tasks/business-inspection-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: business-inspection-churn +kind: external +task_type: binary_classification +description: Predict whether a business will have no inspections in the next time window (possibly closed or relocated). +entity_table: businesses +entity_col: business_id +target_col: no_inspection +time_col: date +timedelta: 8 days 22:33:36 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-inspection-churn/train.parquet b/join-bird-food-inspection/tasks/business-inspection-churn/train.parquet similarity index 100% rename from thejoin-bird-food-inspection/tasks/predict-business-inspection-churn/train.parquet rename to join-bird-food-inspection/tasks/business-inspection-churn/train.parquet diff --git a/join-bird-food-inspection/tasks/business-inspection-count/manifest.yaml b/join-bird-food-inspection/tasks/business-inspection-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..57da4315fb0e6130f683f5a835d20a29940ea5ef --- /dev/null +++ b/join-bird-food-inspection/tasks/business-inspection-count/manifest.yaml @@ -0,0 +1,10 @@ +name: business-inspection-count +kind: external +task_type: regression +description: Predict how many inspections a business will have in the next time window. +entity_table: businesses +entity_col: business_id +target_col: inspection_count +time_col: date +timedelta: 8 days 22:33:36 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-inspection-count/train.parquet b/join-bird-food-inspection/tasks/business-inspection-count/train.parquet similarity index 100% rename from thejoin-bird-food-inspection/tasks/predict-business-inspection-count/train.parquet rename to join-bird-food-inspection/tasks/business-inspection-count/train.parquet diff --git a/join-bird-food-inspection/tasks/business-inspection-streak/manifest.yaml b/join-bird-food-inspection/tasks/business-inspection-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5f5a7ca4d13efbb84e5514326d481d03b1eb50c3 --- /dev/null +++ b/join-bird-food-inspection/tasks/business-inspection-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: business-inspection-streak +kind: external +task_type: regression +description: Longest consecutive sub-period inspection streak for the business in the future window. +entity_table: businesses +entity_col: business_id +target_col: inspection_streak +time_col: date +timedelta: 8 days 22:33:36 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-inspection-streak/train.parquet b/join-bird-food-inspection/tasks/business-inspection-streak/train.parquet similarity index 100% rename from thejoin-bird-food-inspection/tasks/predict-business-inspection-streak/train.parquet rename to join-bird-food-inspection/tasks/business-inspection-streak/train.parquet diff --git a/join-bird-food-inspection/tasks/business-new-inspection-type/manifest.yaml b/join-bird-food-inspection/tasks/business-new-inspection-type/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3cbdbbfe6f5312021df84f435547fc61d556ec75 --- /dev/null +++ b/join-bird-food-inspection/tasks/business-new-inspection-type/manifest.yaml @@ -0,0 +1,10 @@ +name: business-new-inspection-type +kind: external +task_type: binary_classification +description: Whether the business will undergo an inspection of a type it has never experienced before. +entity_table: businesses +entity_col: business_id +target_col: new_inspection_type +time_col: date +timedelta: 8 days 22:33:36 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-new-inspection-type/train.parquet b/join-bird-food-inspection/tasks/business-new-inspection-type/train.parquet similarity index 100% rename from thejoin-bird-food-inspection/tasks/predict-business-new-inspection-type/train.parquet rename to join-bird-food-inspection/tasks/business-new-inspection-type/train.parquet diff --git a/join-bird-food-inspection/tasks/business-repeat-inspection-type/manifest.yaml b/join-bird-food-inspection/tasks/business-repeat-inspection-type/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..71a9aaa6bb87a1fbc6cbc2dbbbedefa787d79892 --- /dev/null +++ b/join-bird-food-inspection/tasks/business-repeat-inspection-type/manifest.yaml @@ -0,0 +1,10 @@ +name: business-repeat-inspection-type +kind: external +task_type: binary_classification +description: Whether the business's next inspection has the same type as its most recent past inspection. +entity_table: businesses +entity_col: business_id +target_col: repeat_inspection_type +time_col: date +timedelta: 8 days 22:33:36 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-repeat-inspection-type/train.parquet b/join-bird-food-inspection/tasks/business-repeat-inspection-type/train.parquet similarity index 100% rename from thejoin-bird-food-inspection/tasks/predict-business-repeat-inspection-type/train.parquet rename to join-bird-food-inspection/tasks/business-repeat-inspection-type/train.parquet diff --git a/join-bird-food-inspection/tasks/business-repeat-risk-category/manifest.yaml b/join-bird-food-inspection/tasks/business-repeat-risk-category/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..60dd185ba7e6fbc93bcb0ad425262cf7b7dbdd94 --- /dev/null +++ b/join-bird-food-inspection/tasks/business-repeat-risk-category/manifest.yaml @@ -0,0 +1,10 @@ +name: business-repeat-risk-category +kind: external +task_type: binary_classification +description: Whether the business's next violation has the same risk_category as its most recent past violation. +entity_table: businesses +entity_col: business_id +target_col: repeat_risk_category +time_col: date +timedelta: 8 days 22:33:36 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-repeat-risk-category/train.parquet b/join-bird-food-inspection/tasks/business-repeat-risk-category/train.parquet similarity index 100% rename from thejoin-bird-food-inspection/tasks/predict-business-repeat-risk-category/train.parquet rename to join-bird-food-inspection/tasks/business-repeat-risk-category/train.parquet diff --git a/join-bird-food-inspection/tasks/business-return-after-no-inspection/manifest.yaml b/join-bird-food-inspection/tasks/business-return-after-no-inspection/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..90b82a9afb511ff344b68f8e9b01f5e2abb9d168 --- /dev/null +++ b/join-bird-food-inspection/tasks/business-return-after-no-inspection/manifest.yaml @@ -0,0 +1,10 @@ +name: business-return-after-no-inspection +kind: external +task_type: binary_classification +description: Predict whether a business that had no inspection in the current window is inspected in the next window. +entity_table: businesses +entity_col: business_id +target_col: inspection_returns +time_col: date +timedelta: 8 days 22:33:36 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-return-after-no-inspection/train.parquet b/join-bird-food-inspection/tasks/business-return-after-no-inspection/train.parquet similarity index 100% rename from thejoin-bird-food-inspection/tasks/predict-business-return-after-no-inspection/train.parquet rename to join-bird-food-inspection/tasks/business-return-after-no-inspection/train.parquet diff --git a/join-bird-food-inspection/tasks/business-violation-count/manifest.yaml b/join-bird-food-inspection/tasks/business-violation-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f88d92e3c7a98b02b2e4172f752274559d3e8020 --- /dev/null +++ b/join-bird-food-inspection/tasks/business-violation-count/manifest.yaml @@ -0,0 +1,10 @@ +name: business-violation-count +kind: external +task_type: regression +description: Predict how many violations a business will receive in the next time window. +entity_table: businesses +entity_col: business_id +target_col: violation_count +time_col: date +timedelta: 8 days 22:33:36 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-violation-count/train.parquet b/join-bird-food-inspection/tasks/business-violation-count/train.parquet similarity index 100% rename from thejoin-bird-food-inspection/tasks/predict-business-violation-count/train.parquet rename to join-bird-food-inspection/tasks/business-violation-count/train.parquet diff --git a/join-bird-food-inspection/tasks/business-violation-streak/manifest.yaml b/join-bird-food-inspection/tasks/business-violation-streak/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f30d65ebe7e07b9df0e3dc67e6611cac3c6d3694 --- /dev/null +++ b/join-bird-food-inspection/tasks/business-violation-streak/manifest.yaml @@ -0,0 +1,10 @@ +name: business-violation-streak +kind: external +task_type: regression +description: Longest consecutive sub-period streak of violations for the business in the future window. +entity_table: businesses +entity_col: business_id +target_col: violation_streak +time_col: date +timedelta: 8 days 22:33:36 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-violation-streak/train.parquet b/join-bird-food-inspection/tasks/business-violation-streak/train.parquet similarity index 100% rename from thejoin-bird-food-inspection/tasks/predict-business-violation-streak/train.parquet rename to join-bird-food-inspection/tasks/business-violation-streak/train.parquet diff --git a/join-bird-food-inspection/tasks/business-will-be-inspected/manifest.yaml b/join-bird-food-inspection/tasks/business-will-be-inspected/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0cadb52080b3c0a08dfa67cdab18f0b88610bfcb --- /dev/null +++ b/join-bird-food-inspection/tasks/business-will-be-inspected/manifest.yaml @@ -0,0 +1,10 @@ +name: business-will-be-inspected +kind: external +task_type: binary_classification +description: Predict whether a business will receive at least one inspection in the next time window. +entity_table: businesses +entity_col: business_id +target_col: will_be_inspected +time_col: date +timedelta: 8 days 22:33:36 +manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-will-be-inspected/train.parquet b/join-bird-food-inspection/tasks/business-will-be-inspected/train.parquet similarity index 100% rename from thejoin-bird-food-inspection/tasks/predict-business-will-be-inspected/train.parquet rename to join-bird-food-inspection/tasks/business-will-be-inspected/train.parquet diff --git a/thejoin-bird-human-resources/db/employee.parquet b/join-bird-human-resources/db/employee.parquet similarity index 100% rename from thejoin-bird-human-resources/db/employee.parquet rename to join-bird-human-resources/db/employee.parquet diff --git a/thejoin-bird-human-resources/db/location.parquet b/join-bird-human-resources/db/location.parquet similarity index 100% rename from thejoin-bird-human-resources/db/location.parquet rename to join-bird-human-resources/db/location.parquet diff --git a/thejoin-bird-human-resources/db/position.parquet b/join-bird-human-resources/db/position.parquet similarity index 100% rename from thejoin-bird-human-resources/db/position.parquet rename to join-bird-human-resources/db/position.parquet diff --git a/join-bird-human-resources/manifest.yaml b/join-bird-human-resources/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..91f00fc9e4462778c734e4403ac8c8c31346affb --- /dev/null +++ b/join-bird-human-resources/manifest.yaml @@ -0,0 +1,19 @@ +name: join-bird-human-resources +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + employee: + pkey: ssn + time_col: hiredate + fkeys: + position_id: position + location_id: location + location: + pkey: location_id + time_col: null + fkeys: {} + position: + pkey: position_id + time_col: null + fkeys: {} diff --git a/thejoin-bird-ice-hockey-draft/db/PlayerInfo.parquet b/join-bird-ice-hockey-draft/db/PlayerInfo.parquet similarity index 100% rename from thejoin-bird-ice-hockey-draft/db/PlayerInfo.parquet rename to join-bird-ice-hockey-draft/db/PlayerInfo.parquet diff --git a/thejoin-bird-ice-hockey-draft/db/SeasonStatus.parquet b/join-bird-ice-hockey-draft/db/SeasonStatus.parquet similarity index 100% rename from thejoin-bird-ice-hockey-draft/db/SeasonStatus.parquet rename to join-bird-ice-hockey-draft/db/SeasonStatus.parquet diff --git a/thejoin-bird-ice-hockey-draft/db/height_info.parquet b/join-bird-ice-hockey-draft/db/height_info.parquet similarity index 100% rename from thejoin-bird-ice-hockey-draft/db/height_info.parquet rename to join-bird-ice-hockey-draft/db/height_info.parquet diff --git a/thejoin-bird-ice-hockey-draft/db/weight_info.parquet b/join-bird-ice-hockey-draft/db/weight_info.parquet similarity index 100% rename from thejoin-bird-ice-hockey-draft/db/weight_info.parquet rename to join-bird-ice-hockey-draft/db/weight_info.parquet diff --git a/join-bird-ice-hockey-draft/manifest.yaml b/join-bird-ice-hockey-draft/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4100693fbc001eca92024d65d289d57d03dfa195 --- /dev/null +++ b/join-bird-ice-hockey-draft/manifest.yaml @@ -0,0 +1,24 @@ +name: join-bird-ice-hockey-draft +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + PlayerInfo: + pkey: eliteid + time_col: birthdate + fkeys: + weight: weight_info + height: height_info + SeasonStatus: + pkey: null + time_col: null + fkeys: + eliteid: PlayerInfo + height_info: + pkey: height_id + time_col: null + fkeys: {} + weight_info: + pkey: weight_id + time_col: null + fkeys: {} diff --git a/thejoin-bird-image-and-language/db/ATT_CLASSES.parquet b/join-bird-image-and-language/db/ATT_CLASSES.parquet similarity index 100% rename from thejoin-bird-image-and-language/db/ATT_CLASSES.parquet rename to join-bird-image-and-language/db/ATT_CLASSES.parquet diff --git a/thejoin-bird-image-and-language/db/IMG_OBJ.parquet b/join-bird-image-and-language/db/IMG_OBJ.parquet similarity index 100% rename from thejoin-bird-image-and-language/db/IMG_OBJ.parquet rename to join-bird-image-and-language/db/IMG_OBJ.parquet diff --git a/thejoin-bird-image-and-language/db/IMG_OBJ_ATT.parquet b/join-bird-image-and-language/db/IMG_OBJ_ATT.parquet similarity index 100% rename from thejoin-bird-image-and-language/db/IMG_OBJ_ATT.parquet rename to join-bird-image-and-language/db/IMG_OBJ_ATT.parquet diff --git a/thejoin-bird-image-and-language/db/IMG_REL.parquet b/join-bird-image-and-language/db/IMG_REL.parquet similarity index 100% rename from thejoin-bird-image-and-language/db/IMG_REL.parquet rename to join-bird-image-and-language/db/IMG_REL.parquet diff --git a/thejoin-bird-image-and-language/db/OBJ_CLASSES.parquet b/join-bird-image-and-language/db/OBJ_CLASSES.parquet similarity index 100% rename from thejoin-bird-image-and-language/db/OBJ_CLASSES.parquet rename to join-bird-image-and-language/db/OBJ_CLASSES.parquet diff --git a/thejoin-bird-image-and-language/db/PRED_CLASSES.parquet b/join-bird-image-and-language/db/PRED_CLASSES.parquet similarity index 100% rename from thejoin-bird-image-and-language/db/PRED_CLASSES.parquet rename to join-bird-image-and-language/db/PRED_CLASSES.parquet diff --git a/join-bird-image-and-language/manifest.yaml b/join-bird-image-and-language/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..31098cb5818fc33d34fec83c3cc7956c4352e82b --- /dev/null +++ b/join-bird-image-and-language/manifest.yaml @@ -0,0 +1,32 @@ +name: join-bird-image-and-language +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + ATT_CLASSES: + pkey: att_class_id + time_col: null + fkeys: {} + IMG_OBJ: + pkey: null + time_col: null + fkeys: + obj_class_id: OBJ_CLASSES + IMG_OBJ_ATT: + pkey: null + time_col: null + fkeys: + att_class_id: ATT_CLASSES + IMG_REL: + pkey: null + time_col: null + fkeys: + pred_class_id: PRED_CLASSES + OBJ_CLASSES: + pkey: obj_class_id + time_col: null + fkeys: {} + PRED_CLASSES: + pkey: pred_class_id + time_col: null + fkeys: {} diff --git a/thejoin-bird-language-corpus/db/biwords.parquet b/join-bird-language-corpus/db/biwords.parquet similarity index 100% rename from thejoin-bird-language-corpus/db/biwords.parquet rename to join-bird-language-corpus/db/biwords.parquet diff --git a/thejoin-bird-language-corpus/db/langs.parquet b/join-bird-language-corpus/db/langs.parquet similarity index 100% rename from thejoin-bird-language-corpus/db/langs.parquet rename to join-bird-language-corpus/db/langs.parquet diff --git a/thejoin-bird-language-corpus/db/langs_words.parquet b/join-bird-language-corpus/db/langs_words.parquet similarity index 100% rename from thejoin-bird-language-corpus/db/langs_words.parquet rename to join-bird-language-corpus/db/langs_words.parquet diff --git a/thejoin-bird-language-corpus/db/pages.parquet b/join-bird-language-corpus/db/pages.parquet similarity index 100% rename from thejoin-bird-language-corpus/db/pages.parquet rename to join-bird-language-corpus/db/pages.parquet diff --git a/thejoin-bird-language-corpus/db/pages_words.parquet b/join-bird-language-corpus/db/pages_words.parquet similarity index 100% rename from thejoin-bird-language-corpus/db/pages_words.parquet rename to join-bird-language-corpus/db/pages_words.parquet diff --git a/thejoin-bird-language-corpus/db/words.parquet b/join-bird-language-corpus/db/words.parquet similarity index 100% rename from thejoin-bird-language-corpus/db/words.parquet rename to join-bird-language-corpus/db/words.parquet diff --git a/join-bird-language-corpus/manifest.yaml b/join-bird-language-corpus/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..72211405df081affa051632f4e6b84981f612375 --- /dev/null +++ b/join-bird-language-corpus/manifest.yaml @@ -0,0 +1,37 @@ +name: join-bird-language-corpus +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + biwords: + pkey: null + time_col: null + fkeys: + lid: langs + w2nd: words + w1st: words + langs: + pkey: lid + time_col: null + fkeys: {} + langs_words: + pkey: __PK__ + time_col: null + fkeys: + lid: langs + wid: words + pages: + pkey: pid + time_col: null + fkeys: + lid: langs + pages_words: + pkey: null + time_col: null + fkeys: + pid: pages + wid: words + words: + pkey: wid + time_col: null + fkeys: {} diff --git a/thejoin-bird-law-episode/db/Award.parquet b/join-bird-law-episode/db/Award.parquet similarity index 100% rename from thejoin-bird-law-episode/db/Award.parquet rename to join-bird-law-episode/db/Award.parquet diff --git a/thejoin-bird-law-episode/db/Credit.parquet b/join-bird-law-episode/db/Credit.parquet similarity index 100% rename from thejoin-bird-law-episode/db/Credit.parquet rename to join-bird-law-episode/db/Credit.parquet diff --git a/thejoin-bird-law-episode/db/Episode.parquet b/join-bird-law-episode/db/Episode.parquet similarity index 100% rename from thejoin-bird-law-episode/db/Episode.parquet rename to join-bird-law-episode/db/Episode.parquet diff --git a/thejoin-bird-law-episode/db/Keyword.parquet b/join-bird-law-episode/db/Keyword.parquet similarity index 100% rename from thejoin-bird-law-episode/db/Keyword.parquet rename to join-bird-law-episode/db/Keyword.parquet diff --git a/thejoin-bird-law-episode/db/Person.parquet b/join-bird-law-episode/db/Person.parquet similarity index 100% rename from thejoin-bird-law-episode/db/Person.parquet rename to join-bird-law-episode/db/Person.parquet diff --git a/thejoin-bird-law-episode/db/Vote.parquet b/join-bird-law-episode/db/Vote.parquet similarity index 100% rename from thejoin-bird-law-episode/db/Vote.parquet rename to join-bird-law-episode/db/Vote.parquet diff --git a/join-bird-law-episode/manifest.yaml b/join-bird-law-episode/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..09b05d08c0fbeb2fbc881fae878949a8ec18965e --- /dev/null +++ b/join-bird-law-episode/manifest.yaml @@ -0,0 +1,35 @@ +name: join-bird-law-episode +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + Award: + pkey: award_id + time_col: null + fkeys: + person_id: Person + episode_id: Episode + Credit: + pkey: null + time_col: null + fkeys: + person_id: Person + episode_id: Episode + Episode: + pkey: episode_id + time_col: air_date + fkeys: {} + Keyword: + pkey: null + time_col: null + fkeys: + episode_id: Episode + Person: + pkey: person_id + time_col: null + fkeys: {} + Vote: + pkey: null + time_col: null + fkeys: + episode_id: Episode diff --git a/thejoin-bird-legislator/db/current-terms.parquet b/join-bird-legislator/db/current-terms.parquet similarity index 100% rename from thejoin-bird-legislator/db/current-terms.parquet rename to join-bird-legislator/db/current-terms.parquet diff --git a/thejoin-bird-legislator/db/current.parquet b/join-bird-legislator/db/current.parquet similarity index 100% rename from thejoin-bird-legislator/db/current.parquet rename to join-bird-legislator/db/current.parquet diff --git a/thejoin-bird-legislator/db/historical-terms.parquet b/join-bird-legislator/db/historical-terms.parquet similarity index 100% rename from thejoin-bird-legislator/db/historical-terms.parquet rename to join-bird-legislator/db/historical-terms.parquet diff --git a/thejoin-bird-legislator/db/historical.parquet b/join-bird-legislator/db/historical.parquet similarity index 100% rename from thejoin-bird-legislator/db/historical.parquet rename to join-bird-legislator/db/historical.parquet diff --git a/thejoin-bird-legislator/db/social-media.parquet b/join-bird-legislator/db/social-media.parquet similarity index 100% rename from thejoin-bird-legislator/db/social-media.parquet rename to join-bird-legislator/db/social-media.parquet diff --git a/join-bird-legislator/manifest.yaml b/join-bird-legislator/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ab773f63cfccd90ea5f5076c436092178594037b --- /dev/null +++ b/join-bird-legislator/manifest.yaml @@ -0,0 +1,28 @@ +name: join-bird-legislator +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + current-terms: + pkey: null + time_col: start + fkeys: + bioguide: current + current: + pkey: bioguide_id + time_col: null + fkeys: {} + historical-terms: + pkey: null + time_col: start + fkeys: + bioguide: historical + historical: + pkey: bioguide_id + time_col: null + fkeys: {} + social-media: + pkey: null + time_col: null + fkeys: + bioguide: current diff --git a/join-bird-legislator/tasks/legislator-churn/manifest.yaml b/join-bird-legislator/tasks/legislator-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9d43d1902dfdc1303dc267e9c4b71948fbab84aa --- /dev/null +++ b/join-bird-legislator/tasks/legislator-churn/manifest.yaml @@ -0,0 +1,10 @@ +name: legislator-churn +kind: external +task_type: binary_classification +description: Predict whether a legislator will have no new terms starting in the next time window. +entity_table: current +entity_col: bioguide +target_col: no_new_term +time_col: start +timedelta: 176 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-legislator/tasks/predict-legislator-churn/train.parquet b/join-bird-legislator/tasks/legislator-churn/train.parquet similarity index 100% rename from thejoin-bird-legislator/tasks/predict-legislator-churn/train.parquet rename to join-bird-legislator/tasks/legislator-churn/train.parquet diff --git a/join-bird-legislator/tasks/legislator-term-count/manifest.yaml b/join-bird-legislator/tasks/legislator-term-count/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e71292d20f1aa96a4624cf08d93bea66448dc1b7 --- /dev/null +++ b/join-bird-legislator/tasks/legislator-term-count/manifest.yaml @@ -0,0 +1,10 @@ +name: legislator-term-count +kind: external +task_type: regression +description: Predict how many terms a current legislator will start in the next time window. +entity_table: current +entity_col: bioguide +target_col: term_count +time_col: start +timedelta: 176 days 06:28:48 +manifest_version: 1 diff --git a/thejoin-bird-legislator/tasks/predict-legislator-term-count/train.parquet b/join-bird-legislator/tasks/legislator-term-count/train.parquet similarity index 100% rename from thejoin-bird-legislator/tasks/predict-legislator-term-count/train.parquet rename to join-bird-legislator/tasks/legislator-term-count/train.parquet diff --git a/thejoin-bird-mental-health-survey/db/Answer.parquet b/join-bird-mental-health-survey/db/Answer.parquet similarity index 100% rename from thejoin-bird-mental-health-survey/db/Answer.parquet rename to join-bird-mental-health-survey/db/Answer.parquet diff --git a/thejoin-bird-mental-health-survey/db/Question.parquet b/join-bird-mental-health-survey/db/Question.parquet similarity index 100% rename from thejoin-bird-mental-health-survey/db/Question.parquet rename to join-bird-mental-health-survey/db/Question.parquet diff --git a/thejoin-bird-mental-health-survey/db/Survey.parquet b/join-bird-mental-health-survey/db/Survey.parquet similarity index 100% rename from thejoin-bird-mental-health-survey/db/Survey.parquet rename to join-bird-mental-health-survey/db/Survey.parquet diff --git a/join-bird-mental-health-survey/manifest.yaml b/join-bird-mental-health-survey/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..111cf6c79d3deb38612adbc26327dcf84a11c6d3 --- /dev/null +++ b/join-bird-mental-health-survey/manifest.yaml @@ -0,0 +1,18 @@ +name: join-bird-mental-health-survey +manifest_version: 1 +val_timestamp: null +test_timestamp: null +tables: + Answer: + pkey: null + time_col: null + fkeys: + question_id: Question + Question: + pkey: questionid + time_col: null + fkeys: {} + Survey: + pkey: survey_id + time_col: null + fkeys: {} diff --git a/thejoin-aact-clinicaltrials/README.md b/thejoin-aact-clinicaltrials/README.md deleted file mode 100644 index f2abae6f11863d6061ee611b1f62179a11c710a8..0000000000000000000000000000000000000000 --- a/thejoin-aact-clinicaltrials/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: clinical-aact-clinicaltrials ---- - -# clinical-aact-clinicaltrials - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("clinical-aact-clinicaltrials") -task = relbench.load_task("clinical-aact-clinicaltrials", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-aact-clinicaltrials/manifest.yaml b/thejoin-aact-clinicaltrials/manifest.yaml deleted file mode 100644 index 374b5e5d2133645966e48b64bd1013c6637fc8d2..0000000000000000000000000000000000000000 --- a/thejoin-aact-clinicaltrials/manifest.yaml +++ /dev/null @@ -1,54 +0,0 @@ -name: thejoin-aact-clinicaltrials -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - browse_conditions: - pkey: null - time_col: null - fkeys: - nct_id: studies - browse_interventions: - pkey: null - time_col: null - fkeys: - nct_id: studies - conditions: - pkey: null - time_col: null - fkeys: - nct_id: studies - design_groups: - pkey: null - time_col: null - fkeys: - nct_id: studies - eligibilities: - pkey: null - time_col: null - fkeys: - nct_id: studies - facilities: - pkey: null - time_col: null - fkeys: - nct_id: studies - interventions: - pkey: null - time_col: null - fkeys: - nct_id: studies - outcomes: - pkey: null - time_col: null - fkeys: - nct_id: studies - sponsors: - pkey: null - time_col: null - fkeys: - nct_id: studies - studies: - pkey: nct_id - time_col: start_date - fkeys: {} diff --git a/thejoin-aact-clinicaltrials/schema.svg b/thejoin-aact-clinicaltrials/schema.svg deleted file mode 100644 index d18204b9e80733a489853c817de63f1f348dc7da..0000000000000000000000000000000000000000 --- a/thejoin-aact-clinicaltrials/schema.svg +++ /dev/null @@ -1,669 +0,0 @@ - - -schema - - -browse_conditions:e->studies:w - - - -browse_interventions:e->studies:w - - - -conditions:e->studies:w - - - -design_groups:e->studies:w - - - -eligibilities:e->studies:w - - - -facilities:e->studies:w - - - -interventions:e->studies:w - - - -outcomes:e->studies:w - - - -sponsors:e->studies:w - - -browse_conditions - -browse_conditions - -2M rows - -nct_id - -FK - -id - -int - -mesh_term - -str - -downcase_mesh_term - -str - -mesh_type - -str - - - -studies - -studies - -355K rows - -nct_id - -PK - -start_date - -TIME - -nlm_download_date_description - -int - -enrollment - -int - -number_of_arms - -int - -number_of_groups - -int - -study_first_submitted_date - -str - -results_first_submitted_date - -str - -disposition_first_submitted_date - -str - -last_update_submitted_date - -str - -study_first_submitted_qc_date - -str - -study_first_posted_date - -str - -study_first_posted_date_type - -str - -results_first_submitted_qc_date - -str - -results_first_posted_date - -str - -results_first_posted_date_type - -str - -disposition_first_submitted_qc_date - -str - -disposition_first_posted_date - -str - -disposition_first_posted_date_type - -str - -last_update_submitted_qc_date - -str - -last_update_posted_date - -str - -last_update_posted_date_type - -str - -start_month_year - -str - -start_date_type - -str - -verification_month_year - -str - -verification_date - -str - -completion_month_year - -str - -completion_date_type - -str - -completion_date - -str - -primary_completion_month_year - -str - -primary_completion_date_type - -str - -primary_completion_date - -str - -target_duration - -str - -study_type - -str - -acronym - -str - -baseline_population - -str - -brief_title - -str - -official_title - -str - -overall_status - -str - -last_known_status - -str - -phase - -str - -enrollment_type - -str - -source - -str - -limitations_and_caveats - -str - -why_stopped - -str - -has_expanded_access - -str - -expanded_access_type_individual - -str - -expanded_access_type_intermediate - -str - -expanded_access_type_treatment - -str - -has_dmc - -str - -is_fda_regulated_drug - -str - -is_fda_regulated_device - -str - -is_unapproved_device - -str - -is_ppsd - -str - -is_us_export - -str - -biospec_retention - -str - -biospec_description - -str - -ipd_time_frame - -str - -ipd_access_criteria - -str - -ipd_url - -str - -plan_to_share_ipd - -str - -plan_to_share_ipd_description - -str - -created_at - -str - -updated_at - -str - -source_class - -str - -delayed_posting - -str - -expanded_access_nctid - -str - -expanded_access_status_for_nctid - -str - -fdaaa801_violation - -str - -baseline_type_units_analyzed - -str - -patient_registry - -str - - - -browse_interventions - -browse_interventions - -1M rows - -nct_id - -FK - -id - -int - -mesh_term - -str - -downcase_mesh_term - -str - -mesh_type - -str - - - -conditions - -conditions - -668K rows - -nct_id - -FK - -id - -int - -name - -str - -downcase_name - -str - - - -design_groups - -design_groups - -683K rows - -nct_id - -FK - -id - -int - -group_type - -str - -title - -str - -description - -str - - - -eligibilities - -eligibilities - -355K rows - -nct_id - -FK - -id - -int - -sampling_method - -str - -gender - -str - -minimum_age - -str - -maximum_age - -str - -healthy_volunteers - -str - -population - -str - -criteria - -str - -gender_description - -str - -gender_based - -str - -adult - -str - -child - -str - -older_adult - -str - - - -facilities - -facilities - -2M rows - -nct_id - -FK - -latitude - -float - -longitude - -float - -id - -int - -status - -str - -name - -str - -city - -str - -state - -str - -zip - -str - -country - -str - - - -interventions - -interventions - -594K rows - -nct_id - -FK - -id - -int - -intervention_type - -str - -name - -str - -description - -str - - - -outcomes - -outcomes - -286K rows - -nct_id - -FK - -id - -int - -outcome_type - -str - -title - -str - -description - -str - -time_frame - -str - -population - -str - -anticipated_posting_date - -str - -anticipated_posting_month_year - -str - -units - -str - -units_analyzed - -str - -dispersion_type - -str - -param_type - -str - - - -sponsors - -sponsors - -574K rows - -nct_id - -FK - -id - -int - -agency_class - -str - -lead_or_collaborator - -str - -name - -str - - - - \ No newline at end of file diff --git a/thejoin-act-mooc/README.md b/thejoin-act-mooc/README.md deleted file mode 100644 index c89515728819a93478ae19b7b17a99bf1bc44505..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/README.md +++ /dev/null @@ -1,78 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: temporal-network-act-mooc ---- - -# temporal-network-act-mooc - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-activity-active-streak` | external | regression | Longest consecutive-sub-period streak during which this activity received at least one interaction. | -| `predict-activity-any-positive-label` | external | binary_classification | Predict whether an activity records any positive label (max label >= 1) next window. | -| `predict-activity-appears-interactions` | external | binary_classification | Whether an activity is interacted with by any student next window. | -| `predict-activity-avg-feature0` | external | regression | Predict the mean feature0 value across all student interactions with an activity over the next time window | -| `predict-activity-churn` | external | binary_classification | Predict whether an activity has no student interactions in the next time window (unused activity) | -| `predict-activity-feature2-volatility` | external | regression | Standard deviation of feature2 across interactions with this activity over the next window. | -| `predict-activity-interaction-count` | external | regression | Predict the number of student interactions with an activity over the next time window (activity popularity) | -| `predict-activity-mean-feature2` | external | regression | Average feature2 for an activity's interactions next window. | -| `predict-activity-mean-label` | external | regression | Predict the mean label value observed at an activity next window (positive-label rate). | -| `predict-activity-new-student-adoption` | external | binary_classification | Whether this activity is accessed by a student who has never previously used it in the next window. | -| `predict-activity-positive-rate` | external | regression | Predict the fraction of positive-label events on an activity next window. | -| `predict-activity-rank-within-student` | external | regression | Activity's mean popularity rank (by feature1 sum) within each student's set of activities in the next window. | -| `predict-activity-sum-feature1` | external | regression | Predict the sum of feature1 contributions for an activity next window. | -| `predict-activity-time-until-next-interaction` | external | regression | Days until this MOOC activity is next accessed by any student. | -| `predict-student-active-streak` | external | regression | Longest consecutive-sub-period active streak for the student in the next window. | -| `predict-student-appears-interactions` | external | binary_classification | Whether a student has any activity interaction next window. | -| `predict-student-avg-feature0` | external | regression | Predict the mean value of feature0 for a student's interactions over the next time window | -| `predict-student-distinct-activities` | external | regression | Predict how many distinct activities a student will interact with next window. | -| `predict-student-dropout` | external | binary_classification | Predict whether a student has no interactions in the next time window (dropout) | -| `predict-student-engagement-concentration` | external | regression | Student's share of the total platform-wide feature0 sum in the next window. | -| `predict-student-feature0-spike` | external | binary_classification | Predict whether a student hits a feature0 value above 5 (max feature0 > 5) next window. | -| `predict-student-feature0-volatility` | external | regression | Predict the standard deviation of a student's feature0 values across interactions next window. | -| `predict-student-feature1-change` | external | regression | Predict the change in a student's mean feature1 from the current window to the next window. | -| `predict-student-feature1-to-feature0-ratio` | external | regression | Ratio of the student's feature1 sum to feature0 sum in the next window (relative engagement signal). | -| `predict-student-has-interaction` | external | binary_classification | Predict whether a student has any interactions in the next time window | -| `predict-student-has-positive-label` | external | binary_classification | Predict whether the student has at least one positive-label event next window. | -| `predict-student-high-engagement` | external | binary_classification | Predict whether a student's mean feature1 exceeds the median over the next time window | -| `predict-student-interaction-count` | external | regression | Predict the number of interactions a student has over the next time window (engagement level) | -| `predict-student-interaction-count-long` | external | regression | Predict how many interactions a student makes over a 2x horizon. | -| `predict-student-interaction-trend` | external | binary_classification | Predict whether a student's interaction count increases in the next window compared to the current window. | -| `predict-student-max-feature0` | external | regression | Predict the peak feature0 value observed for a student next window. | -| `predict-student-max-feature3` | external | regression | Predict the peak feature3 value observed for a student next window. | -| `predict-student-mean-feature0-long` | external | regression | Predict the mean feature0 value for a student over a 2x horizon. | -| `predict-student-mean-feature1` | external | regression | Predict mean feature1 on a student's interactions next window. | -| `predict-student-mean-feature2` | external | regression | Predict mean feature2 for a student's interactions next window. | -| `predict-student-min-feature1` | external | regression | Predict the minimum feature1 value for a student's interactions next window. | -| `predict-student-negative-feature2` | external | binary_classification | Predict whether a student's minimum feature2 value is below 0 (negative reading) next window. | -| `predict-student-new-activity-adoption` | external | binary_classification | Whether the student interacts with a MOOC activity they have never touched before in the next window. | -| `predict-student-peer-outperform-feature2` | external | binary_classification | Whether the student's mean feature2 exceeds the peer-group (activity) mean in the next window. | -| `predict-student-rank-improvement-by-activity` | external | binary_classification | Whether the student's engagement rank within an activity improves by at least 5 positions in the next window. | -| `predict-student-rank-within-activity` | external | regression | Student's mean engagement rank (by feature0 sum) within each activity group in the next window (1=most engaged). | -| `predict-student-repeats-last-activity` | external | binary_classification | Whether the student's next interaction is on the same activity as their most recent past interaction. | -| `predict-student-return-after-dropout` | external | binary_classification | Predict whether an inactive student will return and interact with any activity next window. | -| `predict-student-sum-feature0` | external | regression | Predict the cumulative feature0 contribution a student makes next window. | -| `predict-student-sum-label` | external | regression | Predict the count of labeled events (label=1) for a student next window. | -| `predict-student-time-until-next-interaction` | external | regression | Days until the student's next MOOC interaction event. | -| `predict-student-top-feature0` | external | binary_classification | Predict whether a student will be in the top 25% by mean feature0 next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("temporal-network-act-mooc") -task = relbench.load_task("temporal-network-act-mooc", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-act-mooc/manifest.yaml b/thejoin-act-mooc/manifest.yaml deleted file mode 100644 index 37095c5da5caa3de6f183678054b532d4a14c840..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-act-mooc -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - activities: - pkey: activity_id - time_col: null - fkeys: {} - interactions: - pkey: null - time_col: timestamp - fkeys: - student_id: students - activity_id: activities - students: - pkey: student_id - time_col: null - fkeys: {} diff --git a/thejoin-act-mooc/schema.svg b/thejoin-act-mooc/schema.svg deleted file mode 100644 index 25003d4d9daf74d8a578f881a60b08db0d976f07..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/schema.svg +++ /dev/null @@ -1,77 +0,0 @@ - - -schema - - -interactions:e->activities:w - - - -interactions:e->students:w - - -activities - -activities - -97 rows - -activity_id - -PK - - - -interactions - -interactions - -427K rows - -student_id - -FK - -activity_id - -FK - -timestamp - -TIME - -feature0 - -float - -feature1 - -float - -feature2 - -float - -feature3 - -float - -label - -int - - - -students - -students - -7K rows - -student_id - -PK - - - - \ No newline at end of file diff --git a/thejoin-act-mooc/tasks/predict-activity-active-streak/manifest.yaml b/thejoin-act-mooc/tasks/predict-activity-active-streak/manifest.yaml deleted file mode 100644 index 2d88b8de344589a4f2786d220fd522ca80b2b64d..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-activity-active-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-activity-active-streak -kind: external -task_type: regression -description: Longest consecutive-sub-period streak during which this activity received at least one interaction. -entity_table: activities -entity_col: activity_id -target_col: streak -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-any-positive-label/manifest.yaml b/thejoin-act-mooc/tasks/predict-activity-any-positive-label/manifest.yaml deleted file mode 100644 index d72af262e6a417d889c0620c11dfec0ec37a378d..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-activity-any-positive-label/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-activity-any-positive-label -kind: external -task_type: binary_classification -description: Predict whether an activity records any positive label (max label >= 1) next window. -entity_table: activities -entity_col: activity_id -target_col: activity_has_positive -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-appears-interactions/manifest.yaml b/thejoin-act-mooc/tasks/predict-activity-appears-interactions/manifest.yaml deleted file mode 100644 index 2f994a8e69aabcacbef2308d85e70d4f2f264ce0..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-activity-appears-interactions/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-activity-appears-interactions -kind: external -task_type: binary_classification -description: Whether an activity is interacted with by any student next window. -entity_table: activities -entity_col: activity_id -target_col: is_used -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-avg-feature0/manifest.yaml b/thejoin-act-mooc/tasks/predict-activity-avg-feature0/manifest.yaml deleted file mode 100644 index a6ad2e0c5e15474fc5d5370bc7f92887218c8504..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-activity-avg-feature0/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-activity-avg-feature0 -kind: external -task_type: regression -description: Predict the mean feature0 value across all student interactions with an activity over the next time window -entity_table: activities -entity_col: activity_id -target_col: pred_feature0 -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-churn/manifest.yaml b/thejoin-act-mooc/tasks/predict-activity-churn/manifest.yaml deleted file mode 100644 index 4e51b927ba01cc59c247cb21597fcf1fbfc67f1c..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-activity-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-activity-churn -kind: external -task_type: binary_classification -description: Predict whether an activity has no student interactions in the next time window (unused activity) -entity_table: activities -entity_col: activity_id -target_col: predict_activity_churn -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-feature2-volatility/manifest.yaml b/thejoin-act-mooc/tasks/predict-activity-feature2-volatility/manifest.yaml deleted file mode 100644 index aa02ac761690170fee3a45d84d33f75905fb3c02..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-activity-feature2-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-activity-feature2-volatility -kind: external -task_type: regression -description: Standard deviation of feature2 across interactions with this activity over the next window. -entity_table: activities -entity_col: activity_id -target_col: std_f2 -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-interaction-count/manifest.yaml b/thejoin-act-mooc/tasks/predict-activity-interaction-count/manifest.yaml deleted file mode 100644 index 4cfa58b19c6169eff9763037285b7c4f1bfee80d..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-activity-interaction-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-activity-interaction-count -kind: external -task_type: regression -description: Predict the number of student interactions with an activity over the next time window (activity popularity) -entity_table: activities -entity_col: activity_id -target_col: predict_activity_interaction_count -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-mean-feature2/manifest.yaml b/thejoin-act-mooc/tasks/predict-activity-mean-feature2/manifest.yaml deleted file mode 100644 index 5910cf3bcba08b4affe4feee91fe121afec11aa4..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-activity-mean-feature2/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-activity-mean-feature2 -kind: external -task_type: regression -description: Average feature2 for an activity's interactions next window. -entity_table: activities -entity_col: activity_id -target_col: mean_feat2 -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-mean-label/manifest.yaml b/thejoin-act-mooc/tasks/predict-activity-mean-label/manifest.yaml deleted file mode 100644 index 79132e4838c2f42a415299200c3e266be4b1c98f..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-activity-mean-label/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-activity-mean-label -kind: external -task_type: regression -description: Predict the mean label value observed at an activity next window (positive-label rate). -entity_table: activities -entity_col: activity_id -target_col: mean_label -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-new-student-adoption/manifest.yaml b/thejoin-act-mooc/tasks/predict-activity-new-student-adoption/manifest.yaml deleted file mode 100644 index 012e586649cd89a4d5d3e03b47e62f3dca0986bb..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-activity-new-student-adoption/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-activity-new-student-adoption -kind: external -task_type: binary_classification -description: Whether this activity is accessed by a student who has never previously used it in the next window. -entity_table: activities -entity_col: activity_id -target_col: new_student -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-positive-rate/manifest.yaml b/thejoin-act-mooc/tasks/predict-activity-positive-rate/manifest.yaml deleted file mode 100644 index d64226d86aed59fe44d0a569f3f382ac7965552d..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-activity-positive-rate/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-activity-positive-rate -kind: external -task_type: regression -description: Predict the fraction of positive-label events on an activity next window. -entity_table: activities -entity_col: activity_id -target_col: positive_rate -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-rank-within-student/manifest.yaml b/thejoin-act-mooc/tasks/predict-activity-rank-within-student/manifest.yaml deleted file mode 100644 index f212b555d3084c25eaaff315ead652289da24793..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-activity-rank-within-student/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-activity-rank-within-student -kind: external -task_type: regression -description: Activity's mean popularity rank (by feature1 sum) within each student's set of activities in the next window. -entity_table: activities -entity_col: activity_id -target_col: mean_rank -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-sum-feature1/manifest.yaml b/thejoin-act-mooc/tasks/predict-activity-sum-feature1/manifest.yaml deleted file mode 100644 index c84dfc2cf3f785aa72596ba54d02f0ef41c1dd8a..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-activity-sum-feature1/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-activity-sum-feature1 -kind: external -task_type: regression -description: Predict the sum of feature1 contributions for an activity next window. -entity_table: activities -entity_col: activity_id -target_col: feat1_sum -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-activity-time-until-next-interaction/manifest.yaml b/thejoin-act-mooc/tasks/predict-activity-time-until-next-interaction/manifest.yaml deleted file mode 100644 index 3cfb10ab9bad2f96c26beec8515d2c913fec6873..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-activity-time-until-next-interaction/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-activity-time-until-next-interaction -kind: external -task_type: regression -description: Days until this MOOC activity is next accessed by any student. -entity_table: activities -entity_col: activity_id -target_col: days_to_next -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-active-streak/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-active-streak/manifest.yaml deleted file mode 100644 index 1d9c797a5460248b6eaccbba09f6ee9d0a2e0d13..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-active-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-active-streak -kind: external -task_type: regression -description: Longest consecutive-sub-period active streak for the student in the next window. -entity_table: students -entity_col: student_id -target_col: streak -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-appears-interactions/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-appears-interactions/manifest.yaml deleted file mode 100644 index 4e7d96d53f801ea87c58f00cb84d1f29c3108481..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-appears-interactions/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-appears-interactions -kind: external -task_type: binary_classification -description: Whether a student has any activity interaction next window. -entity_table: students -entity_col: student_id -target_col: is_active -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-avg-feature0/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-avg-feature0/manifest.yaml deleted file mode 100644 index 4327a8ff80f840367976b2052b3c7a27eb1189db..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-avg-feature0/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-avg-feature0 -kind: external -task_type: regression -description: Predict the mean value of feature0 for a student's interactions over the next time window -entity_table: students -entity_col: student_id -target_col: pred_feature0 -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-distinct-activities/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-distinct-activities/manifest.yaml deleted file mode 100644 index ed3488de7d47fea639ed9e6afbf35555d2e03bef..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-distinct-activities/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-distinct-activities -kind: external -task_type: regression -description: Predict how many distinct activities a student will interact with next window. -entity_table: students -entity_col: student_id -target_col: distinct_activities -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-dropout/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-dropout/manifest.yaml deleted file mode 100644 index 7c35e7d544e50d8e3dd5f0b52fdfd839ba1dff0d..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-dropout/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-dropout -kind: external -task_type: binary_classification -description: Predict whether a student has no interactions in the next time window (dropout) -entity_table: students -entity_col: student_id -target_col: predict_student_dropout -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-engagement-concentration/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-engagement-concentration/manifest.yaml deleted file mode 100644 index 33384f237baec50bb0a175bf3c9999f582c11062..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-engagement-concentration/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-engagement-concentration -kind: external -task_type: regression -description: Student's share of the total platform-wide feature0 sum in the next window. -entity_table: students -entity_col: student_id -target_col: share -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-feature0-spike/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-feature0-spike/manifest.yaml deleted file mode 100644 index b133a86f5e8423b7ace039638a259dab8da3d826..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-feature0-spike/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-feature0-spike -kind: external -task_type: binary_classification -description: Predict whether a student hits a feature0 value above 5 (max feature0 > 5) next window. -entity_table: students -entity_col: student_id -target_col: feat0_spike -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-feature0-volatility/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-feature0-volatility/manifest.yaml deleted file mode 100644 index b18701d09ccac193e8222469933b684bc118d4d4..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-feature0-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-feature0-volatility -kind: external -task_type: regression -description: Predict the standard deviation of a student's feature0 values across interactions next window. -entity_table: students -entity_col: student_id -target_col: feature0_std -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-feature1-change/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-feature1-change/manifest.yaml deleted file mode 100644 index 5e351a54dfcf528422f5460474cc0a250ad8fbdd..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-feature1-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-feature1-change -kind: external -task_type: regression -description: Predict the change in a student's mean feature1 from the current window to the next window. -entity_table: students -entity_col: student_id -target_col: feature1_delta -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-feature1-to-feature0-ratio/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-feature1-to-feature0-ratio/manifest.yaml deleted file mode 100644 index f0c1a9c660392b99e20965c62df85008290f5cf9..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-feature1-to-feature0-ratio/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-feature1-to-feature0-ratio -kind: external -task_type: regression -description: Ratio of the student's feature1 sum to feature0 sum in the next window (relative engagement signal). -entity_table: students -entity_col: student_id -target_col: f1_f0_ratio -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-has-interaction/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-has-interaction/manifest.yaml deleted file mode 100644 index f7781cd990954fa45bf8d8039840773604c37d5a..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-has-interaction/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-has-interaction -kind: external -task_type: binary_classification -description: Predict whether a student has any interactions in the next time window -entity_table: students -entity_col: student_id -target_col: predict_student_has_interaction -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-has-positive-label/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-has-positive-label/manifest.yaml deleted file mode 100644 index 216e92a4bdb12643576ec6d70dbbfc081731ae5a..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-has-positive-label/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-has-positive-label -kind: external -task_type: binary_classification -description: Predict whether the student has at least one positive-label event next window. -entity_table: students -entity_col: student_id -target_col: has_positive -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-high-engagement/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-high-engagement/manifest.yaml deleted file mode 100644 index 07fdf1d9294fdeadc71aff3bf1a3a017f3af77e7..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-high-engagement/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-high-engagement -kind: external -task_type: binary_classification -description: Predict whether a student's mean feature1 exceeds the median over the next time window -entity_table: students -entity_col: student_id -target_col: pred_feature1 -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-interaction-count-long/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-interaction-count-long/manifest.yaml deleted file mode 100644 index 29cb634ba18cd2595abffb9ba90b914a201d4ea4..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-interaction-count-long/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-interaction-count-long -kind: external -task_type: regression -description: Predict how many interactions a student makes over a 2x horizon. -entity_table: students -entity_col: student_id -target_col: count_long -time_col: timestamp -timedelta: 0 days 11:41:36.400000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-interaction-count/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-interaction-count/manifest.yaml deleted file mode 100644 index f2a6a1bf14c2fedd36873c4981311b76104b97fd..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-interaction-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-interaction-count -kind: external -task_type: regression -description: Predict the number of interactions a student has over the next time window (engagement level) -entity_table: students -entity_col: student_id -target_col: predict_student_interaction_count -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-interaction-trend/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-interaction-trend/manifest.yaml deleted file mode 100644 index c769cfec6c7cd6be51c6adf5245b0ce8bd0ba128..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-interaction-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-interaction-trend -kind: external -task_type: binary_classification -description: Predict whether a student's interaction count increases in the next window compared to the current window. -entity_table: students -entity_col: student_id -target_col: interaction_count_trend -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-max-feature0/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-max-feature0/manifest.yaml deleted file mode 100644 index 07f048c639a654ee1f8b0e29de4dd1c1d8f6c0d6..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-max-feature0/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-max-feature0 -kind: external -task_type: regression -description: Predict the peak feature0 value observed for a student next window. -entity_table: students -entity_col: student_id -target_col: max_feature0 -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-max-feature3/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-max-feature3/manifest.yaml deleted file mode 100644 index b1b14e7397bc18b98f7dd96f23a45880b2ce60e8..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-max-feature3/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-max-feature3 -kind: external -task_type: regression -description: Predict the peak feature3 value observed for a student next window. -entity_table: students -entity_col: student_id -target_col: max_feature3 -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-mean-feature0-long/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-mean-feature0-long/manifest.yaml deleted file mode 100644 index 7cbff078457abd0149a2cd0c5b77a4e4632a0047..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-mean-feature0-long/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-mean-feature0-long -kind: external -task_type: regression -description: Predict the mean feature0 value for a student over a 2x horizon. -entity_table: students -entity_col: student_id -target_col: mean_feat0_long -time_col: timestamp -timedelta: 0 days 11:41:36.400000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-mean-feature1/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-mean-feature1/manifest.yaml deleted file mode 100644 index 4f78d6a44e1d5d1c205819d5ff975b37d59aed03..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-mean-feature1/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-mean-feature1 -kind: external -task_type: regression -description: Predict mean feature1 on a student's interactions next window. -entity_table: students -entity_col: student_id -target_col: mean_feature1 -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-mean-feature2/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-mean-feature2/manifest.yaml deleted file mode 100644 index ecee2808b794f51094ee7b1a955d304e770cf56c..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-mean-feature2/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-mean-feature2 -kind: external -task_type: regression -description: Predict mean feature2 for a student's interactions next window. -entity_table: students -entity_col: student_id -target_col: mean_feature2 -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-min-feature1/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-min-feature1/manifest.yaml deleted file mode 100644 index 5a7687f9396f9568fdf21c7fad844f58399a7b33..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-min-feature1/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-min-feature1 -kind: external -task_type: regression -description: Predict the minimum feature1 value for a student's interactions next window. -entity_table: students -entity_col: student_id -target_col: min_feat1 -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-negative-feature2/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-negative-feature2/manifest.yaml deleted file mode 100644 index 77e259586be59c8d6579ebbbed078356b50881f8..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-negative-feature2/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-negative-feature2 -kind: external -task_type: binary_classification -description: Predict whether a student's minimum feature2 value is below 0 (negative reading) next window. -entity_table: students -entity_col: student_id -target_col: neg_feat2 -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-new-activity-adoption/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-new-activity-adoption/manifest.yaml deleted file mode 100644 index 39427fa11fb21e1e56820b3718f7944bb3d9f6ff..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-new-activity-adoption/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-new-activity-adoption -kind: external -task_type: binary_classification -description: Whether the student interacts with a MOOC activity they have never touched before in the next window. -entity_table: students -entity_col: student_id -target_col: adopts_new -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-peer-outperform-feature2/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-peer-outperform-feature2/manifest.yaml deleted file mode 100644 index 5c4781c030f61333cf583babedfec42b1fe6918f..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-peer-outperform-feature2/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-peer-outperform-feature2 -kind: external -task_type: binary_classification -description: Whether the student's mean feature2 exceeds the peer-group (activity) mean in the next window. -entity_table: students -entity_col: student_id -target_col: beats_peers_f2 -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-rank-improvement-by-activity/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-rank-improvement-by-activity/manifest.yaml deleted file mode 100644 index faa8914fc066a8509791662da69cb00b835a4641..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-rank-improvement-by-activity/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-rank-improvement-by-activity -kind: external -task_type: binary_classification -description: Whether the student's engagement rank within an activity improves by at least 5 positions in the next window. -entity_table: students -entity_col: student_id -target_col: rank_up -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-rank-within-activity/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-rank-within-activity/manifest.yaml deleted file mode 100644 index 5662b627b72e14520310f069d2a8fadac6f2d89f..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-rank-within-activity/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-rank-within-activity -kind: external -task_type: regression -description: Student's mean engagement rank (by feature0 sum) within each activity group in the next window (1=most engaged). -entity_table: students -entity_col: student_id -target_col: mean_rank -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-repeats-last-activity/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-repeats-last-activity/manifest.yaml deleted file mode 100644 index ff6acfc57186aef4d63391117b88eeebda0a9ec9..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-repeats-last-activity/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-repeats-last-activity -kind: external -task_type: binary_classification -description: Whether the student's next interaction is on the same activity as their most recent past interaction. -entity_table: students -entity_col: student_id -target_col: repeats_last -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-return-after-dropout/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-return-after-dropout/manifest.yaml deleted file mode 100644 index a4504e8bccc345dbe15c2b3fb264f30ecef1b9b5..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-return-after-dropout/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-return-after-dropout -kind: external -task_type: binary_classification -description: Predict whether an inactive student will return and interact with any activity next window. -entity_table: students -entity_col: student_id -target_col: student_returned -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-sum-feature0/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-sum-feature0/manifest.yaml deleted file mode 100644 index db6dad09a6b575f477abcb1c0288f476fce1ce04..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-sum-feature0/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-sum-feature0 -kind: external -task_type: regression -description: Predict the cumulative feature0 contribution a student makes next window. -entity_table: students -entity_col: student_id -target_col: sum_feat0 -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-sum-label/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-sum-label/manifest.yaml deleted file mode 100644 index 419ebc596705f2c954b4f1cdd117a8f8deeb8d9a..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-sum-label/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-sum-label -kind: external -task_type: regression -description: Predict the count of labeled events (label=1) for a student next window. -entity_table: students -entity_col: student_id -target_col: label_sum -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-time-until-next-interaction/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-time-until-next-interaction/manifest.yaml deleted file mode 100644 index c4d9412170d5675fe36866ced95bdc7d5025a658..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-time-until-next-interaction/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-time-until-next-interaction -kind: external -task_type: regression -description: Days until the student's next MOOC interaction event. -entity_table: students -entity_col: student_id -target_col: days_to_next -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-act-mooc/tasks/predict-student-top-feature0/manifest.yaml b/thejoin-act-mooc/tasks/predict-student-top-feature0/manifest.yaml deleted file mode 100644 index ad10df85a6d8337316ac40a262de49e73e8ab75e..0000000000000000000000000000000000000000 --- a/thejoin-act-mooc/tasks/predict-student-top-feature0/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-student-top-feature0 -kind: external -task_type: binary_classification -description: Predict whether a student will be in the top 25% by mean feature0 next window. -entity_table: students -entity_col: student_id -target_col: is_top_feature0 -time_col: timestamp -timedelta: 0 days 05:50:48.200000 -manifest_version: 1 diff --git a/thejoin-adventureworks2014/README.md b/thejoin-adventureworks2014/README.md deleted file mode 100644 index b9f83a682ec5ca9713f6ea3975bdbafc7744b347..0000000000000000000000000000000000000000 --- a/thejoin-adventureworks2014/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: ctu-adventureworks2014 ---- - -# ctu-adventureworks2014 - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("ctu-adventureworks2014") -task = relbench.load_task("ctu-adventureworks2014", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-adventureworks2014/manifest.yaml b/thejoin-adventureworks2014/manifest.yaml deleted file mode 100644 index ee773f18d94919e8a0e826d9a94e21c12c5f7f64..0000000000000000000000000000000000000000 --- a/thejoin-adventureworks2014/manifest.yaml +++ /dev/null @@ -1,374 +0,0 @@ -name: thejoin-adventureworks2014 -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - address: - pkey: address_id - time_col: modified_date - fkeys: - state_province_id: stateprovince - addresstype: - pkey: address_type_id - time_col: null - fkeys: {} - awbuildversion: - pkey: system_information_id - time_col: null - fkeys: {} - billofmaterials: - pkey: bill_of_materials_id - time_col: modified_date - fkeys: - unit_measure_code: unitmeasure - component_id: product - product_assembly_id: product - businessentity: - pkey: business_entity_id - time_col: modified_date - fkeys: {} - businessentityaddress: - pkey: __PK__ - time_col: modified_date - fkeys: - address_type_id: addresstype - address_id: address - business_entity_id: businessentity - businessentitycontact: - pkey: __PK__ - time_col: modified_date - fkeys: - business_entity_id: businessentity - contact_type_id: contacttype - person_id: person - contacttype: - pkey: contact_type_id - time_col: null - fkeys: {} - countryregion: - pkey: country_region_code - time_col: null - fkeys: {} - countryregioncurrency: - pkey: null - time_col: null - fkeys: - country_region_code: countryregion - currency_code: currency - creditcard: - pkey: credit_card_id - time_col: exp_year - fkeys: {} - culture: - pkey: culture_id - time_col: null - fkeys: {} - currency: - pkey: currency_code - time_col: null - fkeys: {} - currencyrate: - pkey: currency_rate_id - time_col: modified_date - fkeys: - from_currency_code: currency - to_currency_code: currency - customer: - pkey: customer_id - time_col: null - fkeys: - person_id: person - territory_id: salesterritory - store_id: store - databaselog: - pkey: database_log_id - time_col: post_time - fkeys: {} - department: - pkey: department_id - time_col: null - fkeys: {} - document: - pkey: document_node - time_col: modified_date - fkeys: - owner: employee - emailaddress: - pkey: __PK__ - time_col: modified_date - fkeys: - business_entity_id: person - employee: - pkey: __PK__ - time_col: birth_date - fkeys: - business_entity_id: person - employeedepartmenthistory: - pkey: null - time_col: start_date - fkeys: - department_id: department - business_entity_id: employee - shift_id: shift - employeepayhistory: - pkey: null - time_col: rate_change_date - fkeys: - business_entity_id: employee - illustration: - pkey: illustration_id - time_col: null - fkeys: {} - jobcandidate: - pkey: job_candidate_id - time_col: null - fkeys: - business_entity_id: employee - location: - pkey: location_id - time_col: null - fkeys: {} - password: - pkey: __PK__ - time_col: modified_date - fkeys: - business_entity_id: person - person: - pkey: __PK__ - time_col: modified_date - fkeys: - business_entity_id: businessentity - personcreditcard: - pkey: __PK__ - time_col: modified_date - fkeys: - credit_card_id: creditcard - business_entity_id: person - personphone: - pkey: __PK__ - time_col: modified_date - fkeys: - business_entity_id: person - phone_number_type_id: phonenumbertype - phonenumbertype: - pkey: phone_number_type_id - time_col: null - fkeys: {} - product: - pkey: product_id - time_col: sell_start_date - fkeys: - product_model_id: productmodel - product_subcategory_id: productsubcategory - size_unit_measure_code: unitmeasure - weight_unit_measure_code: unitmeasure - productcategory: - pkey: product_category_id - time_col: null - fkeys: {} - productcosthistory: - pkey: null - time_col: modified_date - fkeys: - product_id: product - productdescription: - pkey: product_description_id - time_col: null - fkeys: {} - productdocument: - pkey: null - time_col: null - fkeys: - document_node: document - product_id: product - productinventory: - pkey: null - time_col: modified_date - fkeys: - location_id: location - product_id: product - productlistpricehistory: - pkey: null - time_col: modified_date - fkeys: - product_id: product - productmodel: - pkey: product_model_id - time_col: modified_date - fkeys: {} - productmodelillustration: - pkey: null - time_col: null - fkeys: - illustration_id: illustration - product_model_id: productmodel - productmodelproductdescriptionculture: - pkey: __PK__ - time_col: null - fkeys: - product_description_id: productdescription - product_model_id: productmodel - culture_id: culture - productphoto: - pkey: product_photo_id - time_col: modified_date - fkeys: {} - productproductphoto: - pkey: __PK__ - time_col: modified_date - fkeys: - product_id: product - product_photo_id: productphoto - productreview: - pkey: product_review_id - time_col: modified_date - fkeys: - product_id: product - productsubcategory: - pkey: product_subcategory_id - time_col: null - fkeys: - product_category_id: productcategory - productvendor: - pkey: null - time_col: last_receipt_date - fkeys: - product_id: product - unit_measure_code: unitmeasure - business_entity_id: vendor - purchaseorderdetail: - pkey: purchase_order_detail_id - time_col: due_date - fkeys: - product_id: product - purchase_order_id: purchaseorderheader - purchaseorderheader: - pkey: purchase_order_id - time_col: order_date - fkeys: - employee_id: employee - ship_method_id: shipmethod - vendor_id: vendor - salesorderdetail: - pkey: sales_order_detail_id - time_col: modified_date - fkeys: - sales_order_id: salesorderheader - salesorderheader: - pkey: sales_order_id - time_col: modified_date - fkeys: - credit_card_id: creditcard - currency_rate_id: currencyrate - territory_id: salesterritory - ship_method_id: shipmethod - bill_to_address_id: address - ship_to_address_id: address - customer_id: customer - sales_person_id: salesperson - salesorderheadersalesreason: - pkey: null - time_col: modified_date - fkeys: - sales_reason_id: salesreason - sales_order_id: salesorderheader - salesperson: - pkey: __PK__ - time_col: modified_date - fkeys: - business_entity_id: employee - territory_id: salesterritory - salespersonquotahistory: - pkey: null - time_col: modified_date - fkeys: - business_entity_id: salesperson - salesreason: - pkey: sales_reason_id - time_col: null - fkeys: {} - salestaxrate: - pkey: sales_tax_rate_id - time_col: null - fkeys: - state_province_id: stateprovince - salesterritory: - pkey: territory_id - time_col: null - fkeys: - country_region_code: countryregion - salesterritoryhistory: - pkey: null - time_col: modified_date - fkeys: - territory_id: salesterritory - business_entity_id: salesperson - scrapreason: - pkey: scrap_reason_id - time_col: null - fkeys: {} - shift: - pkey: shift_id - time_col: null - fkeys: {} - shipmethod: - pkey: ship_method_id - time_col: null - fkeys: {} - shoppingcartitem: - pkey: shopping_cart_item_id - time_col: null - fkeys: - product_id: product - specialoffer: - pkey: special_offer_id - time_col: end_date - fkeys: {} - specialofferproduct: - pkey: null - time_col: modified_date - fkeys: - special_offer_id: specialoffer - product_id: product - stateprovince: - pkey: state_province_id - time_col: null - fkeys: - country_region_code: countryregion - territory_id: salesterritory - store: - pkey: __PK__ - time_col: null - fkeys: - business_entity_id: businessentity - sales_person_id: salesperson - transactionhistory: - pkey: transaction_id - time_col: modified_date - fkeys: - product_id: product - transactionhistoryarchive: - pkey: transaction_id - time_col: modified_date - fkeys: {} - unitmeasure: - pkey: unit_measure_code - time_col: null - fkeys: {} - vendor: - pkey: __PK__ - time_col: modified_date - fkeys: - business_entity_id: businessentity - workorder: - pkey: work_order_id - time_col: end_date - fkeys: - scrap_reason_id: scrapreason - product_id: product - workorderrouting: - pkey: null - time_col: scheduled_end_date - fkeys: - work_order_id: workorder - location_id: location diff --git a/thejoin-adventureworks2014/schema.svg b/thejoin-adventureworks2014/schema.svg deleted file mode 100644 index 0f6b5a7edc6ddf69aa0c0e6830ee798b2d537f7c..0000000000000000000000000000000000000000 --- a/thejoin-adventureworks2014/schema.svg +++ /dev/null @@ -1,2881 +0,0 @@ - - -schema - - -address:e->stateprovince:w - - - -billofmaterials:e->product:w - - - -billofmaterials:e->product:w - - - -billofmaterials:e->unitmeasure:w - - - -businessentityaddress:e->address:w - - - -businessentityaddress:e->addresstype:w - - - -businessentityaddress:e->businessentity:w - - - -businessentitycontact:e->businessentity:w - - - 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-product_category_id - -PK - -name - -str - -rowguid - -str - -modified_date - -datetime - - - -productcosthistory - -productcosthistory - -395 rows - -product_id - -FK - -modified_date - -TIME - -standard_cost - -float - -start_date - -datetime - -end_date - -datetime - - - -productdescription - -productdescription - -762 rows - -product_description_id - -PK - -description - -str - -rowguid - -str - -modified_date - -datetime - - - -productdocument - -productdocument - -32 rows - -product_id - -FK - -document_node - -FK - -modified_date - -datetime - - - -productinventory - -productinventory - -1K rows - -product_id - -FK - -location_id - -FK - -modified_date - -TIME - -bin - -int - -quantity - -int - -shelf - -str - -rowguid - -str - - - -productlistpricehistory - -productlistpricehistory - -395 rows - -product_id - -FK - -modified_date - -TIME - -list_price - -float - -start_date - -datetime - -end_date - -datetime - - - -productmodelillustration - -productmodelillustration - -7 rows - -product_model_id - -FK - -illustration_id - -FK - -modified_date - -datetime - - - -productmodelproductdescriptionculture - -productmodelproductdescriptionculture - -762 rows - -__PK__ - -PK - -product_model_id - -FK - -product_description_id - -FK - -culture_id - -FK - -modified_date - -datetime - - - -productphoto - -productphoto - -101 rows - -product_photo_id - -PK - -modified_date - -TIME - -thumb_nail_photo - -str - -thumbnail_photo_file_name - -str - -large_photo - -str - -large_photo_file_name - -str - - - -productproductphoto - -productproductphoto - -504 rows - -__PK__ - -PK - -product_id - -FK - -product_photo_id - -FK - -modified_date - -TIME - -primary - -int - - - -productreview - -productreview - -4 rows - -product_review_id - -PK - -product_id - -FK - -modified_date - -TIME - -rating - -int - -reviewer_name - -str - -email_address - -str - -comments - -str - -review_date - -datetime - - - -productvendor - -productvendor - -460 rows - -product_id - -FK - -business_entity_id - -FK - -unit_measure_code - -FK - -last_receipt_date - -TIME - -standard_price - -float - -last_receipt_cost - -float - -average_lead_time - -int - -min_order_qty - -int - -max_order_qty - -int - -on_order_qty - -int - -modified_date - -datetime - - - -vendor - -vendor - -104 rows - -__PK__ - -PK - -business_entity_id - -FK - -modified_date - -TIME - -credit_rating - -int - -preferred_vendor_status - -int - -active_flag - -int - -account_number - -str - -name - -str - -purchasing_web_service_url - -str - - - -purchaseorderdetail - -purchaseorderdetail - -9K rows - -purchase_order_detail_id - -PK - -purchase_order_id - -FK - -product_id - -FK - -due_date - -TIME - -unit_price - -float - -line_total - -float - -order_qty - -int - -received_qty - -int - -rejected_qty - -int - -stocked_qty - -int - -modified_date - -datetime - - - -purchaseorderheader - -purchaseorderheader - -4K rows - -purchase_order_id - -PK - -employee_id - -FK - -vendor_id - -FK - -ship_method_id - -FK - -order_date - -TIME - -sub_total - -float - -tax_amt - -float - -freight - -float - -total_due - -float - -revision_number - -int - -status - -int - -ship_date - -datetime - -modified_date - -datetime - - - -shipmethod - -shipmethod - -5 rows - -ship_method_id - -PK - -ship_base - -float - -ship_rate - -float - -name - -str - -rowguid - -str - -modified_date - -datetime - - - -salesorderdetail - -salesorderdetail - -121K rows - -sales_order_detail_id - -PK - -sales_order_id - -FK - -modified_date - -TIME - -unit_price - -float - -unit_price_discount - -float - -line_total - -float - -order_qty - -int - -product_id - -int - -special_offer_id - -int - -carrier_tracking_number - -str - -rowguid - -str - - - -salesorderheader - -salesorderheader - -31K rows - -sales_order_id - -PK - -customer_id - -FK - -sales_person_id - -FK - -territory_id - -FK - -bill_to_address_id - -FK - -ship_to_address_id - -FK - -ship_method_id - -FK - -credit_card_id - -FK - -currency_rate_id - -FK - -modified_date - -TIME - -sub_total - -float - -tax_amt - -float - -freight - -float - -total_due - -float - -revision_number - -int - -status - -int - -online_order_flag - -int - -sales_order_number - -str - -purchase_order_number - -str - -account_number - -str - -credit_card_approval_code - -str - -rowguid - -str - -order_date - -datetime - -due_date - -datetime - -ship_date - -datetime - -comment - -null - - - -salesperson - -salesperson - -17 rows - -__PK__ - -PK - -business_entity_id - -FK - -territory_id - -FK - -modified_date - -TIME - -commission_pct - -float - -sales_ytd - -float - -sales_last_year - -float - -sales_quota - -int - -bonus - -int - -rowguid - -str - - - -salesorderheadersalesreason - -salesorderheadersalesreason - -28K rows - -sales_order_id - -FK - -sales_reason_id - -FK - -modified_date - -TIME - - - -salesreason - -salesreason - -10 rows - -sales_reason_id - -PK - -name - -str - -reason_type - -str - -modified_date - -datetime - - - -salespersonquotahistory - -salespersonquotahistory - -163 rows - -business_entity_id - -FK - -modified_date - -TIME - -sales_quota - -int - -rowguid - -str - -quota_date - -datetime - - - -salestaxrate - -salestaxrate - -29 rows - -sales_tax_rate_id - -PK - -state_province_id - -FK - -tax_rate - -float - -tax_type - -int - -name - -str - -rowguid - -str - -modified_date - -datetime - - - -salesterritoryhistory - -salesterritoryhistory - -17 rows - -business_entity_id - -FK - -territory_id - -FK - -modified_date - -TIME - -rowguid - -str - -start_date - -datetime - -end_date - -datetime - - - -scrapreason - -scrapreason - -16 rows - -scrap_reason_id - -PK - -name - -str - -modified_date - -datetime - - - -shoppingcartitem - -shoppingcartitem - -3 rows - -shopping_cart_item_id - -PK - -product_id - -FK - -quantity - -int - -shopping_cart_id - -str - -date_created - -datetime - -modified_date - -datetime - - - -specialoffer - -specialoffer - -16 rows - -special_offer_id - -PK - -end_date - -TIME - -discount_pct - -float - -min_qty - -int - -max_qty - -int - -description - -str - -type - -str - -category - -str - -rowguid - -str - -start_date - -datetime - -modified_date - -datetime - - - -specialofferproduct - -specialofferproduct - -538 rows - -special_offer_id - -FK - -product_id - -FK - -modified_date - -TIME - -rowguid - -str - - - -transactionhistory - -transactionhistory - -113K rows - -transaction_id - -PK - -product_id - -FK - -modified_date - -TIME - -actual_cost - -float - -reference_order_id - -int - -reference_order_line_id - -int - -quantity - -int - -transaction_type - -str - -transaction_date - -datetime - - - -transactionhistoryarchive - -transactionhistoryarchive - -89K rows - -transaction_id - -PK - -modified_date - -TIME - -actual_cost - -float - -product_id - -int - -reference_order_id - -int - -reference_order_line_id - -int - -quantity - -int - -transaction_type - -str - -transaction_date - -datetime - - - -workorder - -workorder - -73K rows - -work_order_id - -PK - -product_id - -FK - -scrap_reason_id - -FK - -end_date - -TIME - -order_qty - -int - -stocked_qty - -int - -scrapped_qty - -int - -start_date - -datetime - -due_date - -datetime - -modified_date - -datetime - - - -workorderrouting - -workorderrouting - -67K rows - -work_order_id - -FK - -location_id - -FK - -scheduled_end_date - -TIME - -actual_resource_hrs - -float - -planned_cost - -float - -actual_cost - -float - -product_id - -int - -operation_sequence - -int - -scheduled_start_date - -datetime - -actual_start_date - -datetime - -actual_end_date - -datetime - -modified_date - -datetime - - - - \ No newline at end of file diff --git a/thejoin-airline/README.md b/thejoin-airline/README.md deleted file mode 100644 index 21672b6bda168cb0cd3f29d259b0bd02162b0325..0000000000000000000000000000000000000000 --- a/thejoin-airline/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: ctu-airline ---- - -# ctu-airline - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("ctu-airline") -task = relbench.load_task("ctu-airline", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-airline/manifest.yaml b/thejoin-airline/manifest.yaml deleted file mode 100644 index 63804e188f53daaf269c17b83aaa2c3442049d0a..0000000000000000000000000000000000000000 --- a/thejoin-airline/manifest.yaml +++ /dev/null @@ -1,114 +0,0 @@ -name: thejoin-airline -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - l_airline_id: - pkey: code - time_col: null - fkeys: {} - l_airport: - pkey: code - time_col: null - fkeys: {} - l_airport_id: - pkey: code - time_col: null - fkeys: {} - l_airport_seq_id: - pkey: code - time_col: null - fkeys: {} - l_cancellation: - pkey: code - time_col: null - fkeys: {} - l_city_market_id: - pkey: code - time_col: null - fkeys: {} - l_deparrblk: - pkey: code - time_col: null - fkeys: {} - l_distance_group_250: - pkey: code - time_col: null - fkeys: {} - l_diversions: - pkey: code - time_col: null - fkeys: {} - l_months: - pkey: code - time_col: null - fkeys: {} - l_ontime_delay_groups: - pkey: code - time_col: null - fkeys: {} - l_quarters: - pkey: code - time_col: null - fkeys: {} - l_state_abr_aviation: - pkey: code - time_col: null - fkeys: {} - l_state_fips: - pkey: code - time_col: null - fkeys: {} - l_unique_carriers: - pkey: code - time_col: null - fkeys: {} - l_weekdays: - pkey: code - time_col: null - fkeys: {} - l_world_area_codes: - pkey: code - time_col: null - fkeys: {} - l_yesno_resp: - pkey: code - time_col: null - fkeys: {} - on_time_on_time_performance_2016_1: - pkey: null - time_col: flight_date - fkeys: - arr_del15: l_yesno_resp - arrival_delay_groups: l_ontime_delay_groups - cancelled: l_yesno_resp - day_of_week: l_weekdays - dep_del15: l_yesno_resp - departure_delay_groups: l_ontime_delay_groups - dest_state_fips: l_state_fips - dest_wac: l_world_area_codes - distance_group: l_distance_group_250 - div_airport_landings: l_diversions - diverted: l_yesno_resp - month: l_months - origin_state_fips: l_state_fips - origin_wac: l_world_area_codes - quarter: l_quarters - airline_id: l_airline_id - cancellation_code: l_cancellation - dep_time_blk: l_deparrblk - dest_airport_id: l_airport_id - dest_airport_seq_id: l_airport_seq_id - dest_city_market_id: l_city_market_id - dest_state: l_state_abr_aviation - dest: l_airport - div1_airport_id: l_airport_id - div1_airport_seq_id: l_airport_seq_id - div2_airport_id: l_airport_id - div2_airport_seq_id: l_airport_seq_id - origin_airport_id: l_airport_id - origin_airport_seq_id: l_airport_seq_id - origin_city_market_id: l_city_market_id - origin_state: l_state_abr_aviation - origin: l_airport - unique_carrier: l_unique_carriers diff --git a/thejoin-airline/schema.svg b/thejoin-airline/schema.svg deleted file mode 100644 index 40cc5b7ce557a942c6b47f8b01ade2a127e03af7..0000000000000000000000000000000000000000 --- a/thejoin-airline/schema.svg +++ /dev/null @@ -1,765 +0,0 @@ - - -schema - - -on_time_on_time_performance_2016_1:e->l_airline_id:w - - - -on_time_on_time_performance_2016_1:e->l_airport:w - - - -on_time_on_time_performance_2016_1:e->l_airport:w - - - -on_time_on_time_performance_2016_1:e->l_airport_id:w - - - -on_time_on_time_performance_2016_1:e->l_airport_id:w - - - -on_time_on_time_performance_2016_1:e->l_airport_id:w - - - -on_time_on_time_performance_2016_1:e->l_airport_id:w - - - -on_time_on_time_performance_2016_1:e->l_airport_seq_id:w - - - -on_time_on_time_performance_2016_1:e->l_airport_seq_id:w - - - -on_time_on_time_performance_2016_1:e->l_airport_seq_id:w - - - -on_time_on_time_performance_2016_1:e->l_airport_seq_id:w - - - -on_time_on_time_performance_2016_1:e->l_cancellation:w - - - -on_time_on_time_performance_2016_1:e->l_city_market_id:w - - - -on_time_on_time_performance_2016_1:e->l_city_market_id:w - - - -on_time_on_time_performance_2016_1:e->l_deparrblk:w - - - -on_time_on_time_performance_2016_1:e->l_distance_group_250:w - - - -on_time_on_time_performance_2016_1:e->l_diversions:w - - - -on_time_on_time_performance_2016_1:e->l_months:w - - - -on_time_on_time_performance_2016_1:e->l_ontime_delay_groups:w - - - -on_time_on_time_performance_2016_1:e->l_ontime_delay_groups:w - - - -on_time_on_time_performance_2016_1:e->l_quarters:w - - - -on_time_on_time_performance_2016_1:e->l_state_abr_aviation:w - - - -on_time_on_time_performance_2016_1:e->l_state_abr_aviation:w - - - -on_time_on_time_performance_2016_1:e->l_state_fips:w - - - -on_time_on_time_performance_2016_1:e->l_state_fips:w - - - -on_time_on_time_performance_2016_1:e->l_unique_carriers:w - - - -on_time_on_time_performance_2016_1:e->l_weekdays:w - - - -on_time_on_time_performance_2016_1:e->l_world_area_codes:w - - - -on_time_on_time_performance_2016_1:e->l_world_area_codes:w - - - -on_time_on_time_performance_2016_1:e->l_yesno_resp:w - - - -on_time_on_time_performance_2016_1:e->l_yesno_resp:w - - - -on_time_on_time_performance_2016_1:e->l_yesno_resp:w - - - -on_time_on_time_performance_2016_1:e->l_yesno_resp:w - - -l_airline_id - -l_airline_id - -2K rows - -code - -PK - -description - -str - - - -l_airport - -l_airport - -6K rows - -code - -PK - -description - -str - - - -l_airport_id - -l_airport_id - -6K rows - -code - -PK - -description - -str - - - -l_airport_seq_id - -l_airport_seq_id - -13K rows - -code - -PK - -description - -str - - - -l_cancellation - -l_cancellation - -4 rows - -code - -PK - -description - -str - - - -l_city_market_id - -l_city_market_id - -6K rows - -code - -PK - -description - -str - - - -l_deparrblk - -l_deparrblk - -19 rows - -code - -PK - -description - -str - - - -l_distance_group_250 - -l_distance_group_250 - -11 rows - -code - -PK - -description - -str - - - -l_diversions - -l_diversions - -7 rows - -code - -PK - -description - -str - - - -l_months - -l_months - -12 rows - -code - -PK - -description - -str - - - -l_ontime_delay_groups - -l_ontime_delay_groups - -15 rows - -code - -PK - -description - -str - - - -l_quarters - -l_quarters - -4 rows - -code - -PK - -description - -str - - - -l_state_abr_aviation - -l_state_abr_aviation - -67 rows - -code - -PK - -description - -str - - - -l_state_fips - -l_state_fips - -74 rows - -code - -PK - -description - -str - - - -l_unique_carriers - -l_unique_carriers - -2K rows - -code - -PK - -description - -str - - - -l_weekdays - -l_weekdays - -8 rows - -code - -PK - -description - -str - - - -l_world_area_codes - -l_world_area_codes - -333 rows - -code - -PK - -description - -str - - - -l_yesno_resp - -l_yesno_resp - -2 rows - -code - -PK - -description - -bool - - - -on_time_on_time_performance_2016_1 - -on_time_on_time_performance_2016_1 - -446K rows - -quarter - -FK - -month - -FK - -day_of_week - -FK - -unique_carrier - -FK - -airline_id - -FK - -origin_airport_id - -FK - -origin_airport_seq_id - -FK - -origin_city_market_id - -FK - -origin - -FK - -origin_state - -FK - -origin_state_fips - -FK - -origin_wac - -FK - -dest_airport_id - -FK - -dest_airport_seq_id - -FK - -dest_city_market_id - -FK - -dest - -FK - -dest_state - -FK - -dest_state_fips - -FK - -dest_wac - -FK - -dep_del15 - -FK - -departure_delay_groups - -FK - -dep_time_blk - -FK - -arr_del15 - -FK - -arrival_delay_groups - -FK - -cancelled - -FK - -cancellation_code - -FK - -diverted - -FK - -distance_group - -FK - -div_airport_landings - -FK - -div1_airport_id - -FK - -div1_airport_seq_id - -FK - -div2_airport_id - -FK - -div2_airport_seq_id - -FK - -flight_date - -TIME - -year - -int - -dayof_month - -int - -flight_num - -int - -crs_dep_time - -int - -dep_time - -int - -dep_delay - -int - -dep_delay_minutes - -int - -taxi_out - -int - -wheels_off - -int - -wheels_on - -int - -taxi_in - -int - -crs_arr_time - -int - -arr_time - -int - -arr_delay - -int - -arr_delay_minutes - -int - -crs_elapsed_time - -int - -actual_elapsed_time - -int - -air_time - -int - -flights - -int - -distance - -int - -carrier_delay - -int - -weather_delay - -int - -nas_delay - -int - -security_delay - -int - -late_aircraft_delay - -int - -first_dep_time - -int - -total_add_g_time - -int - -longest_add_g_time - -int - -div_reached_dest - -int - -div_actual_elapsed_time - -int - -div_arr_delay - -int - -div_distance - -int - -div1_wheels_on - -int - -div1_total_g_time - -int - -div1_longest_g_time - -int - -div1_wheels_off - -int - -div2_wheels_on - -int - -div2_total_g_time - -int - -div2_longest_g_time - -int - -carrier - -str - -tail_num - -str - -origin_city_name - -str - -origin_state_name - -str - -dest_city_name - -str - -dest_state_name - -str - -arr_time_blk - -str - -div1_airport - -str - -div1_tail_num - -str - -div2_airport - -str - - - - \ No newline at end of file diff --git a/thejoin-amazon-appliances/README.md b/thejoin-amazon-appliances/README.md deleted file mode 100644 index bcb80911a04a7df5fa294d591f186287900c3b03..0000000000000000000000000000000000000000 --- a/thejoin-amazon-appliances/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-appliances ---- - -# recommendations-amazon-appliances - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-appliances") -task = relbench.load_task("recommendations-amazon-appliances", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-appliances/manifest.yaml b/thejoin-amazon-appliances/manifest.yaml deleted file mode 100644 index 1dd488d0477dc876753da8fabf207f95ed3d7ad4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-appliances/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-appliances -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-appliances/schema.svg b/thejoin-amazon-appliances/schema.svg deleted file mode 100644 index c8a131d825b17573607a625166e47cea3a1048a2..0000000000000000000000000000000000000000 --- a/thejoin-amazon-appliances/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -48 rows - -product_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -47 rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -2K rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-arts-crafts/README.md b/thejoin-amazon-arts-crafts/README.md deleted file mode 100644 index 345a0b6bec064042b57760433163ab00cddb4686..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/README.md +++ /dev/null @@ -1,70 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-arts-crafts ---- - -# recommendations-amazon-arts-crafts - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-product-avg-rating` | external | regression | Predict the mean star rating an arts and crafts product will receive in the next window. | -| `predict-product-churn-4w` | external | binary_classification | Whether product receives no reviews over the next 4-window horizon. | -| `predict-product-churn-6w` | external | binary_classification | Whether product gets zero reviews over the next 6-window horizon. | -| `predict-product-distinct-reviewers` | external | regression | Number of distinct reviewers who review the product in the next window. | -| `predict-product-high-rating` | external | binary_classification | Predict whether a product's mean rating will exceed 4.5 in the next window. | -| `predict-product-rating-change` | external | regression | Predict the change in mean rating for an arts and crafts product between the prior and next window. | -| `predict-product-rating-volatility` | external | regression | Predict the standard deviation of ratings an arts and crafts product will receive in the next window. | -| `predict-product-return-4w` | external | binary_classification | Whether dormant product receives new reviews in the next 4-window horizon. | -| `predict-product-return-5w` | external | binary_classification | Whether dormant product reactivates with reviews over the next 5-window horizon. | -| `predict-product-return-6w` | external | binary_classification | Whether dormant product comes back with reviews over the next 6-window horizon. | -| `predict-product-review-count` | external | regression | Predict how many reviews an arts and crafts product will receive in the next window. | -| `predict-product-review-streak` | external | regression | Longest consecutive-sub-period stretch in which the product received at least one review in the next window. | -| `predict-product-review-volume-trend-reversal` | external | binary_classification | Whether the direction of change in the product's total review length flips between current and next windows. | -| `predict-product-time-until-next-5w` | external | regression | Days until product's next review within a 5-window lookforward. | -| `predict-product-time-until-next-review` | external | regression | Days until the product receives its next review after the window start. | -| `predict-product-top-reviewed` | external | binary_classification | Predict whether a product will be in the top 25% of products by review count in the next window. | -| `predict-reviewer-active` | external | binary_classification | Predict whether a reviewer will post at least one review in the next window. | -| `predict-reviewer-avg-rating` | external | regression | Predict the mean star rating a reviewer will give across their reviews in the next window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will stop posting any reviews in the next window. | -| `predict-reviewer-churn-4w` | external | binary_classification | Whether reviewer posts no reviews over the next 4-window horizon. | -| `predict-reviewer-churn-5w` | external | binary_classification | Whether reviewer stays dormant over the next 5-window horizon. | -| `predict-reviewer-churn-6w` | external | binary_classification | Whether reviewer writes zero reviews over the next 6-window horizon. | -| `predict-reviewer-distinct-products` | external | regression | Predict how many distinct products a reviewer will review in the next window. | -| `predict-reviewer-distinct-products-reviewed` | external | regression | Number of distinct products the reviewer reviews in the next window. | -| `predict-reviewer-long-review` | external | binary_classification | Predict whether a reviewer's mean review length will exceed 200 characters in the next window. | -| `predict-reviewer-new-product-adoption` | external | binary_classification | Whether the reviewer reviews a product they have never reviewed before in the next window. | -| `predict-reviewer-rating-trend` | external | binary_classification | Predict whether a reviewer's mean rating will increase in the next window relative to the prior window. | -| `predict-reviewer-rating-trend-reversal` | external | binary_classification | Whether the direction of change in the reviewer's mean rating flips between the current and the next window. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a previously active reviewer will return to post reviews in the next window. | -| `predict-reviewer-return-4w` | external | binary_classification | Whether dormant reviewer reactivates within the next 4-window horizon. | -| `predict-reviewer-return-5w` | external | binary_classification | Whether dormant reviewer posts again within the next 5-window horizon. | -| `predict-reviewer-return-6w` | external | binary_classification | Whether dormant reviewer returns over the next 6-window horizon. | -| `predict-reviewer-review-length-volatility` | external | regression | Standard deviation of the reviewer's review lengths in the next window. | -| `predict-reviewer-review-streak` | external | regression | Longest consecutive-sub-period active streak for the reviewer across the next window (7 buckets). | -| `predict-reviewer-time-until-next-4w` | external | regression | Days until reviewer's next review within a 4-window lookforward. | -| `predict-reviewer-time-until-next-5w` | external | regression | Days until reviewer's next review within a 5-window lookforward. | -| `predict-reviewer-time-until-next-6w` | external | regression | Days until reviewer's next review within a 6-window lookforward. | -| `predict-reviewer-time-until-next-review` | external | regression | Days until the reviewer posts their next review after the window start. | -| `predict-reviewer-will-repeat-last-product` | external | binary_classification | Whether the reviewer's next review is of the same product as their most recent past review. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-arts-crafts") -task = relbench.load_task("recommendations-amazon-arts-crafts", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-arts-crafts/manifest.yaml b/thejoin-amazon-arts-crafts/manifest.yaml deleted file mode 100644 index cd937579d389abc852d6beb00d2a9f70581cc7fc..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-arts-crafts -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-arts-crafts/schema.svg b/thejoin-amazon-arts-crafts/schema.svg deleted file mode 100644 index 20573fcc3e0b47a962e6641aaf99c6544155d429..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -23K rows - -product_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -56K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -494K rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-avg-rating/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-product-avg-rating/manifest.yaml deleted file mode 100644 index 868ce561c451427334afd6205ae19be325e27317..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-product-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-avg-rating -kind: external -task_type: regression -description: Predict the mean star rating an arts and crafts product will receive in the next window. -entity_table: products -entity_col: product_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-churn-4w/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-product-churn-4w/manifest.yaml deleted file mode 100644 index 7609848bc5ddcd5de5099db7a8b0eccd7801581f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-product-churn-4w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-churn-4w -kind: external -task_type: binary_classification -description: Whether product receives no reviews over the next 4-window horizon. -entity_table: products -entity_col: product_id -target_col: prod_churned_4w -time_col: timestamp -timedelta: 182 days 04:48:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-churn-6w/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-product-churn-6w/manifest.yaml deleted file mode 100644 index a5d6eaefd063343158d907a6eae63bf694f6d95e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-product-churn-6w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-churn-6w -kind: external -task_type: binary_classification -description: Whether product gets zero reviews over the next 6-window horizon. -entity_table: products -entity_col: product_id -target_col: prod_churned_6w -time_col: timestamp -timedelta: 273 days 07:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-distinct-reviewers/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-product-distinct-reviewers/manifest.yaml deleted file mode 100644 index 71d91ee3ec0eebf0e8a977dc5ecb37e629eafaa9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-product-distinct-reviewers/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-distinct-reviewers -kind: external -task_type: regression -description: Number of distinct reviewers who review the product in the next window. -entity_table: products -entity_col: product_id -target_col: distinct_reviewers -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-high-rating/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-product-high-rating/manifest.yaml deleted file mode 100644 index 39545cdeed7d61454f00d252cf69d441fd935e05..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-product-high-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-high-rating -kind: external -task_type: binary_classification -description: Predict whether a product's mean rating will exceed 4.5 in the next window. -entity_table: products -entity_col: product_id -target_col: high_rating_flag -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-rating-change/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-product-rating-change/manifest.yaml deleted file mode 100644 index 32a4161d54537a582707e74993c455de2a6a10a9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-product-rating-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-change -kind: external -task_type: regression -description: Predict the change in mean rating for an arts and crafts product between the prior and next window. -entity_table: products -entity_col: product_id -target_col: rating_change -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-rating-volatility/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-product-rating-volatility/manifest.yaml deleted file mode 100644 index 9c4443e34cd5e13552bc04386546f73151eb19ad..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-product-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings an arts and crafts product will receive in the next window. -entity_table: products -entity_col: product_id -target_col: rating_volatility -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-return-4w/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-product-return-4w/manifest.yaml deleted file mode 100644 index 17420473fd9350e00fde59ae944465a462449aa8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-product-return-4w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-return-4w -kind: external -task_type: binary_classification -description: Whether dormant product receives new reviews in the next 4-window horizon. -entity_table: products -entity_col: product_id -target_col: prod_returned_4w -time_col: timestamp -timedelta: 182 days 04:48:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-return-5w/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-product-return-5w/manifest.yaml deleted file mode 100644 index 400db4664458974e87c801c7c1ff9c5460cc5e34..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-product-return-5w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-return-5w -kind: external -task_type: binary_classification -description: Whether dormant product reactivates with reviews over the next 5-window horizon. -entity_table: products -entity_col: product_id -target_col: prod_returned_5w -time_col: timestamp -timedelta: 227 days 18:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-return-6w/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-product-return-6w/manifest.yaml deleted file mode 100644 index 95e1fa72820c3c4230fdb120ebbd0d854621e29b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-product-return-6w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-return-6w -kind: external -task_type: binary_classification -description: Whether dormant product comes back with reviews over the next 6-window horizon. -entity_table: products -entity_col: product_id -target_col: prod_returned_6w -time_col: timestamp -timedelta: 273 days 07:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-review-count/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-product-review-count/manifest.yaml deleted file mode 100644 index 2f0637ddcec570e87b8f816a01b180aeba57c2d3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-product-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-count -kind: external -task_type: regression -description: Predict how many reviews an arts and crafts product will receive in the next window. -entity_table: products -entity_col: product_id -target_col: review_count_next -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-review-streak/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-product-review-streak/manifest.yaml deleted file mode 100644 index 6624b375a5a49bf9f947a992298ab3ef6b1b3690..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-product-review-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-streak -kind: external -task_type: regression -description: Longest consecutive-sub-period stretch in which the product received at least one review in the next window. -entity_table: products -entity_col: product_id -target_col: max_streak_buckets -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-review-volume-trend-reversal/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-product-review-volume-trend-reversal/manifest.yaml deleted file mode 100644 index a81a746c2a0afcc8b7e772131751691bf8cbb2e1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-product-review-volume-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-volume-trend-reversal -kind: external -task_type: binary_classification -description: Whether the direction of change in the product's total review length flips between current and next windows. -entity_table: products -entity_col: product_id -target_col: review_volume_flips -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-time-until-next-5w/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-product-time-until-next-5w/manifest.yaml deleted file mode 100644 index cb40fda89c2e15d15ace0755dce6fc79ee9d7d54..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-product-time-until-next-5w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-time-until-next-5w -kind: external -task_type: regression -description: Days until product's next review within a 5-window lookforward. -entity_table: products -entity_col: product_id -target_col: prod_days_to_next_5w -time_col: timestamp -timedelta: 227 days 18:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-time-until-next-review/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-product-time-until-next-review/manifest.yaml deleted file mode 100644 index 9d32b7b1df49970e85342b17c710e23049fe42c5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-product-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-time-until-next-review -kind: external -task_type: regression -description: Days until the product receives its next review after the window start. -entity_table: products -entity_col: product_id -target_col: days_to_next_review -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-product-top-reviewed/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-product-top-reviewed/manifest.yaml deleted file mode 100644 index dbaf049a6f4c53e7bfa4e6067986da0bb58a27d9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-product-top-reviewed/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-reviewed -kind: external -task_type: binary_classification -description: Predict whether a product will be in the top 25% of products by review count in the next window. -entity_table: products -entity_col: product_id -target_col: top_reviewed_flag -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-active/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-active/manifest.yaml deleted file mode 100644 index f9328ada08f0bd59b0432558081b3a5bf199f4bc..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-active/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post at least one review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_review -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-avg-rating/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-avg-rating/manifest.yaml deleted file mode 100644 index 5c8aedded5c0cbea27bf013f8aac74c6e2c38957..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-avg-rating -kind: external -task_type: regression -description: Predict the mean star rating a reviewer will give across their reviews in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-churn-4w/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-churn-4w/manifest.yaml deleted file mode 100644 index bbcf01846f1bc1d3b6fdff8e2d5bb88f286c4f19..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-churn-4w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-4w -kind: external -task_type: binary_classification -description: Whether reviewer posts no reviews over the next 4-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_4w -time_col: timestamp -timedelta: 182 days 04:48:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-churn-5w/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-churn-5w/manifest.yaml deleted file mode 100644 index 08387d2b688072eb854866980f5e02a936c9f256..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-churn-5w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-5w -kind: external -task_type: binary_classification -description: Whether reviewer stays dormant over the next 5-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_5w -time_col: timestamp -timedelta: 227 days 18:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-churn-6w/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-churn-6w/manifest.yaml deleted file mode 100644 index ffb8a2dff3a064cf6d85198cb2e3f7df847c5a0b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-churn-6w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-6w -kind: external -task_type: binary_classification -description: Whether reviewer writes zero reviews over the next 6-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_6w -time_col: timestamp -timedelta: 273 days 07:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index d5652e0ebcd4fc22e4ebb52e1d3194bc5a0c174e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will stop posting any reviews in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-distinct-products-reviewed/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-distinct-products-reviewed/manifest.yaml deleted file mode 100644 index d60a415183f94bcb36ada8de581539f82a295bfa..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-distinct-products-reviewed/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-distinct-products-reviewed -kind: external -task_type: regression -description: Number of distinct products the reviewer reviews in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: distinct_products -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-distinct-products/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-distinct-products/manifest.yaml deleted file mode 100644 index 7cfb8ea2b13c172722187a60b169d6c34bd62229..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-distinct-products/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-distinct-products -kind: external -task_type: regression -description: Predict how many distinct products a reviewer will review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: distinct_products_reviewed -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-long-review/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-long-review/manifest.yaml deleted file mode 100644 index f99d859066977ea21a2478236def993decd91fe6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-long-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-long-review -kind: external -task_type: binary_classification -description: Predict whether a reviewer's mean review length will exceed 200 characters in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: long_review_flag -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-new-product-adoption/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-new-product-adoption/manifest.yaml deleted file mode 100644 index 2004b82a3cbe5d7cbcb74c04ed3c8dd63c1e90cf..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-new-product-adoption/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-new-product-adoption -kind: external -task_type: binary_classification -description: Whether the reviewer reviews a product they have never reviewed before in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: adopts_new_product -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-rating-trend-reversal/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-rating-trend-reversal/manifest.yaml deleted file mode 100644 index c349e18cdbf127355ba3dada98f0be49051dcba0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-rating-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-trend-reversal -kind: external -task_type: binary_classification -description: Whether the direction of change in the reviewer's mean rating flips between the current and the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: rating_trend_flips -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-rating-trend/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-rating-trend/manifest.yaml deleted file mode 100644 index 7cb9baf9c59fd28f00c6deb9d16301da3a791f7b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a reviewer's mean rating will increase in the next window relative to the prior window. -entity_table: reviewers -entity_col: reviewer_id -target_col: rating_trend_up -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-return-4w/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-return-4w/manifest.yaml deleted file mode 100644 index 9cba63ec6d6f1db38745fc11768831aa39453435..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-return-4w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-4w -kind: external -task_type: binary_classification -description: Whether dormant reviewer reactivates within the next 4-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_4w -time_col: timestamp -timedelta: 182 days 04:48:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-return-5w/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-return-5w/manifest.yaml deleted file mode 100644 index 4e3901c4d1ae002ae093173342ebe24570d3e271..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-return-5w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-5w -kind: external -task_type: binary_classification -description: Whether dormant reviewer posts again within the next 5-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_5w -time_col: timestamp -timedelta: 227 days 18:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-return-6w/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-return-6w/manifest.yaml deleted file mode 100644 index 37384094f228137ea4a4d0171010f741bfccb5be..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-return-6w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-6w -kind: external -task_type: binary_classification -description: Whether dormant reviewer returns over the next 6-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_6w -time_col: timestamp -timedelta: 273 days 07:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index 0cb378c4bf37357404b3e194087fd8cbfbf4ae23..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a previously active reviewer will return to post reviews in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_return -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-review-length-volatility/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-review-length-volatility/manifest.yaml deleted file mode 100644 index 139ef81ffb2e0c2d33c9b66637b15051646bd44e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-review-length-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-length-volatility -kind: external -task_type: regression -description: Standard deviation of the reviewer's review lengths in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: review_len_stddev -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-review-streak/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-review-streak/manifest.yaml deleted file mode 100644 index 4743add22aa7ceaaa56948bced3770df0c205e72..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-review-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-streak -kind: external -task_type: regression -description: Longest consecutive-sub-period active streak for the reviewer across the next window (7 buckets). -entity_table: reviewers -entity_col: reviewer_id -target_col: max_streak_buckets -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-time-until-next-4w/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-time-until-next-4w/manifest.yaml deleted file mode 100644 index 6ba1a10a5eef1df669123706aef4fdb2481431cf..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-time-until-next-4w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-4w -kind: external -task_type: regression -description: Days until reviewer's next review within a 4-window lookforward. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_4w -time_col: timestamp -timedelta: 182 days 04:48:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-time-until-next-5w/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-time-until-next-5w/manifest.yaml deleted file mode 100644 index 24f104adbd187a721cb5f3de358fcf30541d94a5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-time-until-next-5w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-5w -kind: external -task_type: regression -description: Days until reviewer's next review within a 5-window lookforward. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_5w -time_col: timestamp -timedelta: 227 days 18:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-time-until-next-6w/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-time-until-next-6w/manifest.yaml deleted file mode 100644 index 5f076ca8e3184bfcbbf8c0b0f83dce9a487424f8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-time-until-next-6w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-6w -kind: external -task_type: regression -description: Days until reviewer's next review within a 6-window lookforward. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_6w -time_col: timestamp -timedelta: 273 days 07:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-time-until-next-review/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-time-until-next-review/manifest.yaml deleted file mode 100644 index b3882c490d347310deaa93456613f3b4e00930b1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-review -kind: external -task_type: regression -description: Days until the reviewer posts their next review after the window start. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_review -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-will-repeat-last-product/manifest.yaml b/thejoin-amazon-arts-crafts/tasks/predict-reviewer-will-repeat-last-product/manifest.yaml deleted file mode 100644 index 75877d3452c6f8eba39b13672f4c385665bda35d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-arts-crafts/tasks/predict-reviewer-will-repeat-last-product/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-will-repeat-last-product -kind: external -task_type: binary_classification -description: Whether the reviewer's next review is of the same product as their most recent past review. -entity_table: reviewers -entity_col: reviewer_id -target_col: repeats_last_product -time_col: timestamp -timedelta: 45 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/README.md b/thejoin-amazon-automotive/README.md deleted file mode 100644 index b02cc4b8629a203fa189bfbcc6abfdea4b11f815..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/README.md +++ /dev/null @@ -1,73 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-automotive ---- - -# recommendations-amazon-automotive - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-new-product-any-activity-cold-start` | external | binary_classification | Predict whether a never-before-seen product receives any review in its initial cold-start window. | -| `predict-new-product-repeat-cold-start` | external | binary_classification | Predict if a newly reviewed product attracts further reviews in its first few windows. | -| `predict-new-product-short-horizon-cold-start` | external | binary_classification | Predict immediate repeat reviews for a brand-new product within one cold-start window. | -| `predict-new-product-verified-cold-start` | external | binary_classification | Predict whether a newly listed product draws further verified-purchase reviews during its cold-start horizon. | -| `predict-new-reviewer-any-activity-cold-start` | external | binary_classification | Predict whether a never-before-seen reviewer produces any review in their initial cold-start window. | -| `predict-new-reviewer-repeat-cold-start` | external | binary_classification | Predict if a first-time reviewer posts any further review in their first few windows. | -| `predict-new-reviewer-repeat-long-cold-start` | external | binary_classification | Predict if a first-time reviewer is still active across a longer cold-start horizon. | -| `predict-new-reviewer-short-horizon-cold-start` | external | binary_classification | Predict immediate reactivation of a brand-new reviewer within one cold-start window. | -| `predict-new-reviewer-verified-cold-start` | external | binary_classification | Predict whether a first-time reviewer returns with further verified-purchase activity in their cold-start window. | -| `predict-product-avg-rating` | external | regression | Predict the mean star rating an automotive product will receive in the next window. | -| `predict-product-burst-reviews-rare` | external | binary_classification | Predict if product experiences a rare review burst (5+ reviews) next window. | -| `predict-product-high-rating` | external | binary_classification | Predict whether a product's mean rating will exceed 4.0 in the next window. | -| `predict-product-multi-one-star-rare` | external | binary_classification | Predict if product accumulates 2+ rare 1-star reviews next window (severe-complaint cluster). | -| `predict-product-one-star-rare` | external | binary_classification | Predict if product receives at least one 1-star review next window (rare-complaint signal). | -| `predict-product-premium-review-rare` | external | binary_classification | Predict if a premium-priced product receives any review next window (rare among full catalog). | -| `predict-product-rating-change` | external | regression | Predict the change in mean rating for an automotive product between the prior and next window. | -| `predict-product-rating-delta` | external | regression | Absolute change in the product's mean rating between current and next window. | -| `predict-product-rating-trend` | external | binary_classification | Predict whether an automotive product's mean rating will improve in the next window compared to the prior window. | -| `predict-product-rating-trend-reversal` | external | binary_classification | Whether the direction of change in the product's mean rating flips between current and next window. | -| `predict-product-rating-volatility` | external | regression | Predict the standard deviation of ratings an automotive product will receive in the next window. | -| `predict-product-review-count` | external | regression | Predict how many reviews an automotive product will receive in the next window. | -| `predict-product-review-len-concentration` | external | regression | Predict the share of total review word count attributed to the single longest review for a product in the next window. | -| `predict-product-review-streak` | external | regression | Longest run of consecutive sub-periods in which the product receives at least one review during the next window. | -| `predict-product-time-until-next-review` | external | regression | Days until the product receives its next review. | -| `predict-product-top-rated` | external | binary_classification | Predict whether a product will rank in the top 25% by mean rating among reviewed products in the next window. | -| `predict-product-voted-review-rare` | external | binary_classification | Predict if product earns a helpful-voted review next window (rare virality signal). | -| `predict-reviewer-active` | external | binary_classification | Predict whether a reviewer will post at least one automotive review in the next window. | -| `predict-reviewer-avg-rating` | external | regression | Predict the mean star rating a reviewer will assign across their automotive reviews in the next window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will stop posting reviews in the next window. | -| `predict-reviewer-distinct-products` | external | regression | Predict how many distinct automotive products a reviewer will review in the next window. | -| `predict-reviewer-distinct-products-next` | external | regression | Number of distinct products the reviewer reviews next window. | -| `predict-reviewer-long-review-rare` | external | binary_classification | Predict if reviewer writes a long-form (1000+ char) review next window (rare deep-engagement). | -| `predict-reviewer-new-product-adoption` | external | binary_classification | Whether the reviewer reviews a product they have never reviewed before during the next window. | -| `predict-reviewer-one-star-rare` | external | binary_classification | Predict if reviewer writes at least one 1-star review next window (rare negative event). | -| `predict-reviewer-return` | external | binary_classification | Predict whether a previously active reviewer will return to post automotive reviews in the next window. | -| `predict-reviewer-review-length-volatility` | external | regression | Standard deviation of the reviewer's review lengths next window. | -| `predict-reviewer-review-streak` | external | regression | Longest run of consecutive sub-periods (7 buckets) in which the reviewer posts at least one review during the next window. | -| `predict-reviewer-time-until-next-review` | external | regression | Days until the reviewer's next review after the window start. | -| `predict-reviewer-verbose` | external | binary_classification | Predict whether a reviewer's mean review length will exceed 200 characters in the next window. | -| `predict-reviewer-verified-multi-rare` | external | binary_classification | Predict if reviewer posts 2+ verified-purchase reviews next window (rare power-purchaser). | -| `predict-reviewer-verified-purchase-rare` | external | binary_classification | Predict if reviewer posts at least one verified-purchase review next window. | -| `predict-reviewer-voted-review-rare` | external | binary_classification | Predict if reviewer's next-window review receives helpful votes (rare engagement event). | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-automotive") -task = relbench.load_task("recommendations-amazon-automotive", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-automotive/manifest.yaml b/thejoin-amazon-automotive/manifest.yaml deleted file mode 100644 index 48f5db6754a1b73ab4a16901cf34dd032a656177..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-automotive -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-automotive/schema.svg b/thejoin-amazon-automotive/schema.svg deleted file mode 100644 index 181c6c91d7ad14b4ffc6c4c0c59f0acd5abed9da..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -18K rows - -product_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -152K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -500K rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-automotive/tasks/predict-new-product-any-activity-cold-start/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-new-product-any-activity-cold-start/manifest.yaml deleted file mode 100644 index e9fdddd94849884af6dc82dd422bdd15e8c68e5b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-new-product-any-activity-cold-start/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-any-activity-cold-start -kind: external -task_type: binary_classification -description: Predict whether a never-before-seen product receives any review in its initial cold-start window. -entity_table: products -entity_col: product_id -target_col: new_item_active -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-new-product-repeat-cold-start/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-new-product-repeat-cold-start/manifest.yaml deleted file mode 100644 index 535973e97d37b0ddfebad6f984e34ed8bc49e196..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-new-product-repeat-cold-start/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-repeat-cold-start -kind: external -task_type: binary_classification -description: Predict if a newly reviewed product attracts further reviews in its first few windows. -entity_table: products -entity_col: product_id -target_col: repeat_reviewed -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-new-product-short-horizon-cold-start/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-new-product-short-horizon-cold-start/manifest.yaml deleted file mode 100644 index 5af2fdd10be58be7ab150f47b7822c94cb8218d0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-new-product-short-horizon-cold-start/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-short-horizon-cold-start -kind: external -task_type: binary_classification -description: Predict immediate repeat reviews for a brand-new product within one cold-start window. -entity_table: products -entity_col: product_id -target_col: short_horizon_reviewed -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-new-product-verified-cold-start/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-new-product-verified-cold-start/manifest.yaml deleted file mode 100644 index 410ae246d50465514dedec820dc5bed24d1638dc..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-new-product-verified-cold-start/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-verified-cold-start -kind: external -task_type: binary_classification -description: Predict whether a newly listed product draws further verified-purchase reviews during its cold-start horizon. -entity_table: products -entity_col: product_id -target_col: verified_cold_start -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-new-reviewer-any-activity-cold-start/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-new-reviewer-any-activity-cold-start/manifest.yaml deleted file mode 100644 index d2ef2907085fef77da8f50539178787df73500a8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-new-reviewer-any-activity-cold-start/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-any-activity-cold-start -kind: external -task_type: binary_classification -description: Predict whether a never-before-seen reviewer produces any review in their initial cold-start window. -entity_table: reviewers -entity_col: reviewer_id -target_col: new_user_active -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-new-reviewer-repeat-cold-start/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-new-reviewer-repeat-cold-start/manifest.yaml deleted file mode 100644 index 6ae7054323deed403e076f96d564ce84f5b59cab..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-new-reviewer-repeat-cold-start/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-repeat-cold-start -kind: external -task_type: binary_classification -description: Predict if a first-time reviewer posts any further review in their first few windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: repeat_active -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-new-reviewer-repeat-long-cold-start/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-new-reviewer-repeat-long-cold-start/manifest.yaml deleted file mode 100644 index cb06e572ad4961ea2d1c0f7b5038d74ee50d00cd..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-new-reviewer-repeat-long-cold-start/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-repeat-long-cold-start -kind: external -task_type: binary_classification -description: Predict if a first-time reviewer is still active across a longer cold-start horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: repeat_active_long -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-new-reviewer-short-horizon-cold-start/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-new-reviewer-short-horizon-cold-start/manifest.yaml deleted file mode 100644 index 6340ad77ca54f6960b795ba3d5e43912d191806a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-new-reviewer-short-horizon-cold-start/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-short-horizon-cold-start -kind: external -task_type: binary_classification -description: Predict immediate reactivation of a brand-new reviewer within one cold-start window. -entity_table: reviewers -entity_col: reviewer_id -target_col: short_horizon_active -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-new-reviewer-verified-cold-start/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-new-reviewer-verified-cold-start/manifest.yaml deleted file mode 100644 index 011edfc2a6e721387d3d3ab0499d91fbc82df72b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-new-reviewer-verified-cold-start/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-verified-cold-start -kind: external -task_type: binary_classification -description: Predict whether a first-time reviewer returns with further verified-purchase activity in their cold-start window. -entity_table: reviewers -entity_col: reviewer_id -target_col: verified_cold_start -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-avg-rating/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-product-avg-rating/manifest.yaml deleted file mode 100644 index b325a070ea39af5b32242e42bf14fbaf74e57dac..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-product-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-avg-rating -kind: external -task_type: regression -description: Predict the mean star rating an automotive product will receive in the next window. -entity_table: products -entity_col: product_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-burst-reviews-rare/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-product-burst-reviews-rare/manifest.yaml deleted file mode 100644 index 1f2f85fe194c2bf01e2fdcefdeb5d01892ac6320..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-product-burst-reviews-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-burst-reviews-rare -kind: external -task_type: binary_classification -description: Predict if product experiences a rare review burst (5+ reviews) next window. -entity_table: products -entity_col: product_id -target_col: has_burst -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-high-rating/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-product-high-rating/manifest.yaml deleted file mode 100644 index becc699eb4fe059d4eaaad375718db80e1289dd3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-product-high-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-high-rating -kind: external -task_type: binary_classification -description: Predict whether a product's mean rating will exceed 4.0 in the next window. -entity_table: products -entity_col: product_id -target_col: high_rating_flag -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-multi-one-star-rare/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-product-multi-one-star-rare/manifest.yaml deleted file mode 100644 index 8d558aa62594afd97b09135124b203890b42dfb7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-product-multi-one-star-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-multi-one-star-rare -kind: external -task_type: binary_classification -description: Predict if product accumulates 2+ rare 1-star reviews next window (severe-complaint cluster). -entity_table: products -entity_col: product_id -target_col: multi_one_star -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-one-star-rare/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-product-one-star-rare/manifest.yaml deleted file mode 100644 index b7df2824479571b556f7df8f618a018c5633062a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-product-one-star-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-one-star-rare -kind: external -task_type: binary_classification -description: Predict if product receives at least one 1-star review next window (rare-complaint signal). -entity_table: products -entity_col: product_id -target_col: has_one_star -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-premium-review-rare/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-product-premium-review-rare/manifest.yaml deleted file mode 100644 index 03b3d7e009fcbba68c35daf94184144770b99fbd..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-product-premium-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-premium-review-rare -kind: external -task_type: binary_classification -description: Predict if a premium-priced product receives any review next window (rare among full catalog). -entity_table: products -entity_col: product_id -target_col: has_premium_review -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-rating-change/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-product-rating-change/manifest.yaml deleted file mode 100644 index 2eba5bb3ad0495c76b8bd965e71778079f67805e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-product-rating-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-change -kind: external -task_type: regression -description: Predict the change in mean rating for an automotive product between the prior and next window. -entity_table: products -entity_col: product_id -target_col: rating_change -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-rating-delta/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-product-rating-delta/manifest.yaml deleted file mode 100644 index 0386ef9ba13ca79ba8a86e7677a10696fb61f1c3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-product-rating-delta/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-delta -kind: external -task_type: regression -description: Absolute change in the product's mean rating between current and next window. -entity_table: products -entity_col: product_id -target_col: rating_delta -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-rating-trend-reversal/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-product-rating-trend-reversal/manifest.yaml deleted file mode 100644 index 686e9e05021fc686c8d10bd585910eaabd65625d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-product-rating-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend-reversal -kind: external -task_type: binary_classification -description: Whether the direction of change in the product's mean rating flips between current and next window. -entity_table: products -entity_col: product_id -target_col: rating_trend_flips -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-rating-trend/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-product-rating-trend/manifest.yaml deleted file mode 100644 index 7e78b0d165c72c36c3b07f4457d766a430fb6583..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-product-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend -kind: external -task_type: binary_classification -description: Predict whether an automotive product's mean rating will improve in the next window compared to the prior window. -entity_table: products -entity_col: product_id -target_col: rating_trend_up -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-rating-volatility/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-product-rating-volatility/manifest.yaml deleted file mode 100644 index 5a76c64623bab9c8adabdd660b0ba5332258d836..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-product-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings an automotive product will receive in the next window. -entity_table: products -entity_col: product_id -target_col: rating_volatility -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-review-count/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-product-review-count/manifest.yaml deleted file mode 100644 index b2a87628580bd26eeea9b9658d0bc7f08eb4e584..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-product-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-count -kind: external -task_type: regression -description: Predict how many reviews an automotive product will receive in the next window. -entity_table: products -entity_col: product_id -target_col: review_count_next -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-review-len-concentration/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-product-review-len-concentration/manifest.yaml deleted file mode 100644 index c172ff81da0da927705284bfd4709da72bacb858..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-product-review-len-concentration/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-len-concentration -kind: external -task_type: regression -description: Predict the share of total review word count attributed to the single longest review for a product in the next window. -entity_table: products -entity_col: product_id -target_col: review_len_concentration -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-review-streak/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-product-review-streak/manifest.yaml deleted file mode 100644 index 215d0e3a13e0970731b304427671dd45e1e780fc..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-product-review-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-streak -kind: external -task_type: regression -description: Longest run of consecutive sub-periods in which the product receives at least one review during the next window. -entity_table: products -entity_col: product_id -target_col: longest_active_streak -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-time-until-next-review/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-product-time-until-next-review/manifest.yaml deleted file mode 100644 index 79d6e72dce90fb71e1773aed81ae86f87088e733..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-product-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-time-until-next-review -kind: external -task_type: regression -description: Days until the product receives its next review. -entity_table: products -entity_col: product_id -target_col: days_to_next_review -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-top-rated/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-product-top-rated/manifest.yaml deleted file mode 100644 index a5d20a6902449989ef4fdc48947c43afe88cdf7b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-product-top-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-rated -kind: external -task_type: binary_classification -description: Predict whether a product will rank in the top 25% by mean rating among reviewed products in the next window. -entity_table: products -entity_col: product_id -target_col: top_rated_flag -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-product-voted-review-rare/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-product-voted-review-rare/manifest.yaml deleted file mode 100644 index 44b3907c06f0d0700c501b62292dc3c29924d99f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-product-voted-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-voted-review-rare -kind: external -task_type: binary_classification -description: Predict if product earns a helpful-voted review next window (rare virality signal). -entity_table: products -entity_col: product_id -target_col: has_voted_review -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-active/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-reviewer-active/manifest.yaml deleted file mode 100644 index 1e53fad74e0d481f1a62c6873ef8a53a2cdfa5a9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-reviewer-active/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post at least one automotive review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_review -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-avg-rating/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-reviewer-avg-rating/manifest.yaml deleted file mode 100644 index a0c5dd1887b455bd6197088ac128984213d84b89..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-reviewer-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-avg-rating -kind: external -task_type: regression -description: Predict the mean star rating a reviewer will assign across their automotive reviews in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index f68280b915aceab70a510520a49de629ea0a52ca..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will stop posting reviews in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-distinct-products-next/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-reviewer-distinct-products-next/manifest.yaml deleted file mode 100644 index 4274506cda444751899449c1feb5ea27eb66c1ce..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-reviewer-distinct-products-next/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-distinct-products-next -kind: external -task_type: regression -description: Number of distinct products the reviewer reviews next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: distinct_products_next -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-distinct-products/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-reviewer-distinct-products/manifest.yaml deleted file mode 100644 index 8f1e7e4d00718a5b9a499bfb456deaa615e82de8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-reviewer-distinct-products/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-distinct-products -kind: external -task_type: regression -description: Predict how many distinct automotive products a reviewer will review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: distinct_products_reviewed -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-long-review-rare/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-reviewer-long-review-rare/manifest.yaml deleted file mode 100644 index 2161c568bb06220b9bebb94fb1eeb8125ea80108..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-reviewer-long-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-long-review-rare -kind: external -task_type: binary_classification -description: Predict if reviewer writes a long-form (1000+ char) review next window (rare deep-engagement). -entity_table: reviewers -entity_col: reviewer_id -target_col: has_long_review -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-new-product-adoption/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-reviewer-new-product-adoption/manifest.yaml deleted file mode 100644 index 2864bceea583eb850c21a2fb12223e7dee31f313..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-reviewer-new-product-adoption/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-new-product-adoption -kind: external -task_type: binary_classification -description: Whether the reviewer reviews a product they have never reviewed before during the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviews_new_product -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-one-star-rare/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-reviewer-one-star-rare/manifest.yaml deleted file mode 100644 index bda67f4feb75c4db0d256b6bfa49c991061f2062..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-reviewer-one-star-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-one-star-rare -kind: external -task_type: binary_classification -description: Predict if reviewer writes at least one 1-star review next window (rare negative event). -entity_table: reviewers -entity_col: reviewer_id -target_col: has_one_star -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index 3292c750f30f9f4bf74fa7f86551e7bf73651a24..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a previously active reviewer will return to post automotive reviews in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_return -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-review-length-volatility/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-reviewer-review-length-volatility/manifest.yaml deleted file mode 100644 index b39ada86f2f7387d26e9be286f986f340265a3dc..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-reviewer-review-length-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-length-volatility -kind: external -task_type: regression -description: Standard deviation of the reviewer's review lengths next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: review_len_stddev -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-review-streak/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-reviewer-review-streak/manifest.yaml deleted file mode 100644 index 96f670886b2a4d5a546e778b020b2f4d9d8c7acb..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-reviewer-review-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-streak -kind: external -task_type: regression -description: Longest run of consecutive sub-periods (7 buckets) in which the reviewer posts at least one review during the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: longest_active_streak -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-time-until-next-review/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-reviewer-time-until-next-review/manifest.yaml deleted file mode 100644 index 50d310c776d68b3491674ccf10b8b9459e567503..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-reviewer-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-review -kind: external -task_type: regression -description: Days until the reviewer's next review after the window start. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_review -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-verbose/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-reviewer-verbose/manifest.yaml deleted file mode 100644 index f64830e4c546eec8e1aef77780d86da3bfb6ac33..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-reviewer-verbose/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verbose -kind: external -task_type: binary_classification -description: Predict whether a reviewer's mean review length will exceed 200 characters in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: verbose_flag -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-verified-multi-rare/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-reviewer-verified-multi-rare/manifest.yaml deleted file mode 100644 index a21b252cfddbe44050804393b2897f6bc5e9d6a5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-reviewer-verified-multi-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-multi-rare -kind: external -task_type: binary_classification -description: Predict if reviewer posts 2+ verified-purchase reviews next window (rare power-purchaser). -entity_table: reviewers -entity_col: reviewer_id -target_col: multi_verified -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-verified-purchase-rare/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-reviewer-verified-purchase-rare/manifest.yaml deleted file mode 100644 index bdf1806c25fb874f8457d45b756b23421ca09ef4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-reviewer-verified-purchase-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-purchase-rare -kind: external -task_type: binary_classification -description: Predict if reviewer posts at least one verified-purchase review next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: has_verified -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-automotive/tasks/predict-reviewer-voted-review-rare/manifest.yaml b/thejoin-amazon-automotive/tasks/predict-reviewer-voted-review-rare/manifest.yaml deleted file mode 100644 index 49542963554f36599af995a9f64bcb85c2cf33ee..0000000000000000000000000000000000000000 --- a/thejoin-amazon-automotive/tasks/predict-reviewer-voted-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-voted-review-rare -kind: external -task_type: binary_classification -description: Predict if reviewer's next-window review receives helpful votes (rare engagement event). -entity_table: reviewers -entity_col: reviewer_id -target_col: has_voted_review -time_col: timestamp -timedelta: 56 days 05:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-beauty/README.md b/thejoin-amazon-beauty/README.md deleted file mode 100644 index b4c8c303adb71235a3d3485e8a25d316b5747722..0000000000000000000000000000000000000000 --- a/thejoin-amazon-beauty/README.md +++ /dev/null @@ -1,42 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-beauty ---- - -# recommendations-amazon-beauty - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-product-avg-rating` | external | regression | Predict the mean star rating a beauty product will receive in the next window. | -| `predict-product-churn-4x` | external | binary_classification | Predict if product receives no reviews in the next 4-window horizon. | -| `predict-product-high-rating` | external | binary_classification | Predict whether a beauty product's mean rating will exceed 4.5 in the next window. | -| `predict-product-rating-change` | external | regression | Predict the change in mean rating for a beauty product between the prior and next window. | -| `predict-product-rating-trend` | external | binary_classification | Predict whether a beauty product's mean rating will rise in the next window compared to the prior window. | -| `predict-product-rating-volatility` | external | regression | Predict the standard deviation of ratings a beauty product will receive in the next window. | -| `predict-product-streak-length` | external | regression | Longest consecutive-sub-period streak of a product receiving reviews within the future window. | -| `predict-product-time-until-next-review` | external | regression | Days until the product receives its next review. | -| `predict-product-top-rated` | external | binary_classification | Predict whether a beauty product will rank in the top 25% by mean rating in the next window. | -| `predict-reviewer-active` | external | binary_classification | Predict whether a reviewer will post at least one beauty review in the next window. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a previously active reviewer will return to post beauty reviews in the next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-beauty") -task = relbench.load_task("recommendations-amazon-beauty", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-beauty/manifest.yaml b/thejoin-amazon-beauty/manifest.yaml deleted file mode 100644 index bd386d4fcfae4375329addaf1b8646e1e9827b95..0000000000000000000000000000000000000000 --- a/thejoin-amazon-beauty/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-beauty -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-beauty/schema.svg b/thejoin-amazon-beauty/schema.svg deleted file mode 100644 index 1bb6223ed80a66959060d64d1c632ef4f954cbdc..0000000000000000000000000000000000000000 --- a/thejoin-amazon-beauty/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -85 rows - -product_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -null - - - -reviewers - -reviewers - -991 rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -5K rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-beauty/tasks/predict-product-avg-rating/manifest.yaml b/thejoin-amazon-beauty/tasks/predict-product-avg-rating/manifest.yaml deleted file mode 100644 index d828a6858cb73977479b64d92b9712b3a59cd71a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-beauty/tasks/predict-product-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-avg-rating -kind: external -task_type: regression -description: Predict the mean star rating a beauty product will receive in the next window. -entity_table: products -entity_col: product_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 45 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-product-churn-4x/manifest.yaml b/thejoin-amazon-beauty/tasks/predict-product-churn-4x/manifest.yaml deleted file mode 100644 index a9d31161755697cfc0c6e67e887b8c4fbd1cce96..0000000000000000000000000000000000000000 --- a/thejoin-amazon-beauty/tasks/predict-product-churn-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-churn-4x -kind: external -task_type: binary_classification -description: Predict if product receives no reviews in the next 4-window horizon. -entity_table: products -entity_col: product_id -target_col: prod_churned_lh4 -time_col: timestamp -timedelta: 181 days 01:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-product-high-rating/manifest.yaml b/thejoin-amazon-beauty/tasks/predict-product-high-rating/manifest.yaml deleted file mode 100644 index 66301453dafde92bed63bd7424c77844816417f9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-beauty/tasks/predict-product-high-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-high-rating -kind: external -task_type: binary_classification -description: Predict whether a beauty product's mean rating will exceed 4.5 in the next window. -entity_table: products -entity_col: product_id -target_col: high_rating_flag -time_col: timestamp -timedelta: 45 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-product-rating-change/manifest.yaml b/thejoin-amazon-beauty/tasks/predict-product-rating-change/manifest.yaml deleted file mode 100644 index e5e877933024c912bb365c6d3efeddfd38e8970d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-beauty/tasks/predict-product-rating-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-change -kind: external -task_type: regression -description: Predict the change in mean rating for a beauty product between the prior and next window. -entity_table: products -entity_col: product_id -target_col: rating_change -time_col: timestamp -timedelta: 45 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-product-rating-trend/manifest.yaml b/thejoin-amazon-beauty/tasks/predict-product-rating-trend/manifest.yaml deleted file mode 100644 index bb3177de71ee06aaff30e52857960b49515bf3ea..0000000000000000000000000000000000000000 --- a/thejoin-amazon-beauty/tasks/predict-product-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a beauty product's mean rating will rise in the next window compared to the prior window. -entity_table: products -entity_col: product_id -target_col: rating_trend_up -time_col: timestamp -timedelta: 45 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-product-rating-volatility/manifest.yaml b/thejoin-amazon-beauty/tasks/predict-product-rating-volatility/manifest.yaml deleted file mode 100644 index 66122358915c82e699090f1984c23822ce532bca..0000000000000000000000000000000000000000 --- a/thejoin-amazon-beauty/tasks/predict-product-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings a beauty product will receive in the next window. -entity_table: products -entity_col: product_id -target_col: rating_volatility -time_col: timestamp -timedelta: 45 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-product-streak-length/manifest.yaml b/thejoin-amazon-beauty/tasks/predict-product-streak-length/manifest.yaml deleted file mode 100644 index 79515594b6e76920d4f7993df2400f2992e0081e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-beauty/tasks/predict-product-streak-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-streak-length -kind: external -task_type: regression -description: Longest consecutive-sub-period streak of a product receiving reviews within the future window. -entity_table: products -entity_col: product_id -target_col: streak -time_col: timestamp -timedelta: 45 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-product-time-until-next-review/manifest.yaml b/thejoin-amazon-beauty/tasks/predict-product-time-until-next-review/manifest.yaml deleted file mode 100644 index 12d0b3f8babaefd2410145c5c25b6b3aad5bf079..0000000000000000000000000000000000000000 --- a/thejoin-amazon-beauty/tasks/predict-product-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-time-until-next-review -kind: external -task_type: regression -description: Days until the product receives its next review. -entity_table: products -entity_col: product_id -target_col: days_to_next -time_col: timestamp -timedelta: 45 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-product-top-rated/manifest.yaml b/thejoin-amazon-beauty/tasks/predict-product-top-rated/manifest.yaml deleted file mode 100644 index 1ec94488915dd04e89b5e4a679d2e6346e90f00c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-beauty/tasks/predict-product-top-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-rated -kind: external -task_type: binary_classification -description: Predict whether a beauty product will rank in the top 25% by mean rating in the next window. -entity_table: products -entity_col: product_id -target_col: top_rated_flag -time_col: timestamp -timedelta: 45 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-reviewer-active/manifest.yaml b/thejoin-amazon-beauty/tasks/predict-reviewer-active/manifest.yaml deleted file mode 100644 index e13f8f44ca6f0e595485ace450c20260a3b46288..0000000000000000000000000000000000000000 --- a/thejoin-amazon-beauty/tasks/predict-reviewer-active/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post at least one beauty review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_review -time_col: timestamp -timedelta: 45 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-amazon-beauty/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-beauty/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index 69e59a085f2303fa614061a62c2f41574f6afa87..0000000000000000000000000000000000000000 --- a/thejoin-amazon-beauty/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a previously active reviewer will return to post beauty reviews in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_return -time_col: timestamp -timedelta: 45 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/README.md b/thejoin-amazon-books/README.md deleted file mode 100644 index 0855fb33b6ca22bbb01766f8ab427ea6b6273035..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/README.md +++ /dev/null @@ -1,55 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-books ---- - -# recommendations-amazon-books - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-book-all-verified` | external | binary_classification | Whether all reviews for a book are verified (mean verified == 1) next window. | -| `predict-book-any-new-review` | external | binary_classification | Whether the book gets any new review next window. | -| `predict-book-avg-review-length` | external | regression | Average written review length for a book next window (review depth). | -| `predict-book-churn` | external | binary_classification | Predict whether a book receives no reviews in the next time window (loss of interest) | -| `predict-book-long-review` | external | binary_classification | Whether any review exceeds 1000 characters next window. | -| `predict-book-low-rating` | external | binary_classification | Whether the average rating for a book drops below 3.5 next window (quality decline). | -| `predict-book-low-rating-event` | external | binary_classification | Whether the book receives any 1-star rating next window. | -| `predict-book-max-review-len` | external | regression | Longest review length posted on a book next window. | -| `predict-book-max-review-length` | external | regression | Longest written review for a book next window. | -| `predict-book-mean-rating` | external | regression | Predict the mean rating a book receives in the next time window | -| `predict-book-min-rating` | external | regression | Lowest rating a book receives next window. | -| `predict-book-popular-next-window` | external | binary_classification | Whether a book receives more than 5 reviews (ratings summed) next window. | -| `predict-book-rating-trend` | external | binary_classification | Predict whether a book's mean rating increases in the next window compared to the current window. | -| `predict-book-rating-volatility` | external | regression | Predict the standard deviation of ratings for a book in the next window, reflecting opinion polarization. | -| `predict-book-return` | external | binary_classification | Predict whether a book that received no reviews in the current window will receive reviews again in the next window. | -| `predict-book-review-concentration` | external | regression | Predict a book's share of all reviews on the platform in the next window. | -| `predict-book-review-count` | external | regression | Predict the number of reviews a book receives in the next time window | -| `predict-book-review-length-change` | external | regression | Predict the change in mean review length for a book between the current and next windows. | -| `predict-book-top-review-volume` | external | binary_classification | Predict whether a book is in the top 25% by number of reviews received in the next window. | -| `predict-book-total-rating-sum` | external | regression | Sum of ratings a book receives next window (weighted engagement). | -| `predict-book-unique-reviewers` | external | regression | Max reviewer_id touching the book (newest cohort) next window. | -| `predict-book-verified-count` | external | regression | Number of verified reviews for a book next window. | -| `predict-book-verified-share` | external | regression | Fraction of verified purchases among reviews for a book next window. | -| `predict-book-will-be-reviewed` | external | binary_classification | Whether the book receives any review next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-books") -task = relbench.load_task("recommendations-amazon-books", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-books/manifest.yaml b/thejoin-amazon-books/manifest.yaml deleted file mode 100644 index 8c78e1325635950461c0cea2b9554c216317ee34..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-books -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - books: - pkey: book_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - book_id: books diff --git a/thejoin-amazon-books/schema.svg b/thejoin-amazon-books/schema.svg deleted file mode 100644 index e1f5a7c05abb3f1b4b7c6309a006eda490bd3deb..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->books:w - - - -reviews:e->reviewers:w - - -books - -books - -4K rows - -book_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -327K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -500K rows - -reviewer_id - -FK - -book_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-books/tasks/predict-book-all-verified/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-all-verified/manifest.yaml deleted file mode 100644 index dcf28c955b966ffbc73ae1094489e074d694c2b6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-all-verified/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-all-verified -kind: external -task_type: binary_classification -description: Whether all reviews for a book are verified (mean verified == 1) next window. -entity_table: books -entity_col: book_id -target_col: all_verified -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-any-new-review/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-any-new-review/manifest.yaml deleted file mode 100644 index 7ffe6259846e3a5dae6a64992dda08d0cf19f203..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-any-new-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-any-new-review -kind: external -task_type: binary_classification -description: Whether the book gets any new review next window. -entity_table: books -entity_col: book_id -target_col: book_has_review -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-avg-review-length/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-avg-review-length/manifest.yaml deleted file mode 100644 index c4a1fa3e213452b0c2ddf6c49c3bbb421ca6a457..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-avg-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-avg-review-length -kind: external -task_type: regression -description: Average written review length for a book next window (review depth). -entity_table: books -entity_col: book_id -target_col: avg_review_len -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-churn/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-churn/manifest.yaml deleted file mode 100644 index 25a1d4d5a1ba6b8f3e1c91352b7141ceac4a99d3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-churn -kind: external -task_type: binary_classification -description: Predict whether a book receives no reviews in the next time window (loss of interest) -entity_table: books -entity_col: book_id -target_col: predict_book_churn -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-long-review/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-long-review/manifest.yaml deleted file mode 100644 index f8dde09cabcb7ec8a4e3a0cc10c108bf2b36e18b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-long-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-long-review -kind: external -task_type: binary_classification -description: Whether any review exceeds 1000 characters next window. -entity_table: books -entity_col: book_id -target_col: long_review -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-low-rating-event/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-low-rating-event/manifest.yaml deleted file mode 100644 index cd6ad8ee47d3fe240782c527d4c0639b49f748fa..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-low-rating-event/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-low-rating-event -kind: external -task_type: binary_classification -description: Whether the book receives any 1-star rating next window. -entity_table: books -entity_col: book_id -target_col: low_rating_event -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-low-rating/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-low-rating/manifest.yaml deleted file mode 100644 index 04f4774f00cf1bdb5961d2bfcbf2313a38c87824..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-low-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-low-rating -kind: external -task_type: binary_classification -description: Whether the average rating for a book drops below 3.5 next window (quality decline). -entity_table: books -entity_col: book_id -target_col: low_rating -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-max-review-len/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-max-review-len/manifest.yaml deleted file mode 100644 index eafaa5d1786a42c0a5fce3089e082e36fbb8faa8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-max-review-len/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-max-review-len -kind: external -task_type: regression -description: Longest review length posted on a book next window. -entity_table: books -entity_col: book_id -target_col: max_review_len -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-max-review-length/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-max-review-length/manifest.yaml deleted file mode 100644 index 08c4788e30b578c4f37b329b4f889786c5ba1952..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-max-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-max-review-length -kind: external -task_type: regression -description: Longest written review for a book next window. -entity_table: books -entity_col: book_id -target_col: max_review_len -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-mean-rating/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-mean-rating/manifest.yaml deleted file mode 100644 index 64644980bbe1f2301150c72e90993af878262f7b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-mean-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-mean-rating -kind: external -task_type: regression -description: Predict the mean rating a book receives in the next time window -entity_table: books -entity_col: book_id -target_col: pred_rating -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-min-rating/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-min-rating/manifest.yaml deleted file mode 100644 index 616ad5d98e8fe039da0fda3ab05c1c290ae3bb33..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-min-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-min-rating -kind: external -task_type: regression -description: Lowest rating a book receives next window. -entity_table: books -entity_col: book_id -target_col: min_rating -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-popular-next-window/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-popular-next-window/manifest.yaml deleted file mode 100644 index 36d3a49f4c0ebafa8f1adbc7d232a6d45636d185..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-popular-next-window/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-popular-next-window -kind: external -task_type: binary_classification -description: Whether a book receives more than 5 reviews (ratings summed) next window. -entity_table: books -entity_col: book_id -target_col: popular -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-rating-trend/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-rating-trend/manifest.yaml deleted file mode 100644 index 4f279c482d7b9688b365662638cd5adf432b7faf..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a book's mean rating increases in the next window compared to the current window. -entity_table: books -entity_col: book_id -target_col: rating_trend -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-rating-volatility/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-rating-volatility/manifest.yaml deleted file mode 100644 index 5b1abe1c50a7e7364ab7e9c4d83fd1c91ad54116..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings for a book in the next window, reflecting opinion polarization. -entity_table: books -entity_col: book_id -target_col: rating_volatility -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-return/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-return/manifest.yaml deleted file mode 100644 index 329f1184e2a254854c6404bc022ae328e62b57ea..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-return -kind: external -task_type: binary_classification -description: Predict whether a book that received no reviews in the current window will receive reviews again in the next window. -entity_table: books -entity_col: book_id -target_col: book_returns -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-review-concentration/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-review-concentration/manifest.yaml deleted file mode 100644 index 7e8dc320efa48868e61b5e3ed35e8d1fce21bfff..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-review-concentration/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-review-concentration -kind: external -task_type: regression -description: Predict a book's share of all reviews on the platform in the next window. -entity_table: books -entity_col: book_id -target_col: review_concentration -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-review-count/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-review-count/manifest.yaml deleted file mode 100644 index 6fc8db9d438711c6a2d048a3d13848c103ad1c34..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-review-count -kind: external -task_type: regression -description: Predict the number of reviews a book receives in the next time window -entity_table: books -entity_col: book_id -target_col: predict_book_review_count -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-review-length-change/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-review-length-change/manifest.yaml deleted file mode 100644 index adc5c96bcd8eaf8abae6606ac884096a8160b5a4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-review-length-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-review-length-change -kind: external -task_type: regression -description: Predict the change in mean review length for a book between the current and next windows. -entity_table: books -entity_col: book_id -target_col: review_length_change -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-top-review-volume/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-top-review-volume/manifest.yaml deleted file mode 100644 index 8bd6b3d0ed92976c3126142b57adaf188e72d129..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-top-review-volume/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-top-review-volume -kind: external -task_type: binary_classification -description: Predict whether a book is in the top 25% by number of reviews received in the next window. -entity_table: books -entity_col: book_id -target_col: top_review_volume -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-total-rating-sum/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-total-rating-sum/manifest.yaml deleted file mode 100644 index bf1d91af58044c31aef97dfe465ffca51d009365..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-total-rating-sum/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-total-rating-sum -kind: external -task_type: regression -description: Sum of ratings a book receives next window (weighted engagement). -entity_table: books -entity_col: book_id -target_col: rating_sum -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-unique-reviewers/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-unique-reviewers/manifest.yaml deleted file mode 100644 index 9aca9ea65d74ead4433a67e494a1ead905a987a9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-unique-reviewers/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-unique-reviewers -kind: external -task_type: regression -description: Max reviewer_id touching the book (newest cohort) next window. -entity_table: books -entity_col: book_id -target_col: reviewer_range -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-verified-count/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-verified-count/manifest.yaml deleted file mode 100644 index ab019da0960130c4148c1d02ae7d60e3f9969eb7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-verified-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-verified-count -kind: external -task_type: regression -description: Number of verified reviews for a book next window. -entity_table: books -entity_col: book_id -target_col: verified_count -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-verified-share/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-verified-share/manifest.yaml deleted file mode 100644 index e812bfb169edc6eade6edc75310bedbb607f5275..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-verified-share/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-verified-share -kind: external -task_type: regression -description: Fraction of verified purchases among reviews for a book next window. -entity_table: books -entity_col: book_id -target_col: verified_rate -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-books/tasks/predict-book-will-be-reviewed/manifest.yaml b/thejoin-amazon-books/tasks/predict-book-will-be-reviewed/manifest.yaml deleted file mode 100644 index 633213790e4125ae397bd16d18fb48932abf4d74..0000000000000000000000000000000000000000 --- a/thejoin-amazon-books/tasks/predict-book-will-be-reviewed/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-will-be-reviewed -kind: external -task_type: binary_classification -description: Whether the book receives any review next window. -entity_table: books -entity_col: book_id -target_col: reviewed_next -time_col: timestamp -timedelta: 63 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/README.md b/thejoin-amazon-cds-vinyl/README.md deleted file mode 100644 index 644c2675dfe23619620a5c7ec9b67f92d4d6395d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cds-vinyl/README.md +++ /dev/null @@ -1,43 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-cds-vinyl ---- - -# recommendations-amazon-cds-vinyl - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-album-high-rating` | external | binary_classification | Predict whether an album's mean rating will exceed 4.0 in the next window. | -| `predict-album-rating-change` | external | regression | Predict the change in mean rating for an album between the prior and next window. | -| `predict-album-rating-trend` | external | binary_classification | Predict whether an album's mean rating will increase in the next window compared to the prior window. | -| `predict-album-rating-volatility` | external | regression | Predict the standard deviation of ratings an album will receive in the next window. | -| `predict-album-review-count` | external | regression | Predict how many reviews an album will receive in the next window. | -| `predict-album-review-len-concentration` | external | regression | Predict the share of total review word count attributed to the single longest review for an album in the next window. | -| `predict-album-top-rated` | external | binary_classification | Predict whether an album will rank in the top 25% by mean rating among reviewed albums in the next window. | -| `predict-album-verbose-reviews` | external | binary_classification | Predict whether an album's mean review length will exceed 500 characters in the next window. | -| `predict-reviewer-active` | external | binary_classification | Predict whether a reviewer will post at least one album review in the next window. | -| `predict-reviewer-avg-rating` | external | regression | Predict the mean star rating a reviewer will give to albums in the next window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will stop posting album reviews in the next window. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a previously active reviewer will return to post album reviews in the next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-cds-vinyl") -task = relbench.load_task("recommendations-amazon-cds-vinyl", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-cds-vinyl/manifest.yaml b/thejoin-amazon-cds-vinyl/manifest.yaml deleted file mode 100644 index 074ac7c90facc027209bd247bfc7048b580edec0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cds-vinyl/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-cds-vinyl -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - albums: - pkey: album_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - album_id: albums diff --git a/thejoin-amazon-cds-vinyl/schema.svg b/thejoin-amazon-cds-vinyl/schema.svg deleted file mode 100644 index 020f7f5c9383586705c565423dba0e8f01ceab90..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cds-vinyl/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->albums:w - - - -reviews:e->reviewers:w - - -albums - -albums - -26K rows - -album_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -85K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -500K rows - -reviewer_id - -FK - -album_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-album-high-rating/manifest.yaml b/thejoin-amazon-cds-vinyl/tasks/predict-album-high-rating/manifest.yaml deleted file mode 100644 index 0e83a1e53cc308e25e6946ea3d274741b1e76e2b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cds-vinyl/tasks/predict-album-high-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-album-high-rating -kind: external -task_type: binary_classification -description: Predict whether an album's mean rating will exceed 4.0 in the next window. -entity_table: albums -entity_col: album_id -target_col: high_rating_flag -time_col: timestamp -timedelta: 60 days 00:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-album-rating-change/manifest.yaml b/thejoin-amazon-cds-vinyl/tasks/predict-album-rating-change/manifest.yaml deleted file mode 100644 index c82ba0aafecb65e41dd8db2b05211ab1c0d46ef3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cds-vinyl/tasks/predict-album-rating-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-album-rating-change -kind: external -task_type: regression -description: Predict the change in mean rating for an album between the prior and next window. -entity_table: albums -entity_col: album_id -target_col: rating_change -time_col: timestamp -timedelta: 60 days 00:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-album-rating-trend/manifest.yaml b/thejoin-amazon-cds-vinyl/tasks/predict-album-rating-trend/manifest.yaml deleted file mode 100644 index 15d37c2d9631ab66533ae16c3f2e62276064d828..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cds-vinyl/tasks/predict-album-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-album-rating-trend -kind: external -task_type: binary_classification -description: Predict whether an album's mean rating will increase in the next window compared to the prior window. -entity_table: albums -entity_col: album_id -target_col: rating_trend_up -time_col: timestamp -timedelta: 60 days 00:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-album-rating-volatility/manifest.yaml b/thejoin-amazon-cds-vinyl/tasks/predict-album-rating-volatility/manifest.yaml deleted file mode 100644 index 299e016324291fcc1b599f01aba40d84041320e6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cds-vinyl/tasks/predict-album-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-album-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings an album will receive in the next window. -entity_table: albums -entity_col: album_id -target_col: rating_volatility -time_col: timestamp -timedelta: 60 days 00:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-album-review-count/manifest.yaml b/thejoin-amazon-cds-vinyl/tasks/predict-album-review-count/manifest.yaml deleted file mode 100644 index 34f3ad77a59d23b420d2529ec268b4423dc2c28d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cds-vinyl/tasks/predict-album-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-album-review-count -kind: external -task_type: regression -description: Predict how many reviews an album will receive in the next window. -entity_table: albums -entity_col: album_id -target_col: review_count_next -time_col: timestamp -timedelta: 60 days 00:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-album-review-len-concentration/manifest.yaml b/thejoin-amazon-cds-vinyl/tasks/predict-album-review-len-concentration/manifest.yaml deleted file mode 100644 index 31a27894ddd7eb757deceb927d9aeb06cdc7e4d4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cds-vinyl/tasks/predict-album-review-len-concentration/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-album-review-len-concentration -kind: external -task_type: regression -description: Predict the share of total review word count attributed to the single longest review for an album in the next window. -entity_table: albums -entity_col: album_id -target_col: review_len_concentration -time_col: timestamp -timedelta: 60 days 00:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-album-top-rated/manifest.yaml b/thejoin-amazon-cds-vinyl/tasks/predict-album-top-rated/manifest.yaml deleted file mode 100644 index 4df30bb5747c59f750c1bbf720527f20e44f2f3d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cds-vinyl/tasks/predict-album-top-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-album-top-rated -kind: external -task_type: binary_classification -description: Predict whether an album will rank in the top 25% by mean rating among reviewed albums in the next window. -entity_table: albums -entity_col: album_id -target_col: top_rated_flag -time_col: timestamp -timedelta: 60 days 00:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-album-verbose-reviews/manifest.yaml b/thejoin-amazon-cds-vinyl/tasks/predict-album-verbose-reviews/manifest.yaml deleted file mode 100644 index 7a41a9d7dc4414e77447c91855627ed34c889e25..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cds-vinyl/tasks/predict-album-verbose-reviews/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-album-verbose-reviews -kind: external -task_type: binary_classification -description: Predict whether an album's mean review length will exceed 500 characters in the next window. -entity_table: albums -entity_col: album_id -target_col: verbose_reviews_flag -time_col: timestamp -timedelta: 60 days 00:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-reviewer-active/manifest.yaml b/thejoin-amazon-cds-vinyl/tasks/predict-reviewer-active/manifest.yaml deleted file mode 100644 index b64694fa769279994ddf79585f8c1d061c0c55b9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cds-vinyl/tasks/predict-reviewer-active/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post at least one album review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_review -time_col: timestamp -timedelta: 60 days 00:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-reviewer-avg-rating/manifest.yaml b/thejoin-amazon-cds-vinyl/tasks/predict-reviewer-avg-rating/manifest.yaml deleted file mode 100644 index 4fd7495769d5ecdfec387da19a87e7e9a1e946d4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cds-vinyl/tasks/predict-reviewer-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-avg-rating -kind: external -task_type: regression -description: Predict the mean star rating a reviewer will give to albums in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 60 days 00:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-cds-vinyl/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index 093ed695fd0c8d86e0490b65ab1590b2326a658b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cds-vinyl/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will stop posting album reviews in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned -time_col: timestamp -timedelta: 60 days 00:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-cds-vinyl/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-cds-vinyl/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index d3732d18e2fb2617bc50d2e59c26ca40806e107b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cds-vinyl/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a previously active reviewer will return to post album reviews in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_return -time_col: timestamp -timedelta: 60 days 00:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/README.md b/thejoin-amazon-cell-phones/README.md deleted file mode 100644 index 921dbd566485f1fef79ca1d1e1d4755d7ded867e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/README.md +++ /dev/null @@ -1,53 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-cell-phones ---- - -# recommendations-amazon-cell-phones - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-product-avg-rating` | external | regression | Predict the mean star rating a cell phone product will receive in the next window. | -| `predict-product-distinct-reviewers` | external | regression | Predict the number of distinct reviewers a product attracts in the next window. | -| `predict-product-high-rating` | external | binary_classification | Predict whether a cell phone product's mean rating will exceed 4.0 in the next window. | -| `predict-product-rating-change` | external | regression | Predict the change in mean rating for a cell phone product between the prior and next window. | -| `predict-product-rating-trend` | external | binary_classification | Predict whether a cell phone product's mean rating will improve in the next window relative to the prior window. | -| `predict-product-rating-trend-reversal` | external | binary_classification | Predict whether the direction of change in a product's mean rating flips between current and next windows. | -| `predict-product-rating-volatility` | external | regression | Predict the standard deviation of ratings a cell phone product will receive in the next window. | -| `predict-product-review-concentration` | external | regression | Predict the product's share of total review activity across the platform in the next window. | -| `predict-product-review-count` | external | regression | Predict how many reviews a cell phone product will receive in the next window. | -| `predict-product-review-len-concentration` | external | regression | Predict the share of total review word count attributed to the single longest review for a cell phone product in the next window. | -| `predict-product-review-streak` | external | regression | Predict the longest consecutive-sub-period streak of sub-windows in which a product receives at least one review. | -| `predict-product-time-until-next-review` | external | regression | Predict the number of days until a product receives its next review. | -| `predict-product-top-rated` | external | binary_classification | Predict whether a cell phone product will rank in the top 25% by mean rating in the next window. | -| `predict-reviewer-active` | external | binary_classification | Predict whether a reviewer will post at least one cell phone review in the next window. | -| `predict-reviewer-avg-rating` | external | regression | Predict the mean star rating a reviewer will give to cell phone products in the next window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will stop posting cell phone reviews in the next window. | -| `predict-reviewer-long-review` | external | binary_classification | Predict whether a reviewer's mean review length will exceed 300 characters in the next window. | -| `predict-reviewer-new-product-adoption` | external | binary_classification | Predict whether a reviewer reviews a product they have never reviewed before in the next window. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a previously active reviewer will return to post cell phone reviews in the next window. | -| `predict-reviewer-review-concentration` | external | regression | Predict a reviewer's share of total platform-wide review length in the next window. | -| `predict-reviewer-review-streak` | external | regression | Predict the longest consecutive-sub-period review streak for a reviewer within the future window. | -| `predict-reviewer-time-until-next-review` | external | regression | Predict the number of days until a reviewer posts their next review. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-cell-phones") -task = relbench.load_task("recommendations-amazon-cell-phones", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-cell-phones/manifest.yaml b/thejoin-amazon-cell-phones/manifest.yaml deleted file mode 100644 index 489ec4d1c499e5dfc58946d89bf42d4c0eb9097d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-cell-phones -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-cell-phones/schema.svg b/thejoin-amazon-cell-phones/schema.svg deleted file mode 100644 index 514c48b9b582a8dc51b9acd2c4209b9c3d06bab8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -22K rows - -product_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -138K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -500K rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-avg-rating/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-product-avg-rating/manifest.yaml deleted file mode 100644 index 3177f6ac73772ae96e56679644e3ab338fd3f362..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-product-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-avg-rating -kind: external -task_type: regression -description: Predict the mean star rating a cell phone product will receive in the next window. -entity_table: products -entity_col: product_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-distinct-reviewers/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-product-distinct-reviewers/manifest.yaml deleted file mode 100644 index df9a25dd7dc218b343c5a186e0638bd0d00ff459..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-product-distinct-reviewers/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-distinct-reviewers -kind: external -task_type: regression -description: Predict the number of distinct reviewers a product attracts in the next window. -entity_table: products -entity_col: product_id -target_col: distinct_reviewers -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-high-rating/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-product-high-rating/manifest.yaml deleted file mode 100644 index 151482f59e7fab7297c9016432361c014e256057..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-product-high-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-high-rating -kind: external -task_type: binary_classification -description: Predict whether a cell phone product's mean rating will exceed 4.0 in the next window. -entity_table: products -entity_col: product_id -target_col: high_rating_flag -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-rating-change/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-product-rating-change/manifest.yaml deleted file mode 100644 index 73fca3fd3d4988e9bc75c66ec6c877aba4c9471e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-product-rating-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-change -kind: external -task_type: regression -description: Predict the change in mean rating for a cell phone product between the prior and next window. -entity_table: products -entity_col: product_id -target_col: rating_change -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-rating-trend-reversal/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-product-rating-trend-reversal/manifest.yaml deleted file mode 100644 index d5fe23bc76ac318ad00e0962f9b66fee22a4c9ff..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-product-rating-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend-reversal -kind: external -task_type: binary_classification -description: Predict whether the direction of change in a product's mean rating flips between current and next windows. -entity_table: products -entity_col: product_id -target_col: trend_flipped -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-rating-trend/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-product-rating-trend/manifest.yaml deleted file mode 100644 index ccc41a91848fda4847931933db771598c42ae6b7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-product-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a cell phone product's mean rating will improve in the next window relative to the prior window. -entity_table: products -entity_col: product_id -target_col: rating_trend_up -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-rating-volatility/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-product-rating-volatility/manifest.yaml deleted file mode 100644 index 8f58b972086401550d90fcf0791a5f47f46bf930..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-product-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings a cell phone product will receive in the next window. -entity_table: products -entity_col: product_id -target_col: rating_volatility -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-review-concentration/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-product-review-concentration/manifest.yaml deleted file mode 100644 index 4e640b950b6febb5af241795c12cd4bd21d40399..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-product-review-concentration/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-concentration -kind: external -task_type: regression -description: Predict the product's share of total review activity across the platform in the next window. -entity_table: products -entity_col: product_id -target_col: review_share -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-review-count/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-product-review-count/manifest.yaml deleted file mode 100644 index d60275d8d55a6d2055a8727186a57decfbaef721..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-product-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-count -kind: external -task_type: regression -description: Predict how many reviews a cell phone product will receive in the next window. -entity_table: products -entity_col: product_id -target_col: review_count_next -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-review-len-concentration/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-product-review-len-concentration/manifest.yaml deleted file mode 100644 index bab3267bb91e8447a7a3465977edb2c9f0c4ef8a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-product-review-len-concentration/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-len-concentration -kind: external -task_type: regression -description: Predict the share of total review word count attributed to the single longest review for a cell phone product in the next window. -entity_table: products -entity_col: product_id -target_col: review_len_concentration -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-review-streak/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-product-review-streak/manifest.yaml deleted file mode 100644 index 18c15f664c324533dead75d3fd04b2817a830076..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-product-review-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-streak -kind: external -task_type: regression -description: Predict the longest consecutive-sub-period streak of sub-windows in which a product receives at least one review. -entity_table: products -entity_col: product_id -target_col: streak -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-time-until-next-review/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-product-time-until-next-review/manifest.yaml deleted file mode 100644 index 3c0f6078c2dd9405d72ea81864a46913dc97fca6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-product-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-time-until-next-review -kind: external -task_type: regression -description: Predict the number of days until a product receives its next review. -entity_table: products -entity_col: product_id -target_col: days_to_next -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-product-top-rated/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-product-top-rated/manifest.yaml deleted file mode 100644 index 8a419a2727093ff43ebeefaca326afe0a0e11aec..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-product-top-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-rated -kind: external -task_type: binary_classification -description: Predict whether a cell phone product will rank in the top 25% by mean rating in the next window. -entity_table: products -entity_col: product_id -target_col: top_rated_flag -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-reviewer-active/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-reviewer-active/manifest.yaml deleted file mode 100644 index 040d7f41aeaa94b5059e1a7643179d29c962cd38..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-reviewer-active/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post at least one cell phone review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_review -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-reviewer-avg-rating/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-reviewer-avg-rating/manifest.yaml deleted file mode 100644 index f152d5f1819471575827033475229283f5328162..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-reviewer-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-avg-rating -kind: external -task_type: regression -description: Predict the mean star rating a reviewer will give to cell phone products in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index 5fd82436f73f461ff194a26c5d2108cfe66b3cf5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will stop posting cell phone reviews in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-reviewer-long-review/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-reviewer-long-review/manifest.yaml deleted file mode 100644 index ed2246267d6eb64ad58deb208c7dc6d587f3aa52..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-reviewer-long-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-long-review -kind: external -task_type: binary_classification -description: Predict whether a reviewer's mean review length will exceed 300 characters in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: long_review_flag -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-reviewer-new-product-adoption/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-reviewer-new-product-adoption/manifest.yaml deleted file mode 100644 index 3dd79bdb13842f4d87719f2c6cac45ab59574112..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-reviewer-new-product-adoption/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-new-product-adoption -kind: external -task_type: binary_classification -description: Predict whether a reviewer reviews a product they have never reviewed before in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: new_product -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index 5bb065899e1fe60371d4d327d921f5775f790990..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a previously active reviewer will return to post cell phone reviews in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_return -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-reviewer-review-concentration/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-reviewer-review-concentration/manifest.yaml deleted file mode 100644 index e2e5c932d2593f813cbcdf311edd0e08ceacd0b5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-reviewer-review-concentration/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-concentration -kind: external -task_type: regression -description: Predict a reviewer's share of total platform-wide review length in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: review_share -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-reviewer-review-streak/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-reviewer-review-streak/manifest.yaml deleted file mode 100644 index 68fb50418ae63d4b172fbdf42b7b79ef1b6a3352..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-reviewer-review-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-streak -kind: external -task_type: regression -description: Predict the longest consecutive-sub-period review streak for a reviewer within the future window. -entity_table: reviewers -entity_col: reviewer_id -target_col: streak -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-cell-phones/tasks/predict-reviewer-time-until-next-review/manifest.yaml b/thejoin-amazon-cell-phones/tasks/predict-reviewer-time-until-next-review/manifest.yaml deleted file mode 100644 index 61151d75b79534e8990ad68567e06bcbca24e582..0000000000000000000000000000000000000000 --- a/thejoin-amazon-cell-phones/tasks/predict-reviewer-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-review -kind: external -task_type: regression -description: Predict the number of days until a reviewer posts their next review. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next -time_col: timestamp -timedelta: 48 days 17:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/README.md b/thejoin-amazon-clothing/README.md deleted file mode 100644 index a15837b53cf4b2864910b5a8c8150a5747bd9e7f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/README.md +++ /dev/null @@ -1,64 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-clothing ---- - -# recommendations-amazon-clothing - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-cold-reviewer-medium-repeat` | external | binary_classification | For a newly-appearing reviewer, whether they return with another review within their first 4 windows. | -| `predict-cold-reviewer-verified-followup` | external | binary_classification | For a newly-appearing reviewer, whether they post a follow-up verified review within their first 2 windows. | -| `predict-new-reviewer-long-horizon-repeat` | external | binary_classification | For a newly-appearing reviewer, whether they return with another review within their first 3 windows. | -| `predict-new-reviewer-quick-repeat` | external | binary_classification | For a newly-appearing reviewer, whether they post a repeat review within their very first window. | -| `predict-new-reviewer-repeat-activity` | external | binary_classification | For a newly-appearing reviewer, whether they post another review within their first 2 windows. | -| `predict-premium-product-review` | external | binary_classification | Whether the reviewer writes a review for any premium-priced product in the next window. | -| `predict-product-avg-rating` | external | regression | Predict the mean rating a clothing product will receive in the next time window. | -| `predict-product-distinct-reviewers` | external | regression | Predict the number of distinct reviewers who will review a clothing product in the next time window. | -| `predict-product-high-rated` | external | binary_classification | Predict whether a clothing product receives a mean rating above 4 in the next time window. | -| `predict-product-long-review-rare` | external | binary_classification | Whether the product receives at least one unusually long (detailed) review in the next window. | -| `predict-product-multi-negative-storm` | external | binary_classification | Whether the product accumulates 2 or more negative reviews in the next window. | -| `predict-product-negative-review-arrival` | external | binary_classification | Whether the product receives at least one low-rating (rare negative) review in the next window. | -| `predict-product-new-reviewer-adoption` | external | binary_classification | Whether the product attracts a reviewer who has never reviewed it before next window. | -| `predict-product-one-star-event` | external | binary_classification | Whether the product receives at least one 1-star (rare extreme-negative) review in the next window. | -| `predict-product-rating-concentration` | external | regression | Predict the total sum of ratings a clothing product will receive in the next time window, reflecting overall popularity. | -| `predict-product-rating-trend-reversal` | external | binary_classification | Whether the direction of the product's mean rating change flips between this and next window. | -| `predict-product-rating-volatility` | external | regression | Standard deviation of the product's ratings next window. | -| `predict-product-review-share` | external | regression | Product's share of total review volume across the catalog next window. | -| `predict-product-streak-length` | external | regression | Longest consecutive-sub-period streak of receiving reviews for the product in the next window. | -| `predict-product-time-until-next-review` | external | regression | Days until the product receives its next review. | -| `predict-product-top-rated` | external | binary_classification | Predict whether a clothing product will rank in the top 25% by mean rating among all products in the next time window. | -| `predict-reviewer-active` | external | binary_classification | Predict whether a reviewer will post at least one clothing review in the next time window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will post no clothing reviews in the next time window. | -| `predict-reviewer-high-vote-post` | external | binary_classification | Whether the reviewer posts at least 2 reviews receiving helpful votes in the next window (rare influencer signal). | -| `predict-reviewer-multi-verified-burst` | external | binary_classification | Whether the reviewer posts at least 3 verified purchase reviews in the next window. | -| `predict-reviewer-new-product-adoption` | external | binary_classification | Whether the reviewer reviews a product they have never reviewed before next window. | -| `predict-reviewer-perfect-rating-event` | external | binary_classification | Whether the reviewer posts a 5-star verified review in the next window (rare joint event). | -| `predict-reviewer-return` | external | binary_classification | Predict whether a previously active reviewer who was absent will return and post a clothing review in the next time window. | -| `predict-reviewer-review-count` | external | regression | Predict the number of clothing reviews a reviewer will post in the next time window. | -| `predict-reviewer-streak-length` | external | regression | Longest consecutive-sub-period active streak of the reviewer within the next window. | -| `predict-reviewer-verified-purchase-rare` | external | binary_classification | Whether the reviewer posts at least one verified purchase review in the next window. | -| `predict-reviewer-voted-review-rare` | external | binary_classification | Whether the reviewer posts a review that receives helpful votes (rare engagement event) in the next window. | -| `predict-reviewer-will-repeat-product` | external | binary_classification | Whether the reviewer's next review is for the same product as their most recent review. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-clothing") -task = relbench.load_task("recommendations-amazon-clothing", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-clothing/manifest.yaml b/thejoin-amazon-clothing/manifest.yaml deleted file mode 100644 index f68a96cb5cdf3c5f23ab752b59a68241d58e7e85..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-clothing -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-clothing/schema.svg b/thejoin-amazon-clothing/schema.svg deleted file mode 100644 index 431798b24f099d8fd310ec1060a86223018a82f5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -6K rows - -product_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -326K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -500K rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-clothing/tasks/predict-cold-reviewer-medium-repeat/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-cold-reviewer-medium-repeat/manifest.yaml deleted file mode 100644 index b73e0ce92963daef6d6581a26289e22b7ba8f04a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-cold-reviewer-medium-repeat/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-cold-reviewer-medium-repeat -kind: external -task_type: binary_classification -description: For a newly-appearing reviewer, whether they return with another review within their first 4 windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_medium_repeat -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-cold-reviewer-verified-followup/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-cold-reviewer-verified-followup/manifest.yaml deleted file mode 100644 index 44ff0d7f7b90d7b420e1488660fba2033bdeb92b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-cold-reviewer-verified-followup/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-cold-reviewer-verified-followup -kind: external -task_type: binary_classification -description: For a newly-appearing reviewer, whether they post a follow-up verified review within their first 2 windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_verified_followup -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-new-reviewer-long-horizon-repeat/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-new-reviewer-long-horizon-repeat/manifest.yaml deleted file mode 100644 index 4f6f5997cf08a7a5d0ee4117dccf8e77a225c005..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-new-reviewer-long-horizon-repeat/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-long-horizon-repeat -kind: external -task_type: binary_classification -description: For a newly-appearing reviewer, whether they return with another review within their first 3 windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_repeat_long -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-new-reviewer-quick-repeat/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-new-reviewer-quick-repeat/manifest.yaml deleted file mode 100644 index 6e6faac0c0ef3b258509eac3bf441f33dc515d57..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-new-reviewer-quick-repeat/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-quick-repeat -kind: external -task_type: binary_classification -description: For a newly-appearing reviewer, whether they post a repeat review within their very first window. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_quick_repeat -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-new-reviewer-repeat-activity/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-new-reviewer-repeat-activity/manifest.yaml deleted file mode 100644 index 065143a7e16541c325bb7449a4c4d7c227171170..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-new-reviewer-repeat-activity/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-repeat-activity -kind: external -task_type: binary_classification -description: For a newly-appearing reviewer, whether they post another review within their first 2 windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_repeat -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-premium-product-review/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-premium-product-review/manifest.yaml deleted file mode 100644 index 83a1f5cf7987293e5b6c95aba648963434cc944b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-premium-product-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-premium-product-review -kind: external -task_type: binary_classification -description: Whether the reviewer writes a review for any premium-priced product in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: premium_review -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-avg-rating/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-product-avg-rating/manifest.yaml deleted file mode 100644 index 3b8d63e2b3976f1a4585b1916c8fdc20504ea51d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-product-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-avg-rating -kind: external -task_type: regression -description: Predict the mean rating a clothing product will receive in the next time window. -entity_table: products -entity_col: product_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-distinct-reviewers/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-product-distinct-reviewers/manifest.yaml deleted file mode 100644 index 53ecb0bf342814bd6f2f9f8020acf98a31069a50..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-product-distinct-reviewers/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-distinct-reviewers -kind: external -task_type: regression -description: Predict the number of distinct reviewers who will review a clothing product in the next time window. -entity_table: products -entity_col: product_id -target_col: distinct_reviewers_next -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-high-rated/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-product-high-rated/manifest.yaml deleted file mode 100644 index 7111abaf9ae0b1a2ae8314d85066dc3bccc7aeff..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-product-high-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-high-rated -kind: external -task_type: binary_classification -description: Predict whether a clothing product receives a mean rating above 4 in the next time window. -entity_table: products -entity_col: product_id -target_col: is_high_rated -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-long-review-rare/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-product-long-review-rare/manifest.yaml deleted file mode 100644 index 733b357909e66944c3ad41460ff97af179a7e423..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-product-long-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-long-review-rare -kind: external -task_type: binary_classification -description: Whether the product receives at least one unusually long (detailed) review in the next window. -entity_table: products -entity_col: product_id -target_col: has_long_review -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-multi-negative-storm/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-product-multi-negative-storm/manifest.yaml deleted file mode 100644 index 7ab33c29a95593221c5a047457ce90c702d5bafa..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-product-multi-negative-storm/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-multi-negative-storm -kind: external -task_type: binary_classification -description: Whether the product accumulates 2 or more negative reviews in the next window. -entity_table: products -entity_col: product_id -target_col: negative_storm -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-negative-review-arrival/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-product-negative-review-arrival/manifest.yaml deleted file mode 100644 index 87cd285415829f56ae435b62c2f17455344050f0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-product-negative-review-arrival/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-negative-review-arrival -kind: external -task_type: binary_classification -description: Whether the product receives at least one low-rating (rare negative) review in the next window. -entity_table: products -entity_col: product_id -target_col: has_negative -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-new-reviewer-adoption/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-product-new-reviewer-adoption/manifest.yaml deleted file mode 100644 index 4e621c80a1a033f3c6fc260be55f44b45a7bea75..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-product-new-reviewer-adoption/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-new-reviewer-adoption -kind: external -task_type: binary_classification -description: Whether the product attracts a reviewer who has never reviewed it before next window. -entity_table: products -entity_col: product_id -target_col: new_reviewer_adopted -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-one-star-event/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-product-one-star-event/manifest.yaml deleted file mode 100644 index 3b75d803c919f7831c6430a6418b6b61ebdc3632..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-product-one-star-event/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-one-star-event -kind: external -task_type: binary_classification -description: Whether the product receives at least one 1-star (rare extreme-negative) review in the next window. -entity_table: products -entity_col: product_id -target_col: has_one_star -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-rating-concentration/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-product-rating-concentration/manifest.yaml deleted file mode 100644 index 476af5502b1d61f523f35c816acfe01d3d8daeb6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-product-rating-concentration/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-concentration -kind: external -task_type: regression -description: Predict the total sum of ratings a clothing product will receive in the next time window, reflecting overall popularity. -entity_table: products -entity_col: product_id -target_col: rating_sum_next -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-rating-trend-reversal/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-product-rating-trend-reversal/manifest.yaml deleted file mode 100644 index 8e23fb3d106ba7b8a8457883d4f6e048cdca0c0e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-product-rating-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend-reversal -kind: external -task_type: binary_classification -description: Whether the direction of the product's mean rating change flips between this and next window. -entity_table: products -entity_col: product_id -target_col: rating_trend_flipped -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-rating-volatility/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-product-rating-volatility/manifest.yaml deleted file mode 100644 index 23b2d968d98e5ee88b9dacc02bef904dcb29929d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-product-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-volatility -kind: external -task_type: regression -description: Standard deviation of the product's ratings next window. -entity_table: products -entity_col: product_id -target_col: rating_volatility -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-review-share/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-product-review-share/manifest.yaml deleted file mode 100644 index 3f2b38a5e2a7016faa93d1f27c31a5b4093b4387..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-product-review-share/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-share -kind: external -task_type: regression -description: Product's share of total review volume across the catalog next window. -entity_table: products -entity_col: product_id -target_col: review_share -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-streak-length/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-product-streak-length/manifest.yaml deleted file mode 100644 index 7a4ba1c6fa5f07155272f17fc291a6331149dd89..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-product-streak-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-streak-length -kind: external -task_type: regression -description: Longest consecutive-sub-period streak of receiving reviews for the product in the next window. -entity_table: products -entity_col: product_id -target_col: review_streak -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-time-until-next-review/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-product-time-until-next-review/manifest.yaml deleted file mode 100644 index a2428c42c8928ebb11b852b463f1fb345417275f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-product-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-time-until-next-review -kind: external -task_type: regression -description: Days until the product receives its next review. -entity_table: products -entity_col: product_id -target_col: days_to_next_review -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-product-top-rated/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-product-top-rated/manifest.yaml deleted file mode 100644 index d253bb8ae4737d0defd95ae4fada19177932328f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-product-top-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-rated -kind: external -task_type: binary_classification -description: Predict whether a clothing product will rank in the top 25% by mean rating among all products in the next time window. -entity_table: products -entity_col: product_id -target_col: is_top_rated_product -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-active/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-reviewer-active/manifest.yaml deleted file mode 100644 index 6ebdc09b7043af572def3166aeaf4e8549bcacfc..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-reviewer-active/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post at least one clothing review in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_active -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index 7fde6359dd122036a9d51106ca70cbc0f170dd64..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post no clothing reviews in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_churned -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-high-vote-post/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-reviewer-high-vote-post/manifest.yaml deleted file mode 100644 index cba15a005efc1c08b1c90797a6c86821b2b6a384..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-reviewer-high-vote-post/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-high-vote-post -kind: external -task_type: binary_classification -description: Whether the reviewer posts at least 2 reviews receiving helpful votes in the next window (rare influencer signal). -entity_table: reviewers -entity_col: reviewer_id -target_col: has_influential -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-multi-verified-burst/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-reviewer-multi-verified-burst/manifest.yaml deleted file mode 100644 index c7e435d0fcce030121fb2d27cc4db0cd49f0ec20..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-reviewer-multi-verified-burst/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-multi-verified-burst -kind: external -task_type: binary_classification -description: Whether the reviewer posts at least 3 verified purchase reviews in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: burst_verified -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-new-product-adoption/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-reviewer-new-product-adoption/manifest.yaml deleted file mode 100644 index 6098f3827273ab559a9e7613e8c36aa0c58dfa2e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-reviewer-new-product-adoption/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-new-product-adoption -kind: external -task_type: binary_classification -description: Whether the reviewer reviews a product they have never reviewed before next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: new_product_adopted -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-perfect-rating-event/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-reviewer-perfect-rating-event/manifest.yaml deleted file mode 100644 index 4380ea6c38a1dd24eff6e3b019e295858c6e88f4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-reviewer-perfect-rating-event/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-perfect-rating-event -kind: external -task_type: binary_classification -description: Whether the reviewer posts a 5-star verified review in the next window (rare joint event). -entity_table: reviewers -entity_col: reviewer_id -target_col: has_five_star -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index 017fc12af2f324aaf30b83ab080372d9b06556d6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a previously active reviewer who was absent will return and post a clothing review in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_returning_reviewer -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-review-count/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-reviewer-review-count/manifest.yaml deleted file mode 100644 index a65e9ca359335146a43cb6c50154f2ee7f96327d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-reviewer-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-count -kind: external -task_type: regression -description: Predict the number of clothing reviews a reviewer will post in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: review_count_next -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-streak-length/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-reviewer-streak-length/manifest.yaml deleted file mode 100644 index a7cd775d9a6151ec20fe24bf5a6b370d23bdf5d2..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-reviewer-streak-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-streak-length -kind: external -task_type: regression -description: Longest consecutive-sub-period active streak of the reviewer within the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: active_streak -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-verified-purchase-rare/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-reviewer-verified-purchase-rare/manifest.yaml deleted file mode 100644 index 22611e1c230ecbc8cf60ec9689aab0f4c25bc973..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-reviewer-verified-purchase-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-purchase-rare -kind: external -task_type: binary_classification -description: Whether the reviewer posts at least one verified purchase review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: has_verified -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-voted-review-rare/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-reviewer-voted-review-rare/manifest.yaml deleted file mode 100644 index 44bd5f3df3571fcba01e7e9edf7c3d7e4b6476f1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-reviewer-voted-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-voted-review-rare -kind: external -task_type: binary_classification -description: Whether the reviewer posts a review that receives helpful votes (rare engagement event) in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: has_voted -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-clothing/tasks/predict-reviewer-will-repeat-product/manifest.yaml b/thejoin-amazon-clothing/tasks/predict-reviewer-will-repeat-product/manifest.yaml deleted file mode 100644 index 894c48490957e151cef8100c94b377683b4f2f9c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-clothing/tasks/predict-reviewer-will-repeat-product/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-will-repeat-product -kind: external -task_type: binary_classification -description: Whether the reviewer's next review is for the same product as their most recent review. -entity_table: reviewers -entity_col: reviewer_id -target_col: repeats_last_product -time_col: timestamp -timedelta: 46 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/README.md b/thejoin-amazon-digital-music/README.md deleted file mode 100644 index 3190ee354345246863e02ef50aa40986a6a1792f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/README.md +++ /dev/null @@ -1,57 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-digital-music ---- - -# recommendations-amazon-digital-music - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-new-reviewer-early-persist` | external | binary_classification | Whether a new reviewer persists with any activity during their first two windows rather than churning after first review. | -| `predict-new-reviewer-extended-activity` | external | binary_classification | Whether a newly-appeared reviewer remains active across a longer lookforward window (3 windows). | -| `predict-new-reviewer-multi-track` | external | binary_classification | Whether a new reviewer reviews multiple distinct tracks within their first two windows. | -| `predict-new-reviewer-verified-activity` | external | binary_classification | Whether a newly-appeared reviewer posts any verified-purchase review in their first two windows. | -| `predict-new-reviewer-will-return` | external | binary_classification | Whether a brand-new reviewer (first review in window) posts another review within their first two windows. | -| `predict-reviewer-active` | external | binary_classification | Predict whether a reviewer will post at least one digital music review in the next time window. | -| `predict-reviewer-avg-rating` | external | regression | Predict the mean rating a reviewer will give to digital music in the next time window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will post no digital music reviews in the next time window. | -| `predict-reviewer-rare-highvote-review` | external | binary_classification | Whether reviewer posts a review that receives high community votes next window (rare viral event). | -| `predict-reviewer-rare-long-review` | external | binary_classification | Whether reviewer writes a long-form review (review_len high) next window, a rare deep-engagement event. | -| `predict-reviewer-rare-onestar-review` | external | binary_classification | Whether reviewer posts at least one 1-star review next window (rare negative sentiment event). | -| `predict-reviewer-rare-premium-track` | external | binary_classification | Whether reviewer reviews a premium-priced track (price > 100) next window. | -| `predict-reviewer-rare-verified-review` | external | binary_classification | Whether reviewer posts at least one verified-purchase review next window (rare high-signal event). | -| `predict-reviewer-rating-trend` | external | binary_classification | Predict whether a reviewer's mean rating will increase in the next time window compared to the previous. | -| `predict-reviewer-rating-volatility` | external | regression | Predict the standard deviation of ratings given by a reviewer in the next time window, indicating consistency. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a previously active reviewer who was absent will return and post a digital music review in the next time window. | -| `predict-reviewer-review-count` | external | regression | Predict the number of digital music reviews a reviewer will post in the next time window. | -| `predict-reviewer-review-length-change` | external | regression | Predict the change in a reviewer's mean review length from the previous to the next time window. | -| `predict-track-avg-rating` | external | regression | Predict the mean rating a digital music track will receive in the next time window. | -| `predict-track-long-reviewed` | external | binary_classification | Predict whether a track's reviews will have mean review length exceeding 150 characters in the next time window. | -| `predict-track-rare-highvote-review` | external | binary_classification | Whether track receives a review with many helpful-votes next window (rare viral event). | -| `predict-track-rare-longform-review` | external | binary_classification | Whether track receives a long-form review (review_len high) next window. | -| `predict-track-rare-onestar-review` | external | binary_classification | Whether track receives at least one 1-star review next window (rare backlash event). | -| `predict-track-rare-repeat-reviewer` | external | binary_classification | Whether track receives at least one review from a returning reviewer next window (rare repeat-engagement). | -| `predict-track-rare-verified-review` | external | binary_classification | Whether track receives at least one verified-purchase review next window. | -| `predict-track-top-reviewed` | external | binary_classification | Predict whether a track will rank in the top 25% by mean rating among all tracks in the next time window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-digital-music") -task = relbench.load_task("recommendations-amazon-digital-music", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-digital-music/manifest.yaml b/thejoin-amazon-digital-music/manifest.yaml deleted file mode 100644 index cdb8817f6a8649691f6a926910bf0094ba3c53b8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-digital-music -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - track_id: tracks - tracks: - pkey: track_id - time_col: null - fkeys: {} diff --git a/thejoin-amazon-digital-music/schema.svg b/thejoin-amazon-digital-music/schema.svg deleted file mode 100644 index 90ba2ba1b31d511a0a44b054d24a38f79f25cc62..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->reviewers:w - - - -reviews:e->tracks:w - - -reviewers - -reviewers - -17K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -170K rows - -reviewer_id - -FK - -track_id - -FK - -timestamp - -TIME - -rating - -int - -vote - -int - -review_len - -int - -verified - -bool - - - -tracks - -tracks - -12K rows - -track_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -null - - - - \ No newline at end of file diff --git a/thejoin-amazon-digital-music/tasks/predict-new-reviewer-early-persist/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-new-reviewer-early-persist/manifest.yaml deleted file mode 100644 index cf12d30bc7c632cbf8e9afa8f54f5c8b653bf135..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-new-reviewer-early-persist/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-early-persist -kind: external -task_type: binary_classification -description: Whether a new reviewer persists with any activity during their first two windows rather than churning after first review. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_persist -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-new-reviewer-extended-activity/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-new-reviewer-extended-activity/manifest.yaml deleted file mode 100644 index bd716fb591bcd5b7ef292a435ef580cd10cd51ba..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-new-reviewer-extended-activity/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-extended-activity -kind: external -task_type: binary_classification -description: Whether a newly-appeared reviewer remains active across a longer lookforward window (3 windows). -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_extended -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-new-reviewer-multi-track/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-new-reviewer-multi-track/manifest.yaml deleted file mode 100644 index a7afecb19b1808ecf9ecf7296d4e02def7f2b6f3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-new-reviewer-multi-track/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-multi-track -kind: external -task_type: binary_classification -description: Whether a new reviewer reviews multiple distinct tracks within their first two windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_multi -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-new-reviewer-verified-activity/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-new-reviewer-verified-activity/manifest.yaml deleted file mode 100644 index 7ee03b474b1ac74b2a122883b3874ced4fd49529..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-new-reviewer-verified-activity/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-verified-activity -kind: external -task_type: binary_classification -description: Whether a newly-appeared reviewer posts any verified-purchase review in their first two windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_verified -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-new-reviewer-will-return/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-new-reviewer-will-return/manifest.yaml deleted file mode 100644 index e41678b3c163e5978d59d7488147c80205fe8366..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-new-reviewer-will-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-will-return -kind: external -task_type: binary_classification -description: Whether a brand-new reviewer (first review in window) posts another review within their first two windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_return -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-active/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-reviewer-active/manifest.yaml deleted file mode 100644 index 1e022d1cb1a6ae88fdb263ac394c62be842d88f5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-reviewer-active/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post at least one digital music review in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_active -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-avg-rating/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-reviewer-avg-rating/manifest.yaml deleted file mode 100644 index d811feb401eeb3c4a4629b29631ca86415afd169..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-reviewer-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-avg-rating -kind: external -task_type: regression -description: Predict the mean rating a reviewer will give to digital music in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index 9cceb83c268d4785aa6f0e009b32aa720c2bd91e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post no digital music reviews in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_churned -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-rare-highvote-review/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-reviewer-rare-highvote-review/manifest.yaml deleted file mode 100644 index 283b0330e0fc04130f4eecaf6237c05e98362900..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-reviewer-rare-highvote-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rare-highvote-review -kind: external -task_type: binary_classification -description: Whether reviewer posts a review that receives high community votes next window (rare viral event). -entity_table: reviewers -entity_col: reviewer_id -target_col: will_viral -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-rare-long-review/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-reviewer-rare-long-review/manifest.yaml deleted file mode 100644 index 9677b5673e2cfcbad5a64e5c7b3fab38067d5cb0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-reviewer-rare-long-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rare-long-review -kind: external -task_type: binary_classification -description: Whether reviewer writes a long-form review (review_len high) next window, a rare deep-engagement event. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_longform -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-rare-onestar-review/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-reviewer-rare-onestar-review/manifest.yaml deleted file mode 100644 index c820996090715f73e141d64577df3e5ed6afa5bb..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-reviewer-rare-onestar-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rare-onestar-review -kind: external -task_type: binary_classification -description: Whether reviewer posts at least one 1-star review next window (rare negative sentiment event). -entity_table: reviewers -entity_col: reviewer_id -target_col: will_onestar -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-rare-premium-track/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-reviewer-rare-premium-track/manifest.yaml deleted file mode 100644 index 488c1c3af6b8ff4fb79d81100539e7494eb8ef6a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-reviewer-rare-premium-track/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rare-premium-track -kind: external -task_type: binary_classification -description: Whether reviewer reviews a premium-priced track (price > 100) next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_premium -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-rare-verified-review/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-reviewer-rare-verified-review/manifest.yaml deleted file mode 100644 index fc5699acc1882836669f62278dff6ad4630636a1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-reviewer-rare-verified-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rare-verified-review -kind: external -task_type: binary_classification -description: Whether reviewer posts at least one verified-purchase review next window (rare high-signal event). -entity_table: reviewers -entity_col: reviewer_id -target_col: will_verify -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-rating-trend/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-reviewer-rating-trend/manifest.yaml deleted file mode 100644 index 5769217552bbb4185addd6cd402f6e7a4306aa9f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-reviewer-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a reviewer's mean rating will increase in the next time window compared to the previous. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_rating_increasing -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-rating-volatility/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-reviewer-rating-volatility/manifest.yaml deleted file mode 100644 index 7c5aebb34de8d31bff08eeed150280ba9e1ee8a9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-reviewer-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings given by a reviewer in the next time window, indicating consistency. -entity_table: reviewers -entity_col: reviewer_id -target_col: rating_volatility_next -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index 237fae5f6d9932d13d60337f8ac8dd1c9aede608..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a previously active reviewer who was absent will return and post a digital music review in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_returning_reviewer -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-review-count/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-reviewer-review-count/manifest.yaml deleted file mode 100644 index bb018315dd99369f7c18bb572eac6e7281d8d01f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-reviewer-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-count -kind: external -task_type: regression -description: Predict the number of digital music reviews a reviewer will post in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: review_count_next -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-reviewer-review-length-change/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-reviewer-review-length-change/manifest.yaml deleted file mode 100644 index 8782a853641c675d9b9b677a5fb67646a74b83c9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-reviewer-review-length-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-length-change -kind: external -task_type: regression -description: Predict the change in a reviewer's mean review length from the previous to the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: review_len_change_next -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-track-avg-rating/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-track-avg-rating/manifest.yaml deleted file mode 100644 index f5f886b76cfe2428e32ee22104a4c3429580b277..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-track-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-track-avg-rating -kind: external -task_type: regression -description: Predict the mean rating a digital music track will receive in the next time window. -entity_table: tracks -entity_col: track_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-track-long-reviewed/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-track-long-reviewed/manifest.yaml deleted file mode 100644 index 837f38c4f7c1bf979b2b39cfde4168fb7ea30352..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-track-long-reviewed/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-track-long-reviewed -kind: external -task_type: binary_classification -description: Predict whether a track's reviews will have mean review length exceeding 150 characters in the next time window. -entity_table: tracks -entity_col: track_id -target_col: is_long_reviewed -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-track-rare-highvote-review/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-track-rare-highvote-review/manifest.yaml deleted file mode 100644 index 3b8684e747da8d2830f4e5dcd9037813330a1319..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-track-rare-highvote-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-track-rare-highvote-review -kind: external -task_type: binary_classification -description: Whether track receives a review with many helpful-votes next window (rare viral event). -entity_table: tracks -entity_col: track_id -target_col: will_viral -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-track-rare-longform-review/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-track-rare-longform-review/manifest.yaml deleted file mode 100644 index 73c2024b4849c47b2a2fd37743f94d7884023863..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-track-rare-longform-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-track-rare-longform-review -kind: external -task_type: binary_classification -description: Whether track receives a long-form review (review_len high) next window. -entity_table: tracks -entity_col: track_id -target_col: will_longform -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-track-rare-onestar-review/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-track-rare-onestar-review/manifest.yaml deleted file mode 100644 index 6b2e095df815d80d8fbc12bc3df5fb4a67e5e1be..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-track-rare-onestar-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-track-rare-onestar-review -kind: external -task_type: binary_classification -description: Whether track receives at least one 1-star review next window (rare backlash event). -entity_table: tracks -entity_col: track_id -target_col: will_onestar -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-track-rare-repeat-reviewer/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-track-rare-repeat-reviewer/manifest.yaml deleted file mode 100644 index 1ffaa6976fb765c1fe01a348988b0074225ca0e2..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-track-rare-repeat-reviewer/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-track-rare-repeat-reviewer -kind: external -task_type: binary_classification -description: Whether track receives at least one review from a returning reviewer next window (rare repeat-engagement). -entity_table: tracks -entity_col: track_id -target_col: will_repeat_listener -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-track-rare-verified-review/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-track-rare-verified-review/manifest.yaml deleted file mode 100644 index ad75f227c5bf28198828f3171ae4afd21c3f6957..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-track-rare-verified-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-track-rare-verified-review -kind: external -task_type: binary_classification -description: Whether track receives at least one verified-purchase review next window. -entity_table: tracks -entity_col: track_id -target_col: will_verify -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-digital-music/tasks/predict-track-top-reviewed/manifest.yaml b/thejoin-amazon-digital-music/tasks/predict-track-top-reviewed/manifest.yaml deleted file mode 100644 index a2c785b7f14073934c4b549618465e9d0178dbaa..0000000000000000000000000000000000000000 --- a/thejoin-amazon-digital-music/tasks/predict-track-top-reviewed/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-track-top-reviewed -kind: external -task_type: binary_classification -description: Predict whether a track will rank in the top 25% by mean rating among all tracks in the next time window. -entity_table: tracks -entity_col: track_id -target_col: is_top_reviewed_track -time_col: timestamp -timedelta: 64 days 05:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/README.md b/thejoin-amazon-electronics/README.md deleted file mode 100644 index d688471fcdc8184c551f3091d4d5d4f234597205..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/README.md +++ /dev/null @@ -1,92 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-electronics ---- - -# recommendations-amazon-electronics - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-product-all-verified` | external | binary_classification | Whether all reviews for a product are verified (mean verified == 1) next window. | -| `predict-product-any-new-review` | external | binary_classification | Whether the product gets any new review next window. | -| `predict-product-avg-review-length` | external | regression | Average written review length for a product next window. | -| `predict-product-churn` | external | binary_classification | Predict whether a product receives no reviews in the next time window (loss of interest) | -| `predict-product-churn-h4` | external | binary_classification | Whether the product receives zero reviews over the next 4 windows. | -| `predict-product-churn-h6` | external | binary_classification | Whether the product receives zero reviews over the next 6 windows. | -| `predict-product-churn-h8` | external | binary_classification | Whether the product receives zero reviews over the next 8 windows. | -| `predict-product-long-review` | external | binary_classification | Whether any review exceeds 1000 characters next window. | -| `predict-product-low-rating` | external | binary_classification | Whether a product's average rating drops below 3.5 next window (quality decline). | -| `predict-product-low-rating-event` | external | binary_classification | Whether the product receives any 1-star rating next window. | -| `predict-product-max-review-len` | external | regression | Longest review length posted on a product next window. | -| `predict-product-max-review-length` | external | regression | Longest written review for a product next window. | -| `predict-product-mean-rating` | external | regression | Predict the mean rating an electronics product receives in the next time window | -| `predict-product-min-rating` | external | regression | Lowest rating a product receives next window. | -| `predict-product-popular-next-window` | external | binary_classification | Whether a product's rating sum exceeds 25 (heavy review burst) next window. | -| `predict-product-rating-trend` | external | binary_classification | Predict whether a product's mean rating increases in the next window compared to the current window. | -| `predict-product-rating-volatility` | external | regression | Predict the standard deviation of ratings for a product in the next window, reflecting opinion polarization. | -| `predict-product-return` | external | binary_classification | Predict whether a product that received no reviews in the current window will receive reviews again in the next window. | -| `predict-product-return-h4` | external | binary_classification | Whether a currently-dormant product receives any review within the next 4 windows. | -| `predict-product-return-h6` | external | binary_classification | Whether a currently-dormant product receives any review within the next 6 windows. | -| `predict-product-return-h8` | external | binary_classification | Whether a currently-dormant product receives any review within the next 8 windows. | -| `predict-product-review-count` | external | regression | Predict the number of reviews an electronics product receives in the next time window | -| `predict-product-review-length-change` | external | regression | Predict the change in mean review length for a product between the current and next windows. | -| `predict-product-time-until-next-h6` | external | regression | Days until the product's next review, measured over a 6-window lookforward. | -| `predict-product-time-until-next-h8` | external | regression | Days until the product's next review, measured over an 8-window lookforward. | -| `predict-product-top-review-volume` | external | binary_classification | Predict whether a product is in the top 25% by number of reviews received in the next window. | -| `predict-product-total-rating-sum` | external | regression | Sum of ratings a product receives next window (weighted engagement). | -| `predict-product-unique-reviewers` | external | regression | Max reviewer_id touching the product (newest cohort) next window. | -| `predict-product-verified-count` | external | regression | Number of verified reviews for a product next window. | -| `predict-product-verified-share` | external | regression | Fraction of verified purchases among reviews for a product next window. | -| `predict-product-will-be-reviewed` | external | binary_classification | Whether the product receives any review next window. | -| `predict-reviewer-avg-review-length` | external | regression | Average length of a reviewer's written reviews next window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will write no reviews in the next time window | -| `predict-reviewer-churn-h4` | external | binary_classification | Whether the reviewer has zero review activity over the next 4 windows. | -| `predict-reviewer-churn-h5` | external | binary_classification | Whether the reviewer has zero review activity over the next 5 windows. | -| `predict-reviewer-churn-h6` | external | binary_classification | Whether the reviewer has zero review activity over the next 6 windows. | -| `predict-reviewer-churn-h8` | external | binary_classification | Whether the reviewer has zero review activity over the next 8 windows. | -| `predict-reviewer-distinct-products` | external | regression | Predict how many distinct products a reviewer will review in the next window. | -| `predict-reviewer-harsh-critic` | external | binary_classification | Whether a reviewer leaves at least one 1-star rating next window. | -| `predict-reviewer-long-review-writer` | external | binary_classification | Whether mean review length exceeds 500 characters next window. | -| `predict-reviewer-long-writer` | external | binary_classification | Whether a reviewer's max review length exceeds 1000 chars next window. | -| `predict-reviewer-max-rating` | external | regression | Highest rating a reviewer gives next window. | -| `predict-reviewer-max-review-len` | external | regression | Longest single review a reviewer writes next window. | -| `predict-reviewer-mean-rating` | external | regression | Predict the mean rating a reviewer gives across their reviews in the next time window | -| `predict-reviewer-min-rating` | external | regression | Lowest rating a reviewer gives next window. | -| `predict-reviewer-rating-sum` | external | regression | Sum of ratings given by a reviewer next window. | -| `predict-reviewer-rating-trend` | external | binary_classification | Predict whether a reviewer's mean rating increases in the next window, indicating more favorable assessments. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a reviewer who was inactive in the current window will post a review again in the next window. | -| `predict-reviewer-return-h4` | external | binary_classification | Whether a currently-inactive reviewer reactivates and posts a review within the next 4 windows. | -| `predict-reviewer-return-h5` | external | binary_classification | Whether a currently-inactive reviewer reactivates and posts a review within the next 5 windows. | -| `predict-reviewer-return-h6` | external | binary_classification | Whether a currently-inactive reviewer reactivates and posts a review within the next 6 windows. | -| `predict-reviewer-return-h8` | external | binary_classification | Whether a currently-inactive reviewer reactivates and posts a review within the next 8 windows. | -| `predict-reviewer-review-3w` | external | regression | Review count from a reviewer over three-window horizon. | -| `predict-reviewer-review-count` | external | regression | Predict the number of reviews a reviewer writes in the next time window | -| `predict-reviewer-time-until-next-h4` | external | regression | Days until the reviewer's next review, measured over a 4-window lookforward. | -| `predict-reviewer-time-until-next-h5` | external | regression | Days until the reviewer's next review, measured over a 5-window lookforward. | -| `predict-reviewer-time-until-next-h6` | external | regression | Days until the reviewer's next review, measured over a 6-window lookforward. | -| `predict-reviewer-time-until-next-h8` | external | regression | Days until the reviewer's next review, measured over an 8-window lookforward. | -| `predict-reviewer-verified-only` | external | binary_classification | Whether the reviewer writes only verified reviews next window. | -| `predict-reviewer-verified-ratio` | external | binary_classification | Predict whether all of a reviewer's reviews in the next time window are verified purchases | -| `predict-reviewer-will-review-product` | external | binary_classification | Whether the reviewer posts any electronics review next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-electronics") -task = relbench.load_task("recommendations-amazon-electronics", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-electronics/manifest.yaml b/thejoin-amazon-electronics/manifest.yaml deleted file mode 100644 index 94c0b783e54f3e5da418794abd28258e721772ce..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-electronics -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-electronics/schema.svg b/thejoin-amazon-electronics/schema.svg deleted file mode 100644 index f4147e77c4a15a62621f9e1b0b3e3efa3e99e0c9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -160K rows - -product_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -541K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -5M rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-electronics/tasks/predict-product-all-verified/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-all-verified/manifest.yaml deleted file mode 100644 index 88d90011bf78c502148c6d9cb269f0f5975e1502..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-all-verified/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-all-verified -kind: external -task_type: binary_classification -description: Whether all reviews for a product are verified (mean verified == 1) next window. -entity_table: products -entity_col: product_id -target_col: all_verified -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-any-new-review/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-any-new-review/manifest.yaml deleted file mode 100644 index 741281496637c106f2da2b410ee5ee5a36543b86..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-any-new-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-any-new-review -kind: external -task_type: binary_classification -description: Whether the product gets any new review next window. -entity_table: products -entity_col: product_id -target_col: book_has_review -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-avg-review-length/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-avg-review-length/manifest.yaml deleted file mode 100644 index 99ef09edad1daa640d86fbb7e87202e51e13b88e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-avg-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-avg-review-length -kind: external -task_type: regression -description: Average written review length for a product next window. -entity_table: products -entity_col: product_id -target_col: avg_review_len -time_col: timestamp -timedelta: 56 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-churn-h4/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-churn-h4/manifest.yaml deleted file mode 100644 index 4a29787fc8161a0ccd765b75893734a17bacfc97..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-churn-h4/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-churn-h4 -kind: external -task_type: binary_classification -description: Whether the product receives zero reviews over the next 4 windows. -entity_table: products -entity_col: product_id -target_col: churned_h4 -time_col: timestamp -timedelta: 227 days 22:04:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-churn-h6/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-churn-h6/manifest.yaml deleted file mode 100644 index fcf9f820b13cbdbf750c70ccd2f5483b82ce2027..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-churn-h6/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-churn-h6 -kind: external -task_type: binary_classification -description: Whether the product receives zero reviews over the next 6 windows. -entity_table: products -entity_col: product_id -target_col: churned_h6 -time_col: timestamp -timedelta: 341 days 21:07:12 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-churn-h8/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-churn-h8/manifest.yaml deleted file mode 100644 index f8acb241342317d7d3487e364ecfbf69570ac322..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-churn-h8/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-churn-h8 -kind: external -task_type: binary_classification -description: Whether the product receives zero reviews over the next 8 windows. -entity_table: products -entity_col: product_id -target_col: churned_h8 -time_col: timestamp -timedelta: 455 days 20:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-churn/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-churn/manifest.yaml deleted file mode 100644 index 089fd435fd20dc0d442dbc42f82e8b8ab490ac08..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-churn -kind: external -task_type: binary_classification -description: Predict whether a product receives no reviews in the next time window (loss of interest) -entity_table: products -entity_col: product_id -target_col: predict_product_churn -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-long-review/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-long-review/manifest.yaml deleted file mode 100644 index b8b2fc751c798a75ec2bbe508801286c8248b06e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-long-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-long-review -kind: external -task_type: binary_classification -description: Whether any review exceeds 1000 characters next window. -entity_table: products -entity_col: product_id -target_col: long_review -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-low-rating-event/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-low-rating-event/manifest.yaml deleted file mode 100644 index 40b51f189b20403f856ad92006f502f47f48a0a3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-low-rating-event/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-low-rating-event -kind: external -task_type: binary_classification -description: Whether the product receives any 1-star rating next window. -entity_table: products -entity_col: product_id -target_col: low_rating_event -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-low-rating/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-low-rating/manifest.yaml deleted file mode 100644 index aa35b7fd036b7b6162305cd7dd2e9843891123bf..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-low-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-low-rating -kind: external -task_type: binary_classification -description: Whether a product's average rating drops below 3.5 next window (quality decline). -entity_table: products -entity_col: product_id -target_col: low_rating -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-max-review-len/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-max-review-len/manifest.yaml deleted file mode 100644 index aa5edb1ed68db97eee11ea8e4db37702f58245d3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-max-review-len/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-max-review-len -kind: external -task_type: regression -description: Longest review length posted on a product next window. -entity_table: products -entity_col: product_id -target_col: max_review_len -time_col: timestamp -timedelta: 56 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-max-review-length/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-max-review-length/manifest.yaml deleted file mode 100644 index 7b033154ace957c239a4830df99d278f6ba690a3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-max-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-max-review-length -kind: external -task_type: regression -description: Longest written review for a product next window. -entity_table: products -entity_col: product_id -target_col: max_review_len -time_col: timestamp -timedelta: 56 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-mean-rating/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-mean-rating/manifest.yaml deleted file mode 100644 index adf295e48763763af2439909e9a2f70d192a50ce..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-mean-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-mean-rating -kind: external -task_type: regression -description: Predict the mean rating an electronics product receives in the next time window -entity_table: products -entity_col: product_id -target_col: pred_rating -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-min-rating/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-min-rating/manifest.yaml deleted file mode 100644 index 37062c5e1f7bf924b078e732088c7cb13c92e105..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-min-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-min-rating -kind: external -task_type: regression -description: Lowest rating a product receives next window. -entity_table: products -entity_col: product_id -target_col: min_rating -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-popular-next-window/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-popular-next-window/manifest.yaml deleted file mode 100644 index c2753012fce016e08e8a0f684af697278ba72e21..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-popular-next-window/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-popular-next-window -kind: external -task_type: binary_classification -description: Whether a product's rating sum exceeds 25 (heavy review burst) next window. -entity_table: products -entity_col: product_id -target_col: popular -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-rating-trend/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-rating-trend/manifest.yaml deleted file mode 100644 index da7daf7ea95741d2de8c2fcb46f74f90b3be4f46..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a product's mean rating increases in the next window compared to the current window. -entity_table: products -entity_col: product_id -target_col: rating_trend -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-rating-volatility/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-rating-volatility/manifest.yaml deleted file mode 100644 index 14871cade48dcca5dbb3d994c389246fda9eaf51..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings for a product in the next window, reflecting opinion polarization. -entity_table: products -entity_col: product_id -target_col: rating_volatility -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-return-h4/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-return-h4/manifest.yaml deleted file mode 100644 index 5d673b4c14bab3ba8c525fbe06d5df4e0ab56723..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-return-h4/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-return-h4 -kind: external -task_type: binary_classification -description: Whether a currently-dormant product receives any review within the next 4 windows. -entity_table: products -entity_col: product_id -target_col: returned_h4 -time_col: timestamp -timedelta: 227 days 22:04:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-return-h6/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-return-h6/manifest.yaml deleted file mode 100644 index c6160082598dff9c75cda1aab0334d100cd1ae59..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-return-h6/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-return-h6 -kind: external -task_type: binary_classification -description: Whether a currently-dormant product receives any review within the next 6 windows. -entity_table: products -entity_col: product_id -target_col: returned_h6 -time_col: timestamp -timedelta: 341 days 21:07:12 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-return-h8/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-return-h8/manifest.yaml deleted file mode 100644 index d711fb98ee172a8dac50bcecf36c6af42b935988..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-return-h8/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-return-h8 -kind: external -task_type: binary_classification -description: Whether a currently-dormant product receives any review within the next 8 windows. -entity_table: products -entity_col: product_id -target_col: returned_h8 -time_col: timestamp -timedelta: 455 days 20:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-return/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-return/manifest.yaml deleted file mode 100644 index 91ca80f8fe8935e2cbbd2d5ed7c23af460813291..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-return -kind: external -task_type: binary_classification -description: Predict whether a product that received no reviews in the current window will receive reviews again in the next window. -entity_table: products -entity_col: product_id -target_col: product_returns -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-review-count/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-review-count/manifest.yaml deleted file mode 100644 index 48de854e269644cb6c673bce17e00d24b90c7a84..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-count -kind: external -task_type: regression -description: Predict the number of reviews an electronics product receives in the next time window -entity_table: products -entity_col: product_id -target_col: predict_product_review_count -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-review-length-change/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-review-length-change/manifest.yaml deleted file mode 100644 index 59fd9f20efcdf0b955f9431cc298c3f324864bf2..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-review-length-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-length-change -kind: external -task_type: regression -description: Predict the change in mean review length for a product between the current and next windows. -entity_table: products -entity_col: product_id -target_col: review_length_change -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-time-until-next-h6/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-time-until-next-h6/manifest.yaml deleted file mode 100644 index b4ea1f9c247c998e489c5e0b805d46bc38ab20be..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-time-until-next-h6/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-time-until-next-h6 -kind: external -task_type: regression -description: Days until the product's next review, measured over a 6-window lookforward. -entity_table: products -entity_col: product_id -target_col: days_to_next_h6 -time_col: timestamp -timedelta: 341 days 21:07:12 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-time-until-next-h8/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-time-until-next-h8/manifest.yaml deleted file mode 100644 index b7453870b86a30d16f91270a8347343f2b6d28a8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-time-until-next-h8/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-time-until-next-h8 -kind: external -task_type: regression -description: Days until the product's next review, measured over an 8-window lookforward. -entity_table: products -entity_col: product_id -target_col: days_to_next_h8 -time_col: timestamp -timedelta: 455 days 20:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-top-review-volume/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-top-review-volume/manifest.yaml deleted file mode 100644 index 806658a7b0aea62e6d53dd36b9c015164a001ef6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-top-review-volume/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-review-volume -kind: external -task_type: binary_classification -description: Predict whether a product is in the top 25% by number of reviews received in the next window. -entity_table: products -entity_col: product_id -target_col: top_review_volume -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-total-rating-sum/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-total-rating-sum/manifest.yaml deleted file mode 100644 index db4b295dead30673a1fa47bb32a2b6ff14ea4f82..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-total-rating-sum/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-total-rating-sum -kind: external -task_type: regression -description: Sum of ratings a product receives next window (weighted engagement). -entity_table: products -entity_col: product_id -target_col: rating_sum -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-unique-reviewers/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-unique-reviewers/manifest.yaml deleted file mode 100644 index a9f67bf279122a0f069d1225fd522c33ec00add1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-unique-reviewers/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-unique-reviewers -kind: external -task_type: regression -description: Max reviewer_id touching the product (newest cohort) next window. -entity_table: products -entity_col: product_id -target_col: reviewer_range -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-verified-count/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-verified-count/manifest.yaml deleted file mode 100644 index e89d5f49c9e4c6a1ee5bd8a19b7fc6b769ca7012..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-verified-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-verified-count -kind: external -task_type: regression -description: Number of verified reviews for a product next window. -entity_table: products -entity_col: product_id -target_col: verified_count -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-verified-share/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-verified-share/manifest.yaml deleted file mode 100644 index 0e54bb066b1ad6a03fa85aca48929a63c3c762ed..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-verified-share/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-verified-share -kind: external -task_type: regression -description: Fraction of verified purchases among reviews for a product next window. -entity_table: products -entity_col: product_id -target_col: verified_rate -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-product-will-be-reviewed/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-product-will-be-reviewed/manifest.yaml deleted file mode 100644 index 3624652554ea380a8cda6f2de3be2ae23d3c04dd..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-product-will-be-reviewed/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-will-be-reviewed -kind: external -task_type: binary_classification -description: Whether the product receives any review next window. -entity_table: products -entity_col: product_id -target_col: reviewed_next -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-avg-review-length/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-avg-review-length/manifest.yaml deleted file mode 100644 index 752e4b028e2e0aa5dfa70b639c19c2b8caa34c7f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-avg-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-avg-review-length -kind: external -task_type: regression -description: Average length of a reviewer's written reviews next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_review_len -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-churn-h4/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-churn-h4/manifest.yaml deleted file mode 100644 index 82b5c20061159132495b485e89de4a2b67efd2c9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-churn-h4/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-h4 -kind: external -task_type: binary_classification -description: Whether the reviewer has zero review activity over the next 4 windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_h4 -time_col: timestamp -timedelta: 227 days 22:04:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-churn-h5/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-churn-h5/manifest.yaml deleted file mode 100644 index 9cf852d63ead2396923373420380874d0259d1c0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-churn-h5/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-h5 -kind: external -task_type: binary_classification -description: Whether the reviewer has zero review activity over the next 5 windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_h5 -time_col: timestamp -timedelta: 284 days 21:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-churn-h6/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-churn-h6/manifest.yaml deleted file mode 100644 index bd0a66f210f216a5a6fa3303ce0e28a8ec233c19..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-churn-h6/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-h6 -kind: external -task_type: binary_classification -description: Whether the reviewer has zero review activity over the next 6 windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_h6 -time_col: timestamp -timedelta: 341 days 21:07:12 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-churn-h8/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-churn-h8/manifest.yaml deleted file mode 100644 index fb814ac0b2a348ba7601a164b58a2d5efebdfb4d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-churn-h8/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-h8 -kind: external -task_type: binary_classification -description: Whether the reviewer has zero review activity over the next 8 windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_h8 -time_col: timestamp -timedelta: 455 days 20:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index d7fa25038c801a93174fc08b9f2b0bc4a9db62b2..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will write no reviews in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: predict_reviewer_churn -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-distinct-products/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-distinct-products/manifest.yaml deleted file mode 100644 index d29e2287d52fb0c755f56188333bcf5206a6434d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-distinct-products/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-distinct-products -kind: external -task_type: regression -description: Predict how many distinct products a reviewer will review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: distinct_products -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-harsh-critic/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-harsh-critic/manifest.yaml deleted file mode 100644 index b5d95290550f793c0b0d613c3e37cee707120724..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-harsh-critic/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-harsh-critic -kind: external -task_type: binary_classification -description: Whether a reviewer leaves at least one 1-star rating next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: harsh_critic -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-long-review-writer/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-long-review-writer/manifest.yaml deleted file mode 100644 index 6b0632fdf5dd184f6ef965fa380253957521ac19..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-long-review-writer/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-long-review-writer -kind: external -task_type: binary_classification -description: Whether mean review length exceeds 500 characters next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: verbose_reviewer -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-long-writer/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-long-writer/manifest.yaml deleted file mode 100644 index 9c7ad533f0238010090b3898b35aeb62e19c7bfe..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-long-writer/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-long-writer -kind: external -task_type: binary_classification -description: Whether a reviewer's max review length exceeds 1000 chars next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: long_writer -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-max-rating/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-max-rating/manifest.yaml deleted file mode 100644 index fa4a8ece614cfbb84cb68818a8de8a8394c8dcad..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-max-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-max-rating -kind: external -task_type: regression -description: Highest rating a reviewer gives next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_max_rating -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-max-review-len/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-max-review-len/manifest.yaml deleted file mode 100644 index f6bdc89800865ff38efc106b34e4f023bd179d81..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-max-review-len/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-max-review-len -kind: external -task_type: regression -description: Longest single review a reviewer writes next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_max_len -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-mean-rating/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-mean-rating/manifest.yaml deleted file mode 100644 index 03e3fd9d569deb04bfe2cc97c8069a61932f2d49..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-mean-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-mean-rating -kind: external -task_type: regression -description: Predict the mean rating a reviewer gives across their reviews in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: pred_rating -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-min-rating/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-min-rating/manifest.yaml deleted file mode 100644 index 22a9dbe4c55da9ffe0beb9681fe09319d2b339fa..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-min-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-min-rating -kind: external -task_type: regression -description: Lowest rating a reviewer gives next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_min_rating -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-rating-sum/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-rating-sum/manifest.yaml deleted file mode 100644 index d24832f22f861620a2aeace7a0d53375d8fc0374..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-rating-sum/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-sum -kind: external -task_type: regression -description: Sum of ratings given by a reviewer next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: rating_sum -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-rating-trend/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-rating-trend/manifest.yaml deleted file mode 100644 index a411bf88a994afd74f40cfecd06ce59e0d52ecb5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a reviewer's mean rating increases in the next window, indicating more favorable assessments. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_rating_trend -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-return-h4/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-return-h4/manifest.yaml deleted file mode 100644 index 44563316019cdc1e181dc91941f51e2cde1e64f7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-return-h4/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-h4 -kind: external -task_type: binary_classification -description: Whether a currently-inactive reviewer reactivates and posts a review within the next 4 windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_h4 -time_col: timestamp -timedelta: 227 days 22:04:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-return-h5/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-return-h5/manifest.yaml deleted file mode 100644 index 0309f8309369b00addb84a7da2d02391a695159c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-return-h5/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-h5 -kind: external -task_type: binary_classification -description: Whether a currently-inactive reviewer reactivates and posts a review within the next 5 windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_h5 -time_col: timestamp -timedelta: 284 days 21:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-return-h6/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-return-h6/manifest.yaml deleted file mode 100644 index 21eb2df2ce9c26611910755edf2047915c035dad..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-return-h6/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-h6 -kind: external -task_type: binary_classification -description: Whether a currently-inactive reviewer reactivates and posts a review within the next 6 windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_h6 -time_col: timestamp -timedelta: 341 days 21:07:12 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-return-h8/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-return-h8/manifest.yaml deleted file mode 100644 index cdf1f9ae4d056e016fcd229dba0dbf9c10635494..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-return-h8/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-h8 -kind: external -task_type: binary_classification -description: Whether a currently-inactive reviewer reactivates and posts a review within the next 8 windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_h8 -time_col: timestamp -timedelta: 455 days 20:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index 4f460a3933a99999c88c31789bacec3ca4859bfb..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a reviewer who was inactive in the current window will post a review again in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_returns -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-review-3w/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-review-3w/manifest.yaml deleted file mode 100644 index 325257c57a0ee47ec8393ecc2d2aaf863cc5be44..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-review-3w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-3w -kind: external -task_type: regression -description: Review count from a reviewer over three-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_3w -time_col: timestamp -timedelta: 170 days 14:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-review-count/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-review-count/manifest.yaml deleted file mode 100644 index 77d4aac7f0181cd8ac47b0120b463f22875fb3ac..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-count -kind: external -task_type: regression -description: Predict the number of reviews a reviewer writes in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: predict_reviewer_review_count -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-time-until-next-h4/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-time-until-next-h4/manifest.yaml deleted file mode 100644 index 1983f1b99657bda6231f579991ca60b81bfbccba..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-time-until-next-h4/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-h4 -kind: external -task_type: regression -description: Days until the reviewer's next review, measured over a 4-window lookforward. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_h4 -time_col: timestamp -timedelta: 227 days 22:04:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-time-until-next-h5/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-time-until-next-h5/manifest.yaml deleted file mode 100644 index a9a717c2a72293afd0de94f043c5ae7c5a9b0365..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-time-until-next-h5/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-h5 -kind: external -task_type: regression -description: Days until the reviewer's next review, measured over a 5-window lookforward. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_h5 -time_col: timestamp -timedelta: 284 days 21:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-time-until-next-h6/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-time-until-next-h6/manifest.yaml deleted file mode 100644 index ae40b9bd1ce8b69cdc025ca2716a435e38a5d2f5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-time-until-next-h6/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-h6 -kind: external -task_type: regression -description: Days until the reviewer's next review, measured over a 6-window lookforward. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_h6 -time_col: timestamp -timedelta: 341 days 21:07:12 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-time-until-next-h8/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-time-until-next-h8/manifest.yaml deleted file mode 100644 index 65b49b4c378e8f2d5e9bd25cfa935711ae7a9eae..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-time-until-next-h8/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-h8 -kind: external -task_type: regression -description: Days until the reviewer's next review, measured over an 8-window lookforward. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_h8 -time_col: timestamp -timedelta: 455 days 20:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-verified-only/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-verified-only/manifest.yaml deleted file mode 100644 index 0f090022a3ea5c76e098b8bb696a8a08d3a42539..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-verified-only/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-only -kind: external -task_type: binary_classification -description: Whether the reviewer writes only verified reviews next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: all_verified_reviewer -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-verified-ratio/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-verified-ratio/manifest.yaml deleted file mode 100644 index 26cc2d887c6dbbc358397ec860b94925397722f0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-verified-ratio/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-ratio -kind: external -task_type: binary_classification -description: Predict whether all of a reviewer's reviews in the next time window are verified purchases -entity_table: reviewers -entity_col: reviewer_id -target_col: pred_verified -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-electronics/tasks/predict-reviewer-will-review-product/manifest.yaml b/thejoin-amazon-electronics/tasks/predict-reviewer-will-review-product/manifest.yaml deleted file mode 100644 index d7d1947acd03e368f05ee32a8678b73c0c5a07d0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-electronics/tasks/predict-reviewer-will-review-product/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-will-review-product -kind: external -task_type: binary_classification -description: Whether the reviewer posts any electronics review next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviews_next -time_col: timestamp -timedelta: 56 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/README.md b/thejoin-amazon-fashion/README.md deleted file mode 100644 index 25d5b052720d111d0eb0d65223cd26e959fca532..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/README.md +++ /dev/null @@ -1,90 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-fashion ---- - -# recommendations-amazon-fashion - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-product-all-verified` | external | binary_classification | Whether all reviews for a product are verified next window (no suspicious reviews). | -| `predict-product-any-new-review` | external | binary_classification | Whether the product gets any new review next window. | -| `predict-product-churn` | external | binary_classification | Predict whether a fashion product receives no reviews in the next time window (loss of interest) | -| `predict-product-churn-4x` | external | binary_classification | Predict if a product receives no reviews in the next 4-window horizon. | -| `predict-product-churn-6x` | external | binary_classification | Predict if a product receives no reviews in the next 6-window horizon. | -| `predict-product-churn-8x` | external | binary_classification | Predict if a product receives no reviews in the next 8-window horizon. | -| `predict-product-low-rating` | external | binary_classification | Whether a product's average rating drops below 3.5 next window. | -| `predict-product-low-rating-event` | external | binary_classification | Whether the product receives any 1-star rating next window. | -| `predict-product-max-rating` | external | regression | Maximum rating a product receives next window. | -| `predict-product-mean-rating` | external | regression | Predict the mean rating a fashion product receives in the next time window | -| `predict-product-mean-reviewer-id` | external | regression | Average reviewer_id writing for a product next window (cohort centroid). | -| `predict-product-min-rating` | external | regression | Minimum rating a product receives next window (worst-case signal). | -| `predict-product-popular-next-window` | external | binary_classification | Whether a product's rating sum exceeds 25 next window. | -| `predict-product-rating-change` | external | regression | Predict the change in mean rating for a fashion product between the current and next windows. | -| `predict-product-rating-trend` | external | binary_classification | Predict whether a fashion product's mean rating increases in the next window compared to the current window. | -| `predict-product-rating-volatility` | external | regression | Predict the standard deviation of ratings for a fashion product in the next window, reflecting taste polarization. | -| `predict-product-return` | external | binary_classification | Predict whether a fashion product that received no reviews in the current window will receive reviews again in the next window. | -| `predict-product-return-4x` | external | binary_classification | Predict if a dormant product receives reviews in the next 4-window horizon. | -| `predict-product-return-6x` | external | binary_classification | Predict if a dormant product receives reviews in the next 6-window horizon. | -| `predict-product-review-concentration` | external | regression | Predict a fashion product's share of all reviews on the platform in the next window. | -| `predict-product-review-count` | external | regression | Predict the number of reviews a fashion product receives in the next time window | -| `predict-product-review-count-3w` | external | regression | Number of reviews for a product over a three-window horizon. | -| `predict-product-reviewer-min-id` | external | regression | Smallest reviewer_id touching a product (oldest-cohort reviewer) next window. | -| `predict-product-time-until-next-4x` | external | regression | Predict days until a product's next review within a 4-window horizon. | -| `predict-product-time-until-next-6x` | external | regression | Predict days until a product's next review within a 6-window horizon. | -| `predict-product-top-review-volume` | external | binary_classification | Predict whether a fashion product is in the top 25% by number of reviews received in the next window. | -| `predict-product-total-rating-sum` | external | regression | Sum of ratings a fashion product receives next window. | -| `predict-product-unique-reviewers` | external | regression | Max reviewer_id touching the product (newest cohort) next window. | -| `predict-product-verified-count` | external | regression | Number of verified reviews for a product next window. | -| `predict-product-verified-share` | external | regression | Fraction of verified purchases among reviews for a product next window. | -| `predict-product-will-be-reviewed` | external | binary_classification | Whether the fashion product receives any review next window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will write no reviews in the next time window | -| `predict-reviewer-churn-4x` | external | binary_classification | Predict if a reviewer has no review activity in the next 4-window horizon. | -| `predict-reviewer-churn-5x` | external | binary_classification | Predict if a reviewer has no review activity in the next 5-window horizon. | -| `predict-reviewer-churn-6x` | external | binary_classification | Predict if a reviewer has no review activity in the next 6-window horizon. | -| `predict-reviewer-churn-8x` | external | binary_classification | Predict if a reviewer has no review activity in the next 8-window horizon. | -| `predict-reviewer-distinct-products` | external | regression | Predict how many distinct fashion products a reviewer will review in the next window. | -| `predict-reviewer-generous` | external | binary_classification | Whether a reviewer's average rating is 4.5+ next window (generous reviewer). | -| `predict-reviewer-harsh-critic` | external | binary_classification | Whether a reviewer leaves at least one 1-star rating next window. | -| `predict-reviewer-max-rating` | external | regression | Highest rating a reviewer gives next window. | -| `predict-reviewer-mean-rating` | external | regression | Predict the mean rating a reviewer gives across their reviews in the next time window | -| `predict-reviewer-min-rating` | external | regression | Lowest rating a reviewer gives next window. | -| `predict-reviewer-rating-sum` | external | regression | Sum of ratings given by a reviewer next window. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a reviewer who was inactive in the current window will post a fashion review again in the next window. | -| `predict-reviewer-return-4x` | external | binary_classification | Predict if an inactive reviewer reactivates within the next 4-window horizon. | -| `predict-reviewer-return-5x` | external | binary_classification | Predict if an inactive reviewer reactivates within the next 5-window horizon. | -| `predict-reviewer-return-6x` | external | binary_classification | Predict if an inactive reviewer reactivates within the next 6-window horizon. | -| `predict-reviewer-return-7x` | external | binary_classification | Predict if an inactive reviewer reactivates within the next 7-window horizon. | -| `predict-reviewer-return-8x` | external | binary_classification | Predict if an inactive reviewer reactivates within the next 8-window horizon. | -| `predict-reviewer-review-3w` | external | regression | Review count from a reviewer over three-window horizon. | -| `predict-reviewer-review-count` | external | regression | Predict the number of reviews a reviewer writes in the next time window | -| `predict-reviewer-time-until-next-4x` | external | regression | Predict days until a reviewer's next review within a 4-window horizon. | -| `predict-reviewer-time-until-next-5x` | external | regression | Predict days until a reviewer's next review within a 5-window horizon. | -| `predict-reviewer-time-until-next-6x` | external | regression | Predict days until a reviewer's next review within a 6-window horizon. | -| `predict-reviewer-time-until-next-8x` | external | regression | Predict days until a reviewer's next review within an 8-window horizon. | -| `predict-reviewer-top-activity` | external | binary_classification | Predict whether a reviewer is among the top 25% most active reviewers in the fashion category in the next window. | -| `predict-reviewer-verified-only` | external | binary_classification | Whether the reviewer writes only verified reviews next window. | -| `predict-reviewer-verified-ratio` | external | binary_classification | Predict whether all of a reviewer's reviews in the next time window are verified purchases | -| `predict-reviewer-will-review-fashion` | external | binary_classification | Whether the reviewer posts any fashion review next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-fashion") -task = relbench.load_task("recommendations-amazon-fashion", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-fashion/manifest.yaml b/thejoin-amazon-fashion/manifest.yaml deleted file mode 100644 index 2a4d5636f11a560fee47110032e5b2b958c1282f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-fashion -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: asin - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - asin: products diff --git a/thejoin-amazon-fashion/schema.svg b/thejoin-amazon-fashion/schema.svg deleted file mode 100644 index 3b07b5143c0dd38749b46981769252a8b74b70ee..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/schema.svg +++ /dev/null @@ -1,93 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -377K rows - -asin - -PK - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -540K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -5M rows - -reviewer_id - -FK - -asin - -FK - -timestamp - -TIME - -rating - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-fashion/tasks/predict-product-all-verified/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-all-verified/manifest.yaml deleted file mode 100644 index 2ccc613d3a26c01e55edfdfbc126f1cd3009cb7b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-all-verified/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-all-verified -kind: external -task_type: binary_classification -description: Whether all reviews for a product are verified next window (no suspicious reviews). -entity_table: products -entity_col: asin -target_col: all_verified -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-any-new-review/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-any-new-review/manifest.yaml deleted file mode 100644 index 45eb0868bd925278f61ed3237495bc6612537c31..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-any-new-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-any-new-review -kind: external -task_type: binary_classification -description: Whether the product gets any new review next window. -entity_table: products -entity_col: asin -target_col: book_has_review -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-churn-4x/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-churn-4x/manifest.yaml deleted file mode 100644 index 7b9828451c23fd6da705f1067ce3a1e49e86eb28..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-churn-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-churn-4x -kind: external -task_type: binary_classification -description: Predict if a product receives no reviews in the next 4-window horizon. -entity_table: products -entity_col: asin -target_col: product_churned_4x -time_col: timestamp -timedelta: 191 days 15:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-churn-6x/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-churn-6x/manifest.yaml deleted file mode 100644 index 34d8398045f1b4b7725621b96548cd2f409c2801..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-churn-6x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-churn-6x -kind: external -task_type: binary_classification -description: Predict if a product receives no reviews in the next 6-window horizon. -entity_table: products -entity_col: asin -target_col: product_churned_6x -time_col: timestamp -timedelta: 287 days 11:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-churn-8x/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-churn-8x/manifest.yaml deleted file mode 100644 index 3b2692e024ae84afc7b56c2593d8977f0c7917af..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-churn-8x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-churn-8x -kind: external -task_type: binary_classification -description: Predict if a product receives no reviews in the next 8-window horizon. -entity_table: products -entity_col: asin -target_col: product_churned_8x -time_col: timestamp -timedelta: 383 days 06:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-churn/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-churn/manifest.yaml deleted file mode 100644 index f0556463b05cabb884510a268fefb7f2d2aba8dc..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-churn -kind: external -task_type: binary_classification -description: Predict whether a fashion product receives no reviews in the next time window (loss of interest) -entity_table: products -entity_col: asin -target_col: predict_product_churn -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-low-rating-event/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-low-rating-event/manifest.yaml deleted file mode 100644 index 746a6ab9a1e08e8d0fbebf88632268cf2bd24360..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-low-rating-event/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-low-rating-event -kind: external -task_type: binary_classification -description: Whether the product receives any 1-star rating next window. -entity_table: products -entity_col: asin -target_col: low_rating_event -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-low-rating/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-low-rating/manifest.yaml deleted file mode 100644 index 3fa92399aa7a3fc9da38f1129f8145639627ba25..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-low-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-low-rating -kind: external -task_type: binary_classification -description: Whether a product's average rating drops below 3.5 next window. -entity_table: products -entity_col: asin -target_col: low_rating -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-max-rating/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-max-rating/manifest.yaml deleted file mode 100644 index ad32a21ac3c356f170fd2031d69e61fd2c1399d7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-max-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-max-rating -kind: external -task_type: regression -description: Maximum rating a product receives next window. -entity_table: products -entity_col: asin -target_col: max_rating -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-mean-rating/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-mean-rating/manifest.yaml deleted file mode 100644 index 56bca65a621bce114ff6d3c7084d538251239142..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-mean-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-mean-rating -kind: external -task_type: regression -description: Predict the mean rating a fashion product receives in the next time window -entity_table: products -entity_col: asin -target_col: pred_rating -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-mean-reviewer-id/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-mean-reviewer-id/manifest.yaml deleted file mode 100644 index 584774bf931488c76aa4f977d745ded399d3782d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-mean-reviewer-id/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-mean-reviewer-id -kind: external -task_type: regression -description: Average reviewer_id writing for a product next window (cohort centroid). -entity_table: products -entity_col: asin -target_col: mean_reviewer_id -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-min-rating/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-min-rating/manifest.yaml deleted file mode 100644 index 60883df9096989eef852fb2cd8823a1cca50ab11..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-min-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-min-rating -kind: external -task_type: regression -description: Minimum rating a product receives next window (worst-case signal). -entity_table: products -entity_col: asin -target_col: min_rating -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-popular-next-window/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-popular-next-window/manifest.yaml deleted file mode 100644 index 71b4d2ca0c5725ab7c56f7fd732b3afa0f8d7e55..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-popular-next-window/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-popular-next-window -kind: external -task_type: binary_classification -description: Whether a product's rating sum exceeds 25 next window. -entity_table: products -entity_col: asin -target_col: popular -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-rating-change/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-rating-change/manifest.yaml deleted file mode 100644 index bfef4980d6306e752fec2bc442e4ac2a70fd5573..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-rating-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-change -kind: external -task_type: regression -description: Predict the change in mean rating for a fashion product between the current and next windows. -entity_table: products -entity_col: asin -target_col: rating_change -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-rating-trend/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-rating-trend/manifest.yaml deleted file mode 100644 index 9147df98f9436fa5503c6fcc4819afb9ea0d8a22..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a fashion product's mean rating increases in the next window compared to the current window. -entity_table: products -entity_col: asin -target_col: rating_trend -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-rating-volatility/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-rating-volatility/manifest.yaml deleted file mode 100644 index 00be6121fa2e5c5c937615ec0dfef7af501b03df..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings for a fashion product in the next window, reflecting taste polarization. -entity_table: products -entity_col: asin -target_col: rating_volatility -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-return-4x/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-return-4x/manifest.yaml deleted file mode 100644 index 169d3a17097a23e50a9e0daf7d104e069f95b5b7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-return-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-return-4x -kind: external -task_type: binary_classification -description: Predict if a dormant product receives reviews in the next 4-window horizon. -entity_table: products -entity_col: asin -target_col: product_returns_4x -time_col: timestamp -timedelta: 191 days 15:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-return-6x/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-return-6x/manifest.yaml deleted file mode 100644 index 2d088845f07943148fea5e79e44028233bd1f964..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-return-6x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-return-6x -kind: external -task_type: binary_classification -description: Predict if a dormant product receives reviews in the next 6-window horizon. -entity_table: products -entity_col: asin -target_col: product_returns_6x -time_col: timestamp -timedelta: 287 days 11:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-return/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-return/manifest.yaml deleted file mode 100644 index 682d5622af43390680c3f15c55b1e4851c604423..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-return -kind: external -task_type: binary_classification -description: Predict whether a fashion product that received no reviews in the current window will receive reviews again in the next window. -entity_table: products -entity_col: asin -target_col: product_returns -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-review-concentration/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-review-concentration/manifest.yaml deleted file mode 100644 index 140c14e1ba288117c7f7d583125f1c70a034a3e1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-review-concentration/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-concentration -kind: external -task_type: regression -description: Predict a fashion product's share of all reviews on the platform in the next window. -entity_table: products -entity_col: asin -target_col: review_concentration -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-review-count-3w/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-review-count-3w/manifest.yaml deleted file mode 100644 index b6dda180a0d7641fd20da3c0de80ff05e53dce2e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-review-count-3w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-count-3w -kind: external -task_type: regression -description: Number of reviews for a product over a three-window horizon. -entity_table: products -entity_col: asin -target_col: product_3w -time_col: timestamp -timedelta: 143 days 17:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-review-count/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-review-count/manifest.yaml deleted file mode 100644 index 4860dd84e66c4a22e29bc64a0da9067691762206..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-count -kind: external -task_type: regression -description: Predict the number of reviews a fashion product receives in the next time window -entity_table: products -entity_col: asin -target_col: predict_product_review_count -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-reviewer-min-id/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-reviewer-min-id/manifest.yaml deleted file mode 100644 index b1cb92e8d3b7c48594d38c74c6d1b8e79f970187..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-reviewer-min-id/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-reviewer-min-id -kind: external -task_type: regression -description: Smallest reviewer_id touching a product (oldest-cohort reviewer) next window. -entity_table: products -entity_col: asin -target_col: min_reviewer_id -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-time-until-next-4x/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-time-until-next-4x/manifest.yaml deleted file mode 100644 index 21b123223c78b320bf7f82515370f2f088d209da..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-time-until-next-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-time-until-next-4x -kind: external -task_type: regression -description: Predict days until a product's next review within a 4-window horizon. -entity_table: products -entity_col: asin -target_col: days_until_next_product_review_4x -time_col: timestamp -timedelta: 191 days 15:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-time-until-next-6x/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-time-until-next-6x/manifest.yaml deleted file mode 100644 index 3ecbe9d76b9e983f18ce958faf74711a56c5005c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-time-until-next-6x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-time-until-next-6x -kind: external -task_type: regression -description: Predict days until a product's next review within a 6-window horizon. -entity_table: products -entity_col: asin -target_col: days_until_next_product_review_6x -time_col: timestamp -timedelta: 287 days 11:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-top-review-volume/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-top-review-volume/manifest.yaml deleted file mode 100644 index d14641527db68ce2596bb86bd97f6ae187299a3b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-top-review-volume/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-review-volume -kind: external -task_type: binary_classification -description: Predict whether a fashion product is in the top 25% by number of reviews received in the next window. -entity_table: products -entity_col: asin -target_col: top_review_volume -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-total-rating-sum/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-total-rating-sum/manifest.yaml deleted file mode 100644 index 67b181a65049fb61ba5f1224a74ab52ef20d7243..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-total-rating-sum/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-total-rating-sum -kind: external -task_type: regression -description: Sum of ratings a fashion product receives next window. -entity_table: products -entity_col: asin -target_col: rating_sum -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-unique-reviewers/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-unique-reviewers/manifest.yaml deleted file mode 100644 index 2c34e7630effb2b722dd92c34b0da241c78a7288..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-unique-reviewers/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-unique-reviewers -kind: external -task_type: regression -description: Max reviewer_id touching the product (newest cohort) next window. -entity_table: products -entity_col: asin -target_col: reviewer_range -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-verified-count/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-verified-count/manifest.yaml deleted file mode 100644 index f61b63ba06f1c0d508b2758e29a0306153c537e0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-verified-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-verified-count -kind: external -task_type: regression -description: Number of verified reviews for a product next window. -entity_table: products -entity_col: asin -target_col: verified_count -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-verified-share/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-verified-share/manifest.yaml deleted file mode 100644 index 027ec9a434eace2c9579a15d609688f802434bd7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-verified-share/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-verified-share -kind: external -task_type: regression -description: Fraction of verified purchases among reviews for a product next window. -entity_table: products -entity_col: asin -target_col: verified_rate -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-product-will-be-reviewed/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-product-will-be-reviewed/manifest.yaml deleted file mode 100644 index 8c398451b7ed1ff30b2c0101bee83e5a72803b22..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-product-will-be-reviewed/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-will-be-reviewed -kind: external -task_type: binary_classification -description: Whether the fashion product receives any review next window. -entity_table: products -entity_col: asin -target_col: reviewed_next -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-churn-4x/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-churn-4x/manifest.yaml deleted file mode 100644 index fc51ade9c71fe5f10e73114576775f4626a151a3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-churn-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-4x -kind: external -task_type: binary_classification -description: Predict if a reviewer has no review activity in the next 4-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_4x -time_col: timestamp -timedelta: 191 days 15:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-churn-5x/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-churn-5x/manifest.yaml deleted file mode 100644 index e0b012acb9434b9e39e97d0351c481a86025f555..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-churn-5x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-5x -kind: external -task_type: binary_classification -description: Predict if a reviewer has no review activity in the next 5-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_5x -time_col: timestamp -timedelta: 239 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-churn-6x/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-churn-6x/manifest.yaml deleted file mode 100644 index 25e226707e19ae8c31bca2fa82a65b754a4b96f0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-churn-6x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-6x -kind: external -task_type: binary_classification -description: Predict if a reviewer has no review activity in the next 6-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_6x -time_col: timestamp -timedelta: 287 days 11:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-churn-8x/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-churn-8x/manifest.yaml deleted file mode 100644 index 842f64d64ba4008d2923c654464b8e185f27e4ad..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-churn-8x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-8x -kind: external -task_type: binary_classification -description: Predict if a reviewer has no review activity in the next 8-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_8x -time_col: timestamp -timedelta: 383 days 06:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index 438ebb7440d04a7b94f9d91dc9b65f076669845c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will write no reviews in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: predict_reviewer_churn -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-distinct-products/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-distinct-products/manifest.yaml deleted file mode 100644 index 4e9c1116aa7593d3e8a6c65e06ec78442dfe0c24..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-distinct-products/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-distinct-products -kind: external -task_type: regression -description: Predict how many distinct fashion products a reviewer will review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: distinct_products -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-generous/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-generous/manifest.yaml deleted file mode 100644 index 953d18d3787acabefdf0a6f134030b3e66cbdbeb..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-generous/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-generous -kind: external -task_type: binary_classification -description: Whether a reviewer's average rating is 4.5+ next window (generous reviewer). -entity_table: reviewers -entity_col: reviewer_id -target_col: generous -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-harsh-critic/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-harsh-critic/manifest.yaml deleted file mode 100644 index e05a3e41133f55cd554f88c6fd9466d05a5dbbd4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-harsh-critic/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-harsh-critic -kind: external -task_type: binary_classification -description: Whether a reviewer leaves at least one 1-star rating next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: harsh_critic -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-max-rating/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-max-rating/manifest.yaml deleted file mode 100644 index d2d9ebb06ed8965d418ddd455bc70c345fa8993e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-max-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-max-rating -kind: external -task_type: regression -description: Highest rating a reviewer gives next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: max_rating -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-mean-rating/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-mean-rating/manifest.yaml deleted file mode 100644 index ee269666efc59a8454b1152fe9ba421be257b916..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-mean-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-mean-rating -kind: external -task_type: regression -description: Predict the mean rating a reviewer gives across their reviews in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: pred_rating -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-min-rating/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-min-rating/manifest.yaml deleted file mode 100644 index 154fd76cb6368c31567a23e32a6c4cedf9a2fa42..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-min-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-min-rating -kind: external -task_type: regression -description: Lowest rating a reviewer gives next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_min_rating -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-rating-sum/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-rating-sum/manifest.yaml deleted file mode 100644 index 0fe776b051ef1e3ca368497c42c1b56360a20b3c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-rating-sum/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-sum -kind: external -task_type: regression -description: Sum of ratings given by a reviewer next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: rating_sum -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-return-4x/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-return-4x/manifest.yaml deleted file mode 100644 index 2a74fb47e43ad459154d5899bde2362e6817d255..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-return-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-4x -kind: external -task_type: binary_classification -description: Predict if an inactive reviewer reactivates within the next 4-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_returns_4x -time_col: timestamp -timedelta: 191 days 15:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-return-5x/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-return-5x/manifest.yaml deleted file mode 100644 index b8db5970271b4d256d4a87460839cd9fdf441c11..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-return-5x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-5x -kind: external -task_type: binary_classification -description: Predict if an inactive reviewer reactivates within the next 5-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_returns_5x -time_col: timestamp -timedelta: 239 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-return-6x/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-return-6x/manifest.yaml deleted file mode 100644 index baeb36ae12e2fda5f68f0c56a5017ae655fe0be4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-return-6x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-6x -kind: external -task_type: binary_classification -description: Predict if an inactive reviewer reactivates within the next 6-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_returns_6x -time_col: timestamp -timedelta: 287 days 11:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-return-7x/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-return-7x/manifest.yaml deleted file mode 100644 index 64fcca39e55e2ac665fcf27f629bc5e45a356e08..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-return-7x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-7x -kind: external -task_type: binary_classification -description: Predict if an inactive reviewer reactivates within the next 7-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_returns_7x -time_col: timestamp -timedelta: 335 days 08:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-return-8x/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-return-8x/manifest.yaml deleted file mode 100644 index 249a5a667868a8fcfef35214869d9a3498b410b7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-return-8x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-8x -kind: external -task_type: binary_classification -description: Predict if an inactive reviewer reactivates within the next 8-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_returns_8x -time_col: timestamp -timedelta: 383 days 06:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index 23128ba69c26be14283dfa2ac3a18fcc670a778b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a reviewer who was inactive in the current window will post a fashion review again in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_returns -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-review-3w/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-review-3w/manifest.yaml deleted file mode 100644 index ef2ffc0eb51bd73a401a0ed53b11d3da6ae8e3e6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-review-3w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-3w -kind: external -task_type: regression -description: Review count from a reviewer over three-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_3w -time_col: timestamp -timedelta: 142 days 16:19:12 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-review-count/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-review-count/manifest.yaml deleted file mode 100644 index b04a11ac4451173ec0147c559441ab669a0189ed..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-count -kind: external -task_type: regression -description: Predict the number of reviews a reviewer writes in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: predict_reviewer_review_count -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-time-until-next-4x/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-time-until-next-4x/manifest.yaml deleted file mode 100644 index a8b5a0bc20ddd2cc9db7b238b80d67ecacda2c59..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-time-until-next-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-4x -kind: external -task_type: regression -description: Predict days until a reviewer's next review within a 4-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_until_next_review_4x -time_col: timestamp -timedelta: 191 days 15:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-time-until-next-5x/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-time-until-next-5x/manifest.yaml deleted file mode 100644 index 4f4e438d58ec3a1cba7f579958dd70313328d702..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-time-until-next-5x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-5x -kind: external -task_type: regression -description: Predict days until a reviewer's next review within a 5-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_until_next_review_5x -time_col: timestamp -timedelta: 239 days 13:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-time-until-next-6x/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-time-until-next-6x/manifest.yaml deleted file mode 100644 index 43aa97ca6d7e1cdf4180bf8310836bf398cc7f3f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-time-until-next-6x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-6x -kind: external -task_type: regression -description: Predict days until a reviewer's next review within a 6-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_until_next_review_6x -time_col: timestamp -timedelta: 287 days 11:02:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-time-until-next-8x/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-time-until-next-8x/manifest.yaml deleted file mode 100644 index dd75b493f3fd2e0306d24b1d4f36da46e6a396bc..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-time-until-next-8x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-8x -kind: external -task_type: regression -description: Predict days until a reviewer's next review within an 8-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_until_next_review_8x -time_col: timestamp -timedelta: 383 days 06:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-top-activity/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-top-activity/manifest.yaml deleted file mode 100644 index 0657271697fea1f80ade0135f466c36c83eef9cb..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-top-activity/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-top-activity -kind: external -task_type: binary_classification -description: Predict whether a reviewer is among the top 25% most active reviewers in the fashion category in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: top_activity -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-verified-only/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-verified-only/manifest.yaml deleted file mode 100644 index fbdeb631f56453bb483ebae56421f8a8a117c8ed..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-verified-only/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-only -kind: external -task_type: binary_classification -description: Whether the reviewer writes only verified reviews next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: all_verified_reviewer -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-verified-ratio/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-verified-ratio/manifest.yaml deleted file mode 100644 index 717ce590a5b2baf728b7d019882d0bbc17ccef74..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-verified-ratio/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-ratio -kind: external -task_type: binary_classification -description: Predict whether all of a reviewer's reviews in the next time window are verified purchases -entity_table: reviewers -entity_col: reviewer_id -target_col: pred_verified -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-fashion/tasks/predict-reviewer-will-review-fashion/manifest.yaml b/thejoin-amazon-fashion/tasks/predict-reviewer-will-review-fashion/manifest.yaml deleted file mode 100644 index 47d5a2f200b260ae51fc9010f9e6d8c046348b31..0000000000000000000000000000000000000000 --- a/thejoin-amazon-fashion/tasks/predict-reviewer-will-review-fashion/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-will-review-fashion -kind: external -task_type: binary_classification -description: Whether the reviewer posts any fashion review next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviews_next -time_col: timestamp -timedelta: 47 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/README.md b/thejoin-amazon-gift-cards/README.md deleted file mode 100644 index f21885abdd6a2ab9609fe983259a70cbed54937a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/README.md +++ /dev/null @@ -1,50 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-gift-cards ---- - -# recommendations-amazon-gift-cards - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-product-avg-rating` | external | regression | Predict the mean rating a gift card product will receive in the next time window. | -| `predict-product-churn-4w` | external | binary_classification | Whether product receives no reviews over the next 4-window horizon. | -| `predict-product-high-rated` | external | binary_classification | Predict whether a gift card product will receive a mean rating above 4 in the next time window. | -| `predict-product-rating-change` | external | regression | Predict the change in mean rating a gift card product receives from the previous to the next time window. | -| `predict-product-rating-trend-reversal` | external | binary_classification | Whether the product's mean-rating direction of change flips between current and next window. | -| `predict-product-rating-volatility` | external | regression | Standard deviation of rating values the product receives in the next window. | -| `predict-product-return-4w` | external | binary_classification | Whether dormant product is reviewed again within the next 4-window horizon. | -| `predict-product-review-streak` | external | regression | Longest consecutive-sub-period streak during which the product received reviews in the next window. | -| `predict-product-time-until-next-review` | external | regression | Days until the product receives its next review after the cutoff. | -| `predict-product-top-rated` | external | binary_classification | Predict whether a gift card product will rank in the top 25% by mean rating among all products in the next time window. | -| `predict-product-tun-4w` | external | regression | Days until the product's next review, measured over a 4-window horizon. | -| `predict-reviewer-active` | external | binary_classification | Predict whether a reviewer will post at least one gift card review in the next time window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will post no gift card reviews in the next time window. | -| `predict-reviewer-churn-4w` | external | binary_classification | Whether reviewer posts no reviews over the next 4-window horizon. | -| `predict-reviewer-churn-5w` | external | binary_classification | Whether reviewer stays dormant over the next 5-window horizon. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a previously active reviewer who was absent will return and post a gift card review in the next time window. | -| `predict-reviewer-return-4w` | external | binary_classification | Whether dormant reviewer reactivates within the next 4-window horizon. | -| `predict-reviewer-tun-4w` | external | regression | Days until the reviewer's next review, measured over a 4-window horizon. | -| `predict-reviewer-tun-5w` | external | regression | Days until the reviewer's next review, measured over a 5-window horizon. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-gift-cards") -task = relbench.load_task("recommendations-amazon-gift-cards", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-gift-cards/manifest.yaml b/thejoin-amazon-gift-cards/manifest.yaml deleted file mode 100644 index a97b5ca155c331e55451725c3d4d07919e0883fd..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-gift-cards -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-gift-cards/schema.svg b/thejoin-amazon-gift-cards/schema.svg deleted file mode 100644 index dee024ce798130a93ef77fbddcfc32b72e2a359c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -148 rows - -product_id - -PK - -avg_rating - -float - -price - -int - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -458 rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -3K rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-avg-rating/manifest.yaml b/thejoin-amazon-gift-cards/tasks/predict-product-avg-rating/manifest.yaml deleted file mode 100644 index d8e120a6ccd3182e379d7272bed87000c571127f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/tasks/predict-product-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-avg-rating -kind: external -task_type: regression -description: Predict the mean rating a gift card product will receive in the next time window. -entity_table: products -entity_col: product_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 20 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-churn-4w/manifest.yaml b/thejoin-amazon-gift-cards/tasks/predict-product-churn-4w/manifest.yaml deleted file mode 100644 index 87fe1a0fcc498ae70e341b8e09cd9b914ccdd3c1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/tasks/predict-product-churn-4w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-churn-4w -kind: external -task_type: binary_classification -description: Whether product receives no reviews over the next 4-window horizon. -entity_table: products -entity_col: product_id -target_col: prod_churned_4w -time_col: timestamp -timedelta: 83 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-high-rated/manifest.yaml b/thejoin-amazon-gift-cards/tasks/predict-product-high-rated/manifest.yaml deleted file mode 100644 index b7776af09c2b2ac374da7e07b0aa1814e538cb03..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/tasks/predict-product-high-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-high-rated -kind: external -task_type: binary_classification -description: Predict whether a gift card product will receive a mean rating above 4 in the next time window. -entity_table: products -entity_col: product_id -target_col: is_high_rated -time_col: timestamp -timedelta: 20 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-rating-change/manifest.yaml b/thejoin-amazon-gift-cards/tasks/predict-product-rating-change/manifest.yaml deleted file mode 100644 index ec3d0214b71cd1eaace1cd59f693b25041a81b4c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/tasks/predict-product-rating-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-change -kind: external -task_type: regression -description: Predict the change in mean rating a gift card product receives from the previous to the next time window. -entity_table: products -entity_col: product_id -target_col: rating_change_next -time_col: timestamp -timedelta: 20 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-rating-trend-reversal/manifest.yaml b/thejoin-amazon-gift-cards/tasks/predict-product-rating-trend-reversal/manifest.yaml deleted file mode 100644 index 3eee132b0f6ee5d8349070ab96ce7ac93833c1ab..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/tasks/predict-product-rating-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend-reversal -kind: external -task_type: binary_classification -description: Whether the product's mean-rating direction of change flips between current and next window. -entity_table: products -entity_col: product_id -target_col: rating_trend_flips -time_col: timestamp -timedelta: 20 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-rating-volatility/manifest.yaml b/thejoin-amazon-gift-cards/tasks/predict-product-rating-volatility/manifest.yaml deleted file mode 100644 index 4800d118abd2b39bb15d64fe96220c15e0383dd4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/tasks/predict-product-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-volatility -kind: external -task_type: regression -description: Standard deviation of rating values the product receives in the next window. -entity_table: products -entity_col: product_id -target_col: rating_stddev -time_col: timestamp -timedelta: 20 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-return-4w/manifest.yaml b/thejoin-amazon-gift-cards/tasks/predict-product-return-4w/manifest.yaml deleted file mode 100644 index 712c25ab124dfb8993dcc11bf7e9bfee878143a6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/tasks/predict-product-return-4w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-return-4w -kind: external -task_type: binary_classification -description: Whether dormant product is reviewed again within the next 4-window horizon. -entity_table: products -entity_col: product_id -target_col: prod_returned_4w -time_col: timestamp -timedelta: 83 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-review-streak/manifest.yaml b/thejoin-amazon-gift-cards/tasks/predict-product-review-streak/manifest.yaml deleted file mode 100644 index 922aa9451393b2722d734a0dced5c68a68c0d070..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/tasks/predict-product-review-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-streak -kind: external -task_type: regression -description: Longest consecutive-sub-period streak during which the product received reviews in the next window. -entity_table: products -entity_col: product_id -target_col: longest_active_streak -time_col: timestamp -timedelta: 20 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-time-until-next-review/manifest.yaml b/thejoin-amazon-gift-cards/tasks/predict-product-time-until-next-review/manifest.yaml deleted file mode 100644 index 6c920002ebc8257fdb9f9d74af642dacc492cdfd..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/tasks/predict-product-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-time-until-next-review -kind: external -task_type: regression -description: Days until the product receives its next review after the cutoff. -entity_table: products -entity_col: product_id -target_col: days_until_next_review -time_col: timestamp -timedelta: 20 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-top-rated/manifest.yaml b/thejoin-amazon-gift-cards/tasks/predict-product-top-rated/manifest.yaml deleted file mode 100644 index 6201a62311f35c1525a83b4df8b3973780c4c06e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/tasks/predict-product-top-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-rated -kind: external -task_type: binary_classification -description: Predict whether a gift card product will rank in the top 25% by mean rating among all products in the next time window. -entity_table: products -entity_col: product_id -target_col: is_top_rated_product -time_col: timestamp -timedelta: 20 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-product-tun-4w/manifest.yaml b/thejoin-amazon-gift-cards/tasks/predict-product-tun-4w/manifest.yaml deleted file mode 100644 index ca89e5a7f453ce559529c4ca6ec224c01ed3fc05..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/tasks/predict-product-tun-4w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-tun-4w -kind: external -task_type: regression -description: Days until the product's next review, measured over a 4-window horizon. -entity_table: products -entity_col: product_id -target_col: prod_days_until_next_4w -time_col: timestamp -timedelta: 83 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-reviewer-active/manifest.yaml b/thejoin-amazon-gift-cards/tasks/predict-reviewer-active/manifest.yaml deleted file mode 100644 index 97ab700eaf6b2e4688bdc394e36297b5d82fc06d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/tasks/predict-reviewer-active/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post at least one gift card review in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_active -time_col: timestamp -timedelta: 20 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-reviewer-churn-4w/manifest.yaml b/thejoin-amazon-gift-cards/tasks/predict-reviewer-churn-4w/manifest.yaml deleted file mode 100644 index 4e24d2720ed5f67ccde8091fceb0c6d9148f1b86..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/tasks/predict-reviewer-churn-4w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-4w -kind: external -task_type: binary_classification -description: Whether reviewer posts no reviews over the next 4-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_4w -time_col: timestamp -timedelta: 83 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-reviewer-churn-5w/manifest.yaml b/thejoin-amazon-gift-cards/tasks/predict-reviewer-churn-5w/manifest.yaml deleted file mode 100644 index 456cd6cdf8f4662d5dff86024e23fcd270725146..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/tasks/predict-reviewer-churn-5w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-5w -kind: external -task_type: binary_classification -description: Whether reviewer stays dormant over the next 5-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_5w -time_col: timestamp -timedelta: 104 days 10:48:00 -manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-gift-cards/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index 92cb1c4e7d72d8b931c3df02eff442bb28cfb0e5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post no gift card reviews in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_churned -time_col: timestamp -timedelta: 20 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-reviewer-return-4w/manifest.yaml b/thejoin-amazon-gift-cards/tasks/predict-reviewer-return-4w/manifest.yaml deleted file mode 100644 index 266214aff22252e609ed87fd80b5327431a46503..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/tasks/predict-reviewer-return-4w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-4w -kind: external -task_type: binary_classification -description: Whether dormant reviewer reactivates within the next 4-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_4w -time_col: timestamp -timedelta: 83 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-gift-cards/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index f022fd3bbae15cb3cd12e0a2f4bafca13b38eac6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a previously active reviewer who was absent will return and post a gift card review in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_returning_reviewer -time_col: timestamp -timedelta: 20 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-reviewer-tun-4w/manifest.yaml b/thejoin-amazon-gift-cards/tasks/predict-reviewer-tun-4w/manifest.yaml deleted file mode 100644 index 06fb6a88b4f6f22abb918640c6ec4807e2523fe7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/tasks/predict-reviewer-tun-4w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-tun-4w -kind: external -task_type: regression -description: Days until the reviewer's next review, measured over a 4-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_until_next_4w -time_col: timestamp -timedelta: 83 days 13:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-gift-cards/tasks/predict-reviewer-tun-5w/manifest.yaml b/thejoin-amazon-gift-cards/tasks/predict-reviewer-tun-5w/manifest.yaml deleted file mode 100644 index 8922c2537b8b08bbe99f355324cd67403fdb6f40..0000000000000000000000000000000000000000 --- a/thejoin-amazon-gift-cards/tasks/predict-reviewer-tun-5w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-tun-5w -kind: external -task_type: regression -description: Days until the reviewer's next review, measured over a 5-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_until_next_5w -time_col: timestamp -timedelta: 104 days 10:48:00 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/README.md b/thejoin-amazon-grocery/README.md deleted file mode 100644 index 6e07af22843ad9d4542794155a940fbe03a3ba07..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/README.md +++ /dev/null @@ -1,63 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-grocery ---- - -# recommendations-amazon-grocery - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-new-product-active-cold` | external | binary_classification | Whether a just-introduced product remains reviewed across its onboarding windows. | -| `predict-new-product-engaged-cold` | external | binary_classification | Whether a just-listed product sustains review activity across its first windows. | -| `predict-new-product-premium-review-cold` | external | binary_classification | Whether a newly-reviewed premium product attracts repeat review activity in onboarding windows. | -| `predict-new-product-repeat-review-cold` | external | binary_classification | Whether a newly-reviewed product receives additional reviews in its first windows. | -| `predict-new-product-second-review-cold` | external | binary_classification | Whether a just-launched product attracts a second review in its early windows. | -| `predict-new-reviewer-active-cold` | external | binary_classification | Whether a brand-new reviewer remains active through their onboarding window. | -| `predict-new-reviewer-engaged-cold` | external | binary_classification | Whether a cold-start reviewer demonstrates sustained engagement across their first windows. | -| `predict-new-reviewer-followup-cold` | external | binary_classification | Whether a first-time reviewer posts a subsequent review during their onboarding period. | -| `predict-new-reviewer-repeat-cold` | external | binary_classification | Whether a first-time reviewer returns to post another review in the next windows. | -| `predict-new-reviewer-verified-cold` | external | binary_classification | Whether a first-time reviewer posts any follow-up review in their first windows. | -| `predict-product-avg-rating` | external | regression | Predict the mean rating a grocery product will receive in the next time window. | -| `predict-product-distinct-reviewers` | external | regression | Predict the number of distinct reviewers who will review a grocery product in the next time window. | -| `predict-product-high-rated` | external | binary_classification | Predict whether a grocery product will receive a mean rating above 4 in the next time window. | -| `predict-product-one-star-rare` | external | binary_classification | Whether the product receives at least one 1-star review next window. | -| `predict-product-premium-one-star-rare` | external | binary_classification | Whether the product receives a rare critical (1-star) review next window. | -| `predict-product-premium-review-rare` | external | binary_classification | Whether a premium-priced product attracts any review next window (rare due to price tail). | -| `predict-product-rating-change` | external | regression | Predict the change in mean rating a grocery product receives from the previous to the next time window. | -| `predict-product-rating-volatility` | external | regression | Predict the standard deviation of ratings a grocery product will receive in the next time window. | -| `predict-product-top-reviewed` | external | binary_classification | Predict whether a grocery product will rank in the top 25% by mean rating among all products in the next time window. | -| `predict-product-unverified-review-rare` | external | binary_classification | Whether the product receives at least one unverified review next window. | -| `predict-product-verified-burst-rare` | external | binary_classification | Whether the product receives 5+ verified reviews next window (rare burst event). | -| `predict-reviewer-active` | external | binary_classification | Predict whether a reviewer will post at least one grocery review in the next time window. | -| `predict-reviewer-avg-review-length` | external | regression | Predict the mean review length a reviewer will write for grocery products in the next time window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will post no grocery reviews in the next time window. | -| `predict-reviewer-long-review-rare` | external | binary_classification | Whether the reviewer posts at least one long-form review next window (rare detailed feedback). | -| `predict-reviewer-multi-review-rare` | external | binary_classification | Whether the reviewer posts 3+ reviews next window (rare power-user burst). | -| `predict-reviewer-one-star-rare` | external | binary_classification | Whether the reviewer posts at least one 1-star rating next window. | -| `predict-reviewer-rating-trend` | external | binary_classification | Predict whether a reviewer's mean rating will increase in the next time window compared to the previous. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a previously active reviewer who was absent will return and post a grocery review in the next time window. | -| `predict-reviewer-review-length-ratio` | external | regression | Predict the ratio of total review characters to total rating points for a reviewer, measuring elaboration per quality star. | -| `predict-reviewer-verified-review-rare` | external | binary_classification | Whether the reviewer posts at least one verified review next window. | -| `predict-reviewer-voted-review-rare` | external | binary_classification | Whether the reviewer posts a review that receives helpful votes next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-grocery") -task = relbench.load_task("recommendations-amazon-grocery", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-grocery/manifest.yaml b/thejoin-amazon-grocery/manifest.yaml deleted file mode 100644 index f7ca745091b0a2d40c3b02dc67092bfe55b68cd4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-grocery -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-grocery/schema.svg b/thejoin-amazon-grocery/schema.svg deleted file mode 100644 index 65f9790dac334e5cc39b6f4dfa632ecde8372cc5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -15K rows - -product_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -115K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -500K rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-grocery/tasks/predict-new-product-active-cold/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-new-product-active-cold/manifest.yaml deleted file mode 100644 index 0244075bf62caafd5cdc8f7af72035c35e3cd93e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-new-product-active-cold/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-active-cold -kind: external -task_type: binary_classification -description: Whether a just-introduced product remains reviewed across its onboarding windows. -entity_table: products -entity_col: product_id -target_col: new_product_active -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-new-product-engaged-cold/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-new-product-engaged-cold/manifest.yaml deleted file mode 100644 index df75e7ad1b2796c21d2c91f3629fbf45f8fb89d1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-new-product-engaged-cold/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-engaged-cold -kind: external -task_type: binary_classification -description: Whether a just-listed product sustains review activity across its first windows. -entity_table: products -entity_col: product_id -target_col: new_product_engaged -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-new-product-premium-review-cold/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-new-product-premium-review-cold/manifest.yaml deleted file mode 100644 index 00bd83095440360c9951225a0adab02f4d74923a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-new-product-premium-review-cold/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-premium-review-cold -kind: external -task_type: binary_classification -description: Whether a newly-reviewed premium product attracts repeat review activity in onboarding windows. -entity_table: products -entity_col: product_id -target_col: new_premium_review -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-new-product-repeat-review-cold/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-new-product-repeat-review-cold/manifest.yaml deleted file mode 100644 index 4d4ca342a7d900e5b7bb4fc4df0ac3b96777eb0b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-new-product-repeat-review-cold/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-repeat-review-cold -kind: external -task_type: binary_classification -description: Whether a newly-reviewed product receives additional reviews in its first windows. -entity_table: products -entity_col: product_id -target_col: new_product_repeats -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-new-product-second-review-cold/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-new-product-second-review-cold/manifest.yaml deleted file mode 100644 index 59a2efbde907556653ab489c61379c683fa2ae47..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-new-product-second-review-cold/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-second-review-cold -kind: external -task_type: binary_classification -description: Whether a just-launched product attracts a second review in its early windows. -entity_table: products -entity_col: product_id -target_col: new_product_second_review -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-new-reviewer-active-cold/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-new-reviewer-active-cold/manifest.yaml deleted file mode 100644 index e8ed702c33fd3b3d51baea83558919adee83136d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-new-reviewer-active-cold/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-active-cold -kind: external -task_type: binary_classification -description: Whether a brand-new reviewer remains active through their onboarding window. -entity_table: reviewers -entity_col: reviewer_id -target_col: new_reviewer_active -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-new-reviewer-engaged-cold/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-new-reviewer-engaged-cold/manifest.yaml deleted file mode 100644 index 30725bdf080ce10ca92851a373bf2a4e95a39d72..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-new-reviewer-engaged-cold/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-engaged-cold -kind: external -task_type: binary_classification -description: Whether a cold-start reviewer demonstrates sustained engagement across their first windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: new_reviewer_engaged -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-new-reviewer-followup-cold/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-new-reviewer-followup-cold/manifest.yaml deleted file mode 100644 index bf50116bdc521ef7343f2abb0dd1b1aec5a16fd7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-new-reviewer-followup-cold/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-followup-cold -kind: external -task_type: binary_classification -description: Whether a first-time reviewer posts a subsequent review during their onboarding period. -entity_table: reviewers -entity_col: reviewer_id -target_col: new_reviewer_followup -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-new-reviewer-repeat-cold/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-new-reviewer-repeat-cold/manifest.yaml deleted file mode 100644 index 755b29a751f70bc9029ab941a7015968b58274e7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-new-reviewer-repeat-cold/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-repeat-cold -kind: external -task_type: binary_classification -description: Whether a first-time reviewer returns to post another review in the next windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: new_reviewer_repeats -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-new-reviewer-verified-cold/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-new-reviewer-verified-cold/manifest.yaml deleted file mode 100644 index 61203a957768bd034ada48952934125db7e2cb90..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-new-reviewer-verified-cold/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-verified-cold -kind: external -task_type: binary_classification -description: Whether a first-time reviewer posts any follow-up review in their first windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: new_reviewer_verified_cold -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-avg-rating/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-product-avg-rating/manifest.yaml deleted file mode 100644 index ccb4d7edd4a4949c0aa054d20f75fda92c300c4c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-product-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-avg-rating -kind: external -task_type: regression -description: Predict the mean rating a grocery product will receive in the next time window. -entity_table: products -entity_col: product_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-distinct-reviewers/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-product-distinct-reviewers/manifest.yaml deleted file mode 100644 index c7856149b2737c9b55b99bf8a30300645c26e1e9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-product-distinct-reviewers/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-distinct-reviewers -kind: external -task_type: regression -description: Predict the number of distinct reviewers who will review a grocery product in the next time window. -entity_table: products -entity_col: product_id -target_col: distinct_reviewers_next -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-high-rated/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-product-high-rated/manifest.yaml deleted file mode 100644 index 2390f871160c5312eb426a0f13cd7e24a6baf880..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-product-high-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-high-rated -kind: external -task_type: binary_classification -description: Predict whether a grocery product will receive a mean rating above 4 in the next time window. -entity_table: products -entity_col: product_id -target_col: is_high_rated -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-one-star-rare/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-product-one-star-rare/manifest.yaml deleted file mode 100644 index 2579dc8e2c5f907d48d1e0b5fe29bbbbba30021c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-product-one-star-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-one-star-rare -kind: external -task_type: binary_classification -description: Whether the product receives at least one 1-star review next window. -entity_table: products -entity_col: product_id -target_col: gets_one_star -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-premium-one-star-rare/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-product-premium-one-star-rare/manifest.yaml deleted file mode 100644 index 339be219798fec568fc381383ce661a9c8fd89f2..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-product-premium-one-star-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-premium-one-star-rare -kind: external -task_type: binary_classification -description: Whether the product receives a rare critical (1-star) review next window. -entity_table: products -entity_col: product_id -target_col: premium_one_star -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-premium-review-rare/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-product-premium-review-rare/manifest.yaml deleted file mode 100644 index 0035aae2bfaa47802563e8542f612d5d0d531c28..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-product-premium-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-premium-review-rare -kind: external -task_type: binary_classification -description: Whether a premium-priced product attracts any review next window (rare due to price tail). -entity_table: products -entity_col: product_id -target_col: premium_gets_review -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-rating-change/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-product-rating-change/manifest.yaml deleted file mode 100644 index 43ac2902346cba1f91ed959844da7b4d7ee885b4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-product-rating-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-change -kind: external -task_type: regression -description: Predict the change in mean rating a grocery product receives from the previous to the next time window. -entity_table: products -entity_col: product_id -target_col: rating_change_next -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-rating-volatility/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-product-rating-volatility/manifest.yaml deleted file mode 100644 index e4f3e3912b2fd954f857e969db72ec289ff598dc..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-product-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings a grocery product will receive in the next time window. -entity_table: products -entity_col: product_id -target_col: rating_volatility_next -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-top-reviewed/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-product-top-reviewed/manifest.yaml deleted file mode 100644 index 647f221de23e2d0020624ee6d2a4ba4cd75c8f20..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-product-top-reviewed/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-reviewed -kind: external -task_type: binary_classification -description: Predict whether a grocery product will rank in the top 25% by mean rating among all products in the next time window. -entity_table: products -entity_col: product_id -target_col: is_top_reviewed_product -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-unverified-review-rare/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-product-unverified-review-rare/manifest.yaml deleted file mode 100644 index 57f020e3f82158e3fdd341450f245d9074d6779a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-product-unverified-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-unverified-review-rare -kind: external -task_type: binary_classification -description: Whether the product receives at least one unverified review next window. -entity_table: products -entity_col: product_id -target_col: gets_unverified -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-product-verified-burst-rare/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-product-verified-burst-rare/manifest.yaml deleted file mode 100644 index 81f77c7cf2d0882b4357c7d85e29601518246478..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-product-verified-burst-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-verified-burst-rare -kind: external -task_type: binary_classification -description: Whether the product receives 5+ verified reviews next window (rare burst event). -entity_table: products -entity_col: product_id -target_col: gets_verified_burst -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-active/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-reviewer-active/manifest.yaml deleted file mode 100644 index b0c64951b60ec4c012de46348b67c35463ba88c3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-reviewer-active/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post at least one grocery review in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_active -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-avg-review-length/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-reviewer-avg-review-length/manifest.yaml deleted file mode 100644 index 2542c7a49e10ca675455d8a25b2805a9ea318a73..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-reviewer-avg-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-avg-review-length -kind: external -task_type: regression -description: Predict the mean review length a reviewer will write for grocery products in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_review_len_next -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index 406ae5038f0819b4f66945eaff02f9ba7d383377..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post no grocery reviews in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_churned -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-long-review-rare/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-reviewer-long-review-rare/manifest.yaml deleted file mode 100644 index 83be057b2003f9a59b0de096f6533fa5a4bc0e1f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-reviewer-long-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-long-review-rare -kind: external -task_type: binary_classification -description: Whether the reviewer posts at least one long-form review next window (rare detailed feedback). -entity_table: reviewers -entity_col: reviewer_id -target_col: has_long_review -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-multi-review-rare/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-reviewer-multi-review-rare/manifest.yaml deleted file mode 100644 index 5a58280e02d79c73a2f7005f8dd8c09d9681aefd..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-reviewer-multi-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-multi-review-rare -kind: external -task_type: binary_classification -description: Whether the reviewer posts 3+ reviews next window (rare power-user burst). -entity_table: reviewers -entity_col: reviewer_id -target_col: has_multi_review -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-one-star-rare/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-reviewer-one-star-rare/manifest.yaml deleted file mode 100644 index fb4f9d44c90b2f5cbe7230cfb79c2ed219d76192..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-reviewer-one-star-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-one-star-rare -kind: external -task_type: binary_classification -description: Whether the reviewer posts at least one 1-star rating next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: has_one_star -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-rating-trend/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-reviewer-rating-trend/manifest.yaml deleted file mode 100644 index a83da727099f1200967c8a702153d3a5d421e8dd..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-reviewer-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a reviewer's mean rating will increase in the next time window compared to the previous. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_rating_increasing -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index 6fb3edb93956e248721340e66487cc26d9c214c1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a previously active reviewer who was absent will return and post a grocery review in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_returning_reviewer -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-review-length-ratio/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-reviewer-review-length-ratio/manifest.yaml deleted file mode 100644 index 1e544b953743db1059ffae49bc4e4d576226b312..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-reviewer-review-length-ratio/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-length-ratio -kind: external -task_type: regression -description: Predict the ratio of total review characters to total rating points for a reviewer, measuring elaboration per quality star. -entity_table: reviewers -entity_col: reviewer_id -target_col: review_len_per_rating -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-verified-review-rare/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-reviewer-verified-review-rare/manifest.yaml deleted file mode 100644 index 8d04d8686cbd47ac348a28859585b6ab5617fe0a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-reviewer-verified-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-review-rare -kind: external -task_type: binary_classification -description: Whether the reviewer posts at least one verified review next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: has_verified_review -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-grocery/tasks/predict-reviewer-voted-review-rare/manifest.yaml b/thejoin-amazon-grocery/tasks/predict-reviewer-voted-review-rare/manifest.yaml deleted file mode 100644 index 051da17fa7e1d2a7eba1911ea4189ee32e8eaed1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-grocery/tasks/predict-reviewer-voted-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-voted-review-rare -kind: external -task_type: binary_classification -description: Whether the reviewer posts a review that receives helpful votes next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: has_voted_review -time_col: timestamp -timedelta: 56 days 04:33:36 -manifest_version: 1 diff --git a/thejoin-amazon-home/README.md b/thejoin-amazon-home/README.md deleted file mode 100644 index 07606486133f85a9face1097543e1dd1e173f6b6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/README.md +++ /dev/null @@ -1,94 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-home ---- - -# recommendations-amazon-home - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-product-all-verified` | external | binary_classification | Whether all reviews for a product are verified (mean verified == 1) next window. | -| `predict-product-any-new-review` | external | binary_classification | Whether the product gets any new review next window. | -| `predict-product-avg-review-length` | external | regression | Average review length for a home product next window. | -| `predict-product-churn` | external | binary_classification | Predict whether a home product receives no reviews in the next time window (loss of interest) | -| `predict-product-long-review` | external | binary_classification | Whether any review exceeds 1000 characters next window. | -| `predict-product-low-rating` | external | binary_classification | Whether a product's average rating drops below 3.5 next window. | -| `predict-product-low-rating-event` | external | binary_classification | Whether the product receives any 1-star rating next window. | -| `predict-product-max-review-len` | external | regression | Longest review length posted on a product next window. | -| `predict-product-max-review-length` | external | regression | Longest review written for a home product next window. | -| `predict-product-mean-rating` | external | regression | Predict the mean rating a home product receives in the next time window | -| `predict-product-min-rating` | external | regression | Lowest rating a product receives next window. | -| `predict-product-popular-next-window` | external | binary_classification | Whether a product's rating sum exceeds 25 next window. | -| `predict-product-rating-max-heavytail` | external | regression | log1p of the maximum rating received on this product next window. | -| `predict-product-rating-mean-heavytail` | external | regression | log1p of the mean rating for this product next window (zero-dominated for inactive items). | -| `predict-product-rating-min-heavytail` | external | regression | log1p of the minimum rating received on this product next window (worst-review tail). | -| `predict-product-rating-sum-heavytail` | external | regression | log1p of the sum of all star ratings received by this product next window (volume-weighted popularity). | -| `predict-product-rating-trend` | external | binary_classification | Predict whether a home product's mean rating increases in the next window compared to the current window. | -| `predict-product-rating-volatility` | external | regression | Predict the standard deviation of ratings for a home product in the next window, reflecting divided customer opinions. | -| `predict-product-return` | external | binary_classification | Predict whether a home product that received no reviews in the current window will receive reviews again in the next window. | -| `predict-product-review-count` | external | regression | Predict the number of reviews a home product receives in the next time window | -| `predict-product-review-length-change` | external | regression | Predict the change in mean review length for a home product between the current and next windows. | -| `predict-product-review-length-max-heavytail` | external | regression | log1p of the maximum review_len seen on this product in the next window. | -| `predict-product-review-length-mean-heavytail` | external | regression | log1p of the mean review_len for this product in the next window. | -| `predict-product-review-length-min-heavytail` | external | regression | log1p of shortest review_len received on this product next window. | -| `predict-product-review-length-sum-heavytail` | external | regression | log1p of sum of review_len across all reviews for this product in the next window. | -| `predict-product-top-review-volume` | external | binary_classification | Predict whether a home product is in the top 25% by number of reviews received in the next window. | -| `predict-product-total-rating-sum` | external | regression | Sum of ratings a product receives next window. | -| `predict-product-unique-reviewers` | external | regression | Max reviewer_id touching the product (newest cohort) next window. | -| `predict-product-verified-count` | external | regression | Number of verified reviews for a product next window. | -| `predict-product-verified-mean-heavytail` | external | regression | log1p of the mean verified-flag on this product next window (verified-purchase share). | -| `predict-product-verified-share` | external | regression | Fraction of verified purchases among reviews for a product next window. | -| `predict-product-verified-sum-heavytail` | external | regression | log1p of count of verified-purchase reviews for this product next window (zero-heavy, popular-item skew). | -| `predict-product-will-be-reviewed` | external | binary_classification | Whether the home product receives any review next window. | -| `predict-reviewer-avg-review-length` | external | regression | Average length of a reviewer's written reviews next window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will write no reviews in the next time window | -| `predict-reviewer-distinct-products` | external | regression | Predict how many distinct home products a reviewer will review in the next window. | -| `predict-reviewer-harsh-critic` | external | binary_classification | Whether a reviewer leaves at least one 1-star rating next window. | -| `predict-reviewer-long-review-writer` | external | binary_classification | Whether mean review length exceeds 500 characters next window. | -| `predict-reviewer-long-writer` | external | binary_classification | Whether a reviewer's max review length exceeds 1000 chars next window. | -| `predict-reviewer-max-rating` | external | regression | Highest rating a reviewer gives next window. | -| `predict-reviewer-max-review-len` | external | regression | Longest single review a reviewer writes next window. | -| `predict-reviewer-mean-rating` | external | regression | Predict the mean rating a reviewer gives across their reviews in the next time window | -| `predict-reviewer-min-rating` | external | regression | Lowest rating a reviewer gives next window. | -| `predict-reviewer-rating-max-heavytail` | external | regression | log1p of the maximum rating this reviewer leaves next window. | -| `predict-reviewer-rating-mean-heavytail` | external | regression | log1p of this reviewer's mean rating next window. | -| `predict-reviewer-rating-min-heavytail` | external | regression | log1p of the reviewer's lowest rating given next window. | -| `predict-reviewer-rating-sum` | external | regression | Sum of ratings given by a reviewer next window. | -| `predict-reviewer-rating-sum-heavytail` | external | regression | log1p of the sum of ratings this reviewer leaves next window (activity intensity). | -| `predict-reviewer-rating-trend` | external | binary_classification | Predict whether a reviewer's mean rating for home products increases in the next window. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a reviewer who was inactive in the current window will post a home product review again in the next window. | -| `predict-reviewer-review-3w` | external | regression | Review count from a reviewer over three-window horizon. | -| `predict-reviewer-review-count` | external | regression | Predict the number of reviews a reviewer writes in the next time window | -| `predict-reviewer-review-length-max-heavytail` | external | regression | log1p of the reviewer's longest single review (review_len max) next window. | -| `predict-reviewer-review-length-mean-heavytail` | external | regression | log1p of the reviewer's mean review_len across reviews next window. | -| `predict-reviewer-review-length-min-heavytail` | external | regression | log1p of the reviewer's shortest review next window. | -| `predict-reviewer-review-length-sum-heavytail` | external | regression | log1p of total characters written by this reviewer across all reviews next window. | -| `predict-reviewer-total-review-len` | external | regression | Total characters written across reviews by a reviewer next window. | -| `predict-reviewer-total-review-length` | external | regression | Total characters a reviewer writes next window. | -| `predict-reviewer-verified-mean-heavytail` | external | regression | log1p of the reviewer's mean verified-flag next window. | -| `predict-reviewer-verified-only` | external | binary_classification | Whether the reviewer writes only verified reviews next window. | -| `predict-reviewer-verified-ratio` | external | binary_classification | Predict whether all of a reviewer's reviews in the next time window are verified purchases | -| `predict-reviewer-verified-sum-heavytail` | external | regression | log1p of count of verified-purchase reviews this reviewer submits next window. | -| `predict-reviewer-will-review-home` | external | binary_classification | Whether the reviewer posts any home product review next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-home") -task = relbench.load_task("recommendations-amazon-home", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-home/manifest.yaml b/thejoin-amazon-home/manifest.yaml deleted file mode 100644 index 8aee0c088bbcaf5993e0b094e03edb304f0f26c3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-home -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-home/schema.svg b/thejoin-amazon-home/schema.svg deleted file mode 100644 index 6350fa9c8c9f11062ef56a7394a08db48a70cb2a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -189K rows - -product_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -563K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -5M rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-home/tasks/predict-product-all-verified/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-all-verified/manifest.yaml deleted file mode 100644 index 7829b4d547fcc997887af74b9649729a6898371c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-all-verified/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-all-verified -kind: external -task_type: binary_classification -description: Whether all reviews for a product are verified (mean verified == 1) next window. -entity_table: products -entity_col: product_id -target_col: all_verified -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-any-new-review/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-any-new-review/manifest.yaml deleted file mode 100644 index 54e3e51afa95d9eb8be669b21e135a7a5afe27b4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-any-new-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-any-new-review -kind: external -task_type: binary_classification -description: Whether the product gets any new review next window. -entity_table: products -entity_col: product_id -target_col: book_has_review -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-avg-review-length/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-avg-review-length/manifest.yaml deleted file mode 100644 index d244853945548b77d5a46c7451022bdff641e843..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-avg-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-avg-review-length -kind: external -task_type: regression -description: Average review length for a home product next window. -entity_table: products -entity_col: product_id -target_col: avg_review_len -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-churn/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-churn/manifest.yaml deleted file mode 100644 index 352519533d5a25bd74e243b027a2224c7da1a6c4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-churn -kind: external -task_type: binary_classification -description: Predict whether a home product receives no reviews in the next time window (loss of interest) -entity_table: products -entity_col: product_id -target_col: predict_product_churn -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-long-review/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-long-review/manifest.yaml deleted file mode 100644 index c5d58e450be6fa5b8a47e4be6b28e372b9ae5a1e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-long-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-long-review -kind: external -task_type: binary_classification -description: Whether any review exceeds 1000 characters next window. -entity_table: products -entity_col: product_id -target_col: long_review -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-low-rating-event/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-low-rating-event/manifest.yaml deleted file mode 100644 index 1afb8e23f95f92b1e662ac364046e209d2d8468a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-low-rating-event/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-low-rating-event -kind: external -task_type: binary_classification -description: Whether the product receives any 1-star rating next window. -entity_table: products -entity_col: product_id -target_col: low_rating_event -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-low-rating/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-low-rating/manifest.yaml deleted file mode 100644 index 3e2e873a362fc23a379896ac81ba6cb6b0346d8b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-low-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-low-rating -kind: external -task_type: binary_classification -description: Whether a product's average rating drops below 3.5 next window. -entity_table: products -entity_col: product_id -target_col: low_rating -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-max-review-len/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-max-review-len/manifest.yaml deleted file mode 100644 index e70664f46d9c8b2df17815b3bd6cfd8397406cde..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-max-review-len/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-max-review-len -kind: external -task_type: regression -description: Longest review length posted on a product next window. -entity_table: products -entity_col: product_id -target_col: max_review_len -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-max-review-length/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-max-review-length/manifest.yaml deleted file mode 100644 index 57995e9e1b7fd40f9051ffa121b76759f30aa560..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-max-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-max-review-length -kind: external -task_type: regression -description: Longest review written for a home product next window. -entity_table: products -entity_col: product_id -target_col: max_review_len -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-mean-rating/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-mean-rating/manifest.yaml deleted file mode 100644 index d4b149a792c38d5f0165aab49761df1acae8790c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-mean-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-mean-rating -kind: external -task_type: regression -description: Predict the mean rating a home product receives in the next time window -entity_table: products -entity_col: product_id -target_col: pred_rating -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-min-rating/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-min-rating/manifest.yaml deleted file mode 100644 index 8614159850a2eebe73d119e3300dba373dcc4b41..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-min-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-min-rating -kind: external -task_type: regression -description: Lowest rating a product receives next window. -entity_table: products -entity_col: product_id -target_col: min_rating -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-popular-next-window/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-popular-next-window/manifest.yaml deleted file mode 100644 index 67efd9f181daf4a4f35eb321f1f12bf1c735aae3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-popular-next-window/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-popular-next-window -kind: external -task_type: binary_classification -description: Whether a product's rating sum exceeds 25 next window. -entity_table: products -entity_col: product_id -target_col: popular -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-rating-max-heavytail/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-rating-max-heavytail/manifest.yaml deleted file mode 100644 index 0aaa0821abed6a90769496e7c7b931e906290c26..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-rating-max-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-max-heavytail -kind: external -task_type: regression -description: log1p of the maximum rating received on this product next window. -entity_table: products -entity_col: product_id -target_col: log_rating_max -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-rating-mean-heavytail/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-rating-mean-heavytail/manifest.yaml deleted file mode 100644 index aaa5d8596a2bd2bd0416ac1ea983953d7e962e2e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-rating-mean-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-mean-heavytail -kind: external -task_type: regression -description: log1p of the mean rating for this product next window (zero-dominated for inactive items). -entity_table: products -entity_col: product_id -target_col: log_rating_mean -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-rating-min-heavytail/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-rating-min-heavytail/manifest.yaml deleted file mode 100644 index 768b050e0d34f458bf7742753fbafef65a04302f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-rating-min-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-min-heavytail -kind: external -task_type: regression -description: log1p of the minimum rating received on this product next window (worst-review tail). -entity_table: products -entity_col: product_id -target_col: log_rating_min -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-rating-sum-heavytail/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-rating-sum-heavytail/manifest.yaml deleted file mode 100644 index 0334107d171f188ede7c72f75c578a1561ccbae4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-rating-sum-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-sum-heavytail -kind: external -task_type: regression -description: log1p of the sum of all star ratings received by this product next window (volume-weighted popularity). -entity_table: products -entity_col: product_id -target_col: log_rating_sum -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-rating-trend/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-rating-trend/manifest.yaml deleted file mode 100644 index 96d52418d0ba7d97f7a1683db784e97647b23b60..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a home product's mean rating increases in the next window compared to the current window. -entity_table: products -entity_col: product_id -target_col: rating_trend -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-rating-volatility/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-rating-volatility/manifest.yaml deleted file mode 100644 index 0d65ed9cb1b323aaebf08780f084b62900dee8fa..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings for a home product in the next window, reflecting divided customer opinions. -entity_table: products -entity_col: product_id -target_col: rating_volatility -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-return/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-return/manifest.yaml deleted file mode 100644 index 92c9a2be5f318b7a1a2179e4593081fe39dbaf12..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-return -kind: external -task_type: binary_classification -description: Predict whether a home product that received no reviews in the current window will receive reviews again in the next window. -entity_table: products -entity_col: product_id -target_col: product_returns -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-review-count/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-review-count/manifest.yaml deleted file mode 100644 index a46e5d8c34401de2c295c2c0d2359620a4cd08cc..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-count -kind: external -task_type: regression -description: Predict the number of reviews a home product receives in the next time window -entity_table: products -entity_col: product_id -target_col: predict_product_review_count -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-review-length-change/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-review-length-change/manifest.yaml deleted file mode 100644 index 6636c207553402aed3bde10780049d10987d08dd..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-review-length-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-length-change -kind: external -task_type: regression -description: Predict the change in mean review length for a home product between the current and next windows. -entity_table: products -entity_col: product_id -target_col: review_length_change -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-review-length-max-heavytail/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-review-length-max-heavytail/manifest.yaml deleted file mode 100644 index 01f9e5695247dbe924ef7ef4a0dfce73f2605adc..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-review-length-max-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-length-max-heavytail -kind: external -task_type: regression -description: log1p of the maximum review_len seen on this product in the next window. -entity_table: products -entity_col: product_id -target_col: log_review_len_max -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-review-length-mean-heavytail/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-review-length-mean-heavytail/manifest.yaml deleted file mode 100644 index 6d45762b6fcb8a1e4b1357809012b04073e927ca..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-review-length-mean-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-length-mean-heavytail -kind: external -task_type: regression -description: log1p of the mean review_len for this product in the next window. -entity_table: products -entity_col: product_id -target_col: log_review_len_mean -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-review-length-min-heavytail/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-review-length-min-heavytail/manifest.yaml deleted file mode 100644 index cc7ce9e77eef803b3d69a10bb9ced9333931009f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-review-length-min-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-length-min-heavytail -kind: external -task_type: regression -description: log1p of shortest review_len received on this product next window. -entity_table: products -entity_col: product_id -target_col: log_review_len_min -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-review-length-sum-heavytail/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-review-length-sum-heavytail/manifest.yaml deleted file mode 100644 index 0695dbc2a7d7ff20a004c4b3ba88d5a424fb0b87..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-review-length-sum-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-length-sum-heavytail -kind: external -task_type: regression -description: log1p of sum of review_len across all reviews for this product in the next window. -entity_table: products -entity_col: product_id -target_col: log_review_len_sum -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-top-review-volume/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-top-review-volume/manifest.yaml deleted file mode 100644 index c24481d5f0f80c229dbf61750dd1faa07fbc92e4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-top-review-volume/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-review-volume -kind: external -task_type: binary_classification -description: Predict whether a home product is in the top 25% by number of reviews received in the next window. -entity_table: products -entity_col: product_id -target_col: top_review_volume -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-total-rating-sum/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-total-rating-sum/manifest.yaml deleted file mode 100644 index e884112dac7484e3aa164b9a1298ecc78e8b5150..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-total-rating-sum/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-total-rating-sum -kind: external -task_type: regression -description: Sum of ratings a product receives next window. -entity_table: products -entity_col: product_id -target_col: rating_sum -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-unique-reviewers/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-unique-reviewers/manifest.yaml deleted file mode 100644 index 51b0989e598d8dab4b5b9e6c572abfcf74d35ae9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-unique-reviewers/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-unique-reviewers -kind: external -task_type: regression -description: Max reviewer_id touching the product (newest cohort) next window. -entity_table: products -entity_col: product_id -target_col: reviewer_range -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-verified-count/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-verified-count/manifest.yaml deleted file mode 100644 index bd4bf1cef0fe8ee09cdb78c69d8f560118817edd..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-verified-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-verified-count -kind: external -task_type: regression -description: Number of verified reviews for a product next window. -entity_table: products -entity_col: product_id -target_col: verified_count -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-verified-mean-heavytail/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-verified-mean-heavytail/manifest.yaml deleted file mode 100644 index 359a7ae06815a8fbdd8ce3c2088f972cd591cd11..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-verified-mean-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-verified-mean-heavytail -kind: external -task_type: regression -description: log1p of the mean verified-flag on this product next window (verified-purchase share). -entity_table: products -entity_col: product_id -target_col: log_verified_mean -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-verified-share/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-verified-share/manifest.yaml deleted file mode 100644 index 3167e5f9e26f4545270708ee481e5c61204b2f89..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-verified-share/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-verified-share -kind: external -task_type: regression -description: Fraction of verified purchases among reviews for a product next window. -entity_table: products -entity_col: product_id -target_col: verified_rate -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-verified-sum-heavytail/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-verified-sum-heavytail/manifest.yaml deleted file mode 100644 index d053f03218f94f2766954fcdb834d31a19b7dcb9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-verified-sum-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-verified-sum-heavytail -kind: external -task_type: regression -description: log1p of count of verified-purchase reviews for this product next window (zero-heavy, popular-item skew). -entity_table: products -entity_col: product_id -target_col: log_verified_sum -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-product-will-be-reviewed/manifest.yaml b/thejoin-amazon-home/tasks/predict-product-will-be-reviewed/manifest.yaml deleted file mode 100644 index 339d16bce808d9094c7f64dd49ea6a86008ae415..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-product-will-be-reviewed/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-will-be-reviewed -kind: external -task_type: binary_classification -description: Whether the home product receives any review next window. -entity_table: products -entity_col: product_id -target_col: reviewed_next -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-avg-review-length/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-avg-review-length/manifest.yaml deleted file mode 100644 index f5dd0ff58f0f505170777dad20b4b2a86df2adb9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-avg-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-avg-review-length -kind: external -task_type: regression -description: Average length of a reviewer's written reviews next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_review_len -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index 44394101b955cc8c4f49810f391574b73c76afb9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will write no reviews in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: predict_reviewer_churn -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-distinct-products/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-distinct-products/manifest.yaml deleted file mode 100644 index c16947c8edaee25b17aeb7dd21d7449a6690aaae..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-distinct-products/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-distinct-products -kind: external -task_type: regression -description: Predict how many distinct home products a reviewer will review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: distinct_products -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-harsh-critic/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-harsh-critic/manifest.yaml deleted file mode 100644 index 0f6ff07a81c4180f4eb130e06b82e818ff2541fa..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-harsh-critic/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-harsh-critic -kind: external -task_type: binary_classification -description: Whether a reviewer leaves at least one 1-star rating next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: harsh_critic -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-long-review-writer/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-long-review-writer/manifest.yaml deleted file mode 100644 index bd4418ee21aaffa7fbcf16580d7a9b7122a78153..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-long-review-writer/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-long-review-writer -kind: external -task_type: binary_classification -description: Whether mean review length exceeds 500 characters next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: verbose_reviewer -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-long-writer/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-long-writer/manifest.yaml deleted file mode 100644 index 271bdf8494482b3384962585238694015bf2b1a3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-long-writer/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-long-writer -kind: external -task_type: binary_classification -description: Whether a reviewer's max review length exceeds 1000 chars next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: long_writer -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-max-rating/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-max-rating/manifest.yaml deleted file mode 100644 index d1436414650227082009419aa222760e91e6de58..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-max-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-max-rating -kind: external -task_type: regression -description: Highest rating a reviewer gives next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_max_rating -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-max-review-len/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-max-review-len/manifest.yaml deleted file mode 100644 index 089533d8adc350339e96d36a75412634ca064dfd..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-max-review-len/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-max-review-len -kind: external -task_type: regression -description: Longest single review a reviewer writes next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_max_len -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-mean-rating/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-mean-rating/manifest.yaml deleted file mode 100644 index 1c2c6966e74c92cdbfa913f5bc086bd532992abe..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-mean-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-mean-rating -kind: external -task_type: regression -description: Predict the mean rating a reviewer gives across their reviews in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: pred_rating -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-min-rating/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-min-rating/manifest.yaml deleted file mode 100644 index 03fc468a9ee56f8c8e82abf34a54e76676c6888a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-min-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-min-rating -kind: external -task_type: regression -description: Lowest rating a reviewer gives next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_min_rating -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-rating-max-heavytail/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-rating-max-heavytail/manifest.yaml deleted file mode 100644 index a474f8c34c38708fdfed4521f5e7f2819bf40c06..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-rating-max-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-max-heavytail -kind: external -task_type: regression -description: log1p of the maximum rating this reviewer leaves next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: log_rating_max -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-rating-mean-heavytail/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-rating-mean-heavytail/manifest.yaml deleted file mode 100644 index 2a10748e9d2148e7b2fe5da753aefecdb4c43ee8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-rating-mean-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-mean-heavytail -kind: external -task_type: regression -description: log1p of this reviewer's mean rating next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: log_rating_mean -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-rating-min-heavytail/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-rating-min-heavytail/manifest.yaml deleted file mode 100644 index 27b66457f6b9a1ec156c8eb275e7604b1a013d74..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-rating-min-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-min-heavytail -kind: external -task_type: regression -description: log1p of the reviewer's lowest rating given next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: log_rating_min -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-rating-sum-heavytail/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-rating-sum-heavytail/manifest.yaml deleted file mode 100644 index 84dd2a6e9e339cc8a12c1ec371e80ecfc28c19e7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-rating-sum-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-sum-heavytail -kind: external -task_type: regression -description: log1p of the sum of ratings this reviewer leaves next window (activity intensity). -entity_table: reviewers -entity_col: reviewer_id -target_col: log_rating_sum -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-rating-sum/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-rating-sum/manifest.yaml deleted file mode 100644 index ef988783a5da9c900d94d783e386c30358eaa50d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-rating-sum/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-sum -kind: external -task_type: regression -description: Sum of ratings given by a reviewer next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: rating_sum -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-rating-trend/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-rating-trend/manifest.yaml deleted file mode 100644 index d7af971c4dbe567e383ba9015bc310ffaa400fca..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a reviewer's mean rating for home products increases in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_rating_trend -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index eb83d2195b58b5ebc5067ddbeb8cd471ba82b802..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a reviewer who was inactive in the current window will post a home product review again in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_returns -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-review-3w/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-review-3w/manifest.yaml deleted file mode 100644 index 068aad5ddfeb467d66928f3fb55c84d0e4e75f12..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-review-3w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-3w -kind: external -task_type: regression -description: Review count from a reviewer over three-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_3w -time_col: timestamp -timedelta: 163 days 19:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-review-count/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-review-count/manifest.yaml deleted file mode 100644 index 56ff2b96127ddd145fa074c4a950507bc7702e56..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-count -kind: external -task_type: regression -description: Predict the number of reviews a reviewer writes in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: predict_reviewer_review_count -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-review-length-max-heavytail/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-review-length-max-heavytail/manifest.yaml deleted file mode 100644 index 1b8d3f8dc124d72bdabc259e8d6e9773cdd4bdca..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-review-length-max-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-length-max-heavytail -kind: external -task_type: regression -description: log1p of the reviewer's longest single review (review_len max) next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: log_review_len_max -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-review-length-mean-heavytail/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-review-length-mean-heavytail/manifest.yaml deleted file mode 100644 index bed5c4e549b90aae6f033bf701cfac6976470f2b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-review-length-mean-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-length-mean-heavytail -kind: external -task_type: regression -description: log1p of the reviewer's mean review_len across reviews next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: log_review_len_mean -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-review-length-min-heavytail/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-review-length-min-heavytail/manifest.yaml deleted file mode 100644 index 0467f218c0a868d10ec6131833135f60673773b9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-review-length-min-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-length-min-heavytail -kind: external -task_type: regression -description: log1p of the reviewer's shortest review next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: log_review_len_min -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-review-length-sum-heavytail/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-review-length-sum-heavytail/manifest.yaml deleted file mode 100644 index bd86256269d7d3f08b0f824e3522a66c3324f13c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-review-length-sum-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-length-sum-heavytail -kind: external -task_type: regression -description: log1p of total characters written by this reviewer across all reviews next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: log_review_len_sum -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-total-review-len/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-total-review-len/manifest.yaml deleted file mode 100644 index c63d6b555d067ddac6d458364be45aefa3b7b4a8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-total-review-len/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-total-review-len -kind: external -task_type: regression -description: Total characters written across reviews by a reviewer next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_total_len -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-total-review-length/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-total-review-length/manifest.yaml deleted file mode 100644 index ecc741958cd26b86a4914e804ed857ead0cadcd4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-total-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-total-review-length -kind: external -task_type: regression -description: Total characters a reviewer writes next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: total_len -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-verified-mean-heavytail/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-verified-mean-heavytail/manifest.yaml deleted file mode 100644 index 582cfb68c614defe8aa4ab73a00e2e01b5d11437..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-verified-mean-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-mean-heavytail -kind: external -task_type: regression -description: log1p of the reviewer's mean verified-flag next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: log_verified_mean -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-verified-only/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-verified-only/manifest.yaml deleted file mode 100644 index 41fff9749a9c3887b008b353328d7c23ee71fd26..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-verified-only/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-only -kind: external -task_type: binary_classification -description: Whether the reviewer writes only verified reviews next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: all_verified_reviewer -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-verified-ratio/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-verified-ratio/manifest.yaml deleted file mode 100644 index 3671ab9bd703e8511d0a333e1d6d017829da6173..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-verified-ratio/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-ratio -kind: external -task_type: binary_classification -description: Predict whether all of a reviewer's reviews in the next time window are verified purchases -entity_table: reviewers -entity_col: reviewer_id -target_col: pred_verified -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-verified-sum-heavytail/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-verified-sum-heavytail/manifest.yaml deleted file mode 100644 index dbd8460d06d8126635ba0e3010283f71505481ec..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-verified-sum-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-sum-heavytail -kind: external -task_type: regression -description: log1p of count of verified-purchase reviews this reviewer submits next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: log_verified_sum -time_col: timestamp -timedelta: 54 days 19:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-home/tasks/predict-reviewer-will-review-home/manifest.yaml b/thejoin-amazon-home/tasks/predict-reviewer-will-review-home/manifest.yaml deleted file mode 100644 index 1f65573aaca8dbfa96a357a7c7ee0dd54af51bff..0000000000000000000000000000000000000000 --- a/thejoin-amazon-home/tasks/predict-reviewer-will-review-home/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-will-review-home -kind: external -task_type: binary_classification -description: Whether the reviewer posts any home product review next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviews_next -time_col: timestamp -timedelta: 54 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/README.md b/thejoin-amazon-industrial/README.md deleted file mode 100644 index 11e1adbedaa11825e20ec00bc3a2267944a13b8c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/README.md +++ /dev/null @@ -1,63 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-industrial ---- - -# recommendations-amazon-industrial - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-product-avg-rating` | external | regression | Predict the mean rating an industrial product will receive in the next time window. | -| `predict-product-high-rated` | external | binary_classification | Predict whether an industrial product will receive a mean rating above 4 in the next time window. | -| `predict-product-log-rating-max-heavy-tail` | external | regression | Predict log1p of the maximum rating received by a product next window. Zero-heavy due to inactive products; capped upper tail yields a censored heavy-tailed target. | -| `predict-product-log-rating-mean-heavy-tail` | external | regression | Predict log1p of the mean rating for a product in the next window. Heavy-tailed due to dense inactivity (zeros) punctuated by high-volume review spikes. | -| `predict-product-log-rating-min-heavy-tail` | external | regression | Predict log1p of the minimum rating received by a product next window. Most products have no activity (zeros); active products reveal a long tail of 1-star outlier reviews. | -| `predict-product-log-rating-sum-heavy-tail` | external | regression | Predict log1p of the total rating points a product accumulates in the next window. Skewed because n_reviews per product ranges 1-1229, producing a long tail of highly-rated hot items. | -| `predict-product-log-rating-sum-long-horizon-heavy-tail` | external | regression | Predict log1p of total rating points a product will earn over a longer horizon. Longer window amplifies the heavy tail as viral products compound reviews. | -| `predict-product-log-review-len-max-heavy-tail` | external | regression | Predict log1p of the longest single review length received by a product in the next window. Extreme tail up to 32k characters makes this heavy-tailed. | -| `predict-product-log-review-len-mean-heavy-tail` | external | regression | Predict log1p of the mean review length a product receives next window. Zero-dominated for inactive products with a long upper tail for products drawing detailed feedback. | -| `predict-product-log-review-len-min-heavy-tail` | external | regression | Predict log1p of the shortest single review length a product receives in the next window. Zero-inflated over inactive products with a rightward tail for verbose-only products. | -| `predict-product-log-review-len-sum-heavy-tail` | external | regression | Predict log1p of the total review character count a product will accumulate in the next window. Heavily right-skewed: most products get little text while a few viral items attract massive long-form reviews. | -| `predict-product-log-review-len-sum-long-horizon-heavy-tail` | external | regression | Predict log1p of total review characters a product accumulates over a longer horizon. Extreme skew grows with horizon for hot items. | -| `predict-product-max-review-length` | external | regression | Predict the maximum review length an industrial product will receive in the next time window. | -| `predict-product-rating-change` | external | regression | Predict the change in mean rating an industrial product receives from the previous to the next time window. | -| `predict-product-rating-volatility` | external | regression | Predict the standard deviation of ratings an industrial product will receive in the next time window. | -| `predict-product-review-count` | external | regression | Predict the number of reviews an industrial product will receive in the next time window. | -| `predict-product-top-rated` | external | binary_classification | Predict whether an industrial product will rank in the top 25% by mean rating among all products in the next time window. | -| `predict-reviewer-active` | external | binary_classification | Predict whether a reviewer will post at least one industrial product review in the next time window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will post no industrial product reviews in the next time window. | -| `predict-reviewer-log-rating-max-heavy-tail` | external | regression | Predict log1p of a reviewer's maximum rating next window. Heavy-tailed since inactive reviewers generate zeros while active ones concentrate at 5. | -| `predict-reviewer-log-rating-mean-heavy-tail` | external | regression | Predict log1p of the mean rating a reviewer issues in the next window. Zero-dominated across dormant users; active tail shows the full rating scale. | -| `predict-reviewer-log-rating-min-heavy-tail` | external | regression | Predict log1p of a reviewer's minimum rating next window. Zero-dominated with a tail capturing reviewers who issue rare harsh 1-star reviews. | -| `predict-reviewer-log-rating-sum-heavy-tail` | external | regression | Predict log1p of total rating points a reviewer gives in the next window. Skewed because review counts per reviewer are long-tailed. | -| `predict-reviewer-log-rating-sum-long-horizon-heavy-tail` | external | regression | Predict log1p of total rating points a reviewer contributes over an extended horizon. Heavy tail sharpens as super-reviewers accumulate many ratings. | -| `predict-reviewer-log-review-len-max-heavy-tail` | external | regression | Predict log1p of the longest single review a reviewer posts in the next window. Range up to 32k chars yields an extreme heavy-tailed distribution. | -| `predict-reviewer-log-review-len-mean-heavy-tail` | external | regression | Predict log1p of the mean review character count for a reviewer next window. Most reviewers are inactive (zeros); active subset spans concise to verbose styles. | -| `predict-reviewer-log-review-len-min-heavy-tail` | external | regression | Predict log1p of the shortest single review a reviewer posts next window. Zero-inflated for quiet users with a long tail of minimum-lengthy reviewers. | -| `predict-reviewer-log-review-len-sum-heavy-tail` | external | regression | Predict log1p of total characters a reviewer writes in the next window. Zero-dominated (most reviewers go quiet) with a heavy tail of power-reviewers. | -| `predict-reviewer-log-review-len-sum-long-horizon-heavy-tail` | external | regression | Predict log1p of total characters a reviewer writes over an extended horizon. Power-reviewer tail becomes more pronounced with longer windows. | -| `predict-reviewer-rating-trend` | external | binary_classification | Predict whether a reviewer's mean rating will increase in the next time window compared to the previous. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a previously active reviewer who was absent will return and post an industrial product review in the next time window. | -| `predict-reviewer-review-length-ratio` | external | regression | Predict the ratio of total review characters to total rating points for a reviewer, measuring elaboration per quality star. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-industrial") -task = relbench.load_task("recommendations-amazon-industrial", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-industrial/manifest.yaml b/thejoin-amazon-industrial/manifest.yaml deleted file mode 100644 index 87feb8a3e1a7f525911c79a0c0e8cceb637b64f0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-industrial -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-industrial/schema.svg b/thejoin-amazon-industrial/schema.svg deleted file mode 100644 index 21a5604190e38b129e7fa452c22d75e165c1d440..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -5K rows - -product_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -11K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -77K rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-industrial/tasks/predict-product-avg-rating/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-product-avg-rating/manifest.yaml deleted file mode 100644 index 6956596b6e3bccf69d3d7f52c72f760d15bd8ce0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-product-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-avg-rating -kind: external -task_type: regression -description: Predict the mean rating an industrial product will receive in the next time window. -entity_table: products -entity_col: product_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-high-rated/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-product-high-rated/manifest.yaml deleted file mode 100644 index 4efccd2ca3d33bee8e71ded7cf30007c07efad3e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-product-high-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-high-rated -kind: external -task_type: binary_classification -description: Predict whether an industrial product will receive a mean rating above 4 in the next time window. -entity_table: products -entity_col: product_id -target_col: is_high_rated -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-log-rating-max-heavy-tail/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-product-log-rating-max-heavy-tail/manifest.yaml deleted file mode 100644 index c87e7b8770e37dffe7458765337e29c60b8d735f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-product-log-rating-max-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-log-rating-max-heavy-tail -kind: external -task_type: regression -description: Predict log1p of the maximum rating received by a product next window. Zero-heavy due to inactive products; capped upper tail yields a censored heavy-tailed target. -entity_table: products -entity_col: product_id -target_col: log_rating_max -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-log-rating-mean-heavy-tail/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-product-log-rating-mean-heavy-tail/manifest.yaml deleted file mode 100644 index f7fee916d9769524fdfe2323e4fc98ee2551e82f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-product-log-rating-mean-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-log-rating-mean-heavy-tail -kind: external -task_type: regression -description: Predict log1p of the mean rating for a product in the next window. Heavy-tailed due to dense inactivity (zeros) punctuated by high-volume review spikes. -entity_table: products -entity_col: product_id -target_col: log_rating_mean -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-log-rating-min-heavy-tail/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-product-log-rating-min-heavy-tail/manifest.yaml deleted file mode 100644 index 4955717fc3ff6c85bef3c0b71cffeecca0326b6a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-product-log-rating-min-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-log-rating-min-heavy-tail -kind: external -task_type: regression -description: Predict log1p of the minimum rating received by a product next window. Most products have no activity (zeros); active products reveal a long tail of 1-star outlier reviews. -entity_table: products -entity_col: product_id -target_col: log_rating_min -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-log-rating-sum-heavy-tail/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-product-log-rating-sum-heavy-tail/manifest.yaml deleted file mode 100644 index 373a2c63f65e7ebf7e37bf15585af47fc6953282..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-product-log-rating-sum-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-log-rating-sum-heavy-tail -kind: external -task_type: regression -description: Predict log1p of the total rating points a product accumulates in the next window. Skewed because n_reviews per product ranges 1-1229, producing a long tail of highly-rated hot items. -entity_table: products -entity_col: product_id -target_col: log_rating_sum -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-log-rating-sum-long-horizon-heavy-tail/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-product-log-rating-sum-long-horizon-heavy-tail/manifest.yaml deleted file mode 100644 index ee5aae99cdd1074ffa8bb711f7b89423fd2f13fe..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-product-log-rating-sum-long-horizon-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-log-rating-sum-long-horizon-heavy-tail -kind: external -task_type: regression -description: Predict log1p of total rating points a product will earn over a longer horizon. Longer window amplifies the heavy tail as viral products compound reviews. -entity_table: products -entity_col: product_id -target_col: log_rating_sum_long -time_col: timestamp -timedelta: 100 days 19:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-log-review-len-max-heavy-tail/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-product-log-review-len-max-heavy-tail/manifest.yaml deleted file mode 100644 index a09cc2a79b7b7095aa866fcd2a61b6ce5d773bf0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-product-log-review-len-max-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-log-review-len-max-heavy-tail -kind: external -task_type: regression -description: Predict log1p of the longest single review length received by a product in the next window. Extreme tail up to 32k characters makes this heavy-tailed. -entity_table: products -entity_col: product_id -target_col: log_review_len_max -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-log-review-len-mean-heavy-tail/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-product-log-review-len-mean-heavy-tail/manifest.yaml deleted file mode 100644 index 1c8e108e967f93692d39595053b1d082533c14cb..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-product-log-review-len-mean-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-log-review-len-mean-heavy-tail -kind: external -task_type: regression -description: Predict log1p of the mean review length a product receives next window. Zero-dominated for inactive products with a long upper tail for products drawing detailed feedback. -entity_table: products -entity_col: product_id -target_col: log_review_len_mean -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-log-review-len-min-heavy-tail/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-product-log-review-len-min-heavy-tail/manifest.yaml deleted file mode 100644 index 243e7813b40af5b96f36fbcfafc2ede7907dc3e1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-product-log-review-len-min-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-log-review-len-min-heavy-tail -kind: external -task_type: regression -description: Predict log1p of the shortest single review length a product receives in the next window. Zero-inflated over inactive products with a rightward tail for verbose-only products. -entity_table: products -entity_col: product_id -target_col: log_review_len_min -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-log-review-len-sum-heavy-tail/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-product-log-review-len-sum-heavy-tail/manifest.yaml deleted file mode 100644 index 4784a538a7e98f557886f5190e1a0037aeaf4d6c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-product-log-review-len-sum-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-log-review-len-sum-heavy-tail -kind: external -task_type: regression -description: 'Predict log1p of the total review character count a product will accumulate in the next window. Heavily right-skewed: most products get little text while a few viral items attract massive long-form reviews.' -entity_table: products -entity_col: product_id -target_col: log_review_len_sum -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-log-review-len-sum-long-horizon-heavy-tail/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-product-log-review-len-sum-long-horizon-heavy-tail/manifest.yaml deleted file mode 100644 index 85633da9b5d7c9ce6fb1082b428863e2a84b9e1c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-product-log-review-len-sum-long-horizon-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-log-review-len-sum-long-horizon-heavy-tail -kind: external -task_type: regression -description: Predict log1p of total review characters a product accumulates over a longer horizon. Extreme skew grows with horizon for hot items. -entity_table: products -entity_col: product_id -target_col: log_review_len_sum_long -time_col: timestamp -timedelta: 100 days 19:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-max-review-length/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-product-max-review-length/manifest.yaml deleted file mode 100644 index cbd90e69e15b2ccef296615d259fb33132843545..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-product-max-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-max-review-length -kind: external -task_type: regression -description: Predict the maximum review length an industrial product will receive in the next time window. -entity_table: products -entity_col: product_id -target_col: max_review_len_next -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-rating-change/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-product-rating-change/manifest.yaml deleted file mode 100644 index d0c41d731f5800f6116a41f35050d5c75f9b3bdf..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-product-rating-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-change -kind: external -task_type: regression -description: Predict the change in mean rating an industrial product receives from the previous to the next time window. -entity_table: products -entity_col: product_id -target_col: rating_change_next -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-rating-volatility/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-product-rating-volatility/manifest.yaml deleted file mode 100644 index 3ca97083964afc7403317b4eefa0e200b2889df2..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-product-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings an industrial product will receive in the next time window. -entity_table: products -entity_col: product_id -target_col: rating_volatility_next -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-review-count/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-product-review-count/manifest.yaml deleted file mode 100644 index bbf0a4e2f7675a8bb9a1877d761ff865ded63b68..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-product-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-count -kind: external -task_type: regression -description: Predict the number of reviews an industrial product will receive in the next time window. -entity_table: products -entity_col: product_id -target_col: review_count_next -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-product-top-rated/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-product-top-rated/manifest.yaml deleted file mode 100644 index 686e613e219bf303f95667c02f9b4d61111021fb..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-product-top-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-rated -kind: external -task_type: binary_classification -description: Predict whether an industrial product will rank in the top 25% by mean rating among all products in the next time window. -entity_table: products -entity_col: product_id -target_col: is_top_rated_product -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-active/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-reviewer-active/manifest.yaml deleted file mode 100644 index 93f9efd4971ced7b73af4a129e1e5e698800468c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-reviewer-active/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post at least one industrial product review in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_active -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index 95d92cfda4d2781a04d90c9b65ac405ef73940ac..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post no industrial product reviews in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_churned -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-max-heavy-tail/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-max-heavy-tail/manifest.yaml deleted file mode 100644 index a0a723993f158fef856e759fae585170f098890d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-max-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-log-rating-max-heavy-tail -kind: external -task_type: regression -description: Predict log1p of a reviewer's maximum rating next window. Heavy-tailed since inactive reviewers generate zeros while active ones concentrate at 5. -entity_table: reviewers -entity_col: reviewer_id -target_col: log_rating_max -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-mean-heavy-tail/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-mean-heavy-tail/manifest.yaml deleted file mode 100644 index 37529fac1ab46bca5004bc4c05e9d49eb98980c5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-mean-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-log-rating-mean-heavy-tail -kind: external -task_type: regression -description: Predict log1p of the mean rating a reviewer issues in the next window. Zero-dominated across dormant users; active tail shows the full rating scale. -entity_table: reviewers -entity_col: reviewer_id -target_col: log_rating_mean -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-min-heavy-tail/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-min-heavy-tail/manifest.yaml deleted file mode 100644 index bec8b9362410743272eaaef2391fe7db4d77f8ad..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-min-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-log-rating-min-heavy-tail -kind: external -task_type: regression -description: Predict log1p of a reviewer's minimum rating next window. Zero-dominated with a tail capturing reviewers who issue rare harsh 1-star reviews. -entity_table: reviewers -entity_col: reviewer_id -target_col: log_rating_min -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-sum-heavy-tail/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-sum-heavy-tail/manifest.yaml deleted file mode 100644 index 8fe9cffbd94cb9234f8614af962aa918912a84e2..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-sum-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-log-rating-sum-heavy-tail -kind: external -task_type: regression -description: Predict log1p of total rating points a reviewer gives in the next window. Skewed because review counts per reviewer are long-tailed. -entity_table: reviewers -entity_col: reviewer_id -target_col: log_rating_sum -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-sum-long-horizon-heavy-tail/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-sum-long-horizon-heavy-tail/manifest.yaml deleted file mode 100644 index 60d365b7882d46fadb7782d294fb8ca440e2b2f3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-reviewer-log-rating-sum-long-horizon-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-log-rating-sum-long-horizon-heavy-tail -kind: external -task_type: regression -description: Predict log1p of total rating points a reviewer contributes over an extended horizon. Heavy tail sharpens as super-reviewers accumulate many ratings. -entity_table: reviewers -entity_col: reviewer_id -target_col: log_rating_sum_long -time_col: timestamp -timedelta: 100 days 19:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-max-heavy-tail/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-max-heavy-tail/manifest.yaml deleted file mode 100644 index 3ad85fbce27c74742684547326264ec09cbd80d3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-max-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-log-review-len-max-heavy-tail -kind: external -task_type: regression -description: Predict log1p of the longest single review a reviewer posts in the next window. Range up to 32k chars yields an extreme heavy-tailed distribution. -entity_table: reviewers -entity_col: reviewer_id -target_col: log_review_len_max -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-mean-heavy-tail/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-mean-heavy-tail/manifest.yaml deleted file mode 100644 index eca016097d59dd9343fc75b28099c50801744efb..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-mean-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-log-review-len-mean-heavy-tail -kind: external -task_type: regression -description: Predict log1p of the mean review character count for a reviewer next window. Most reviewers are inactive (zeros); active subset spans concise to verbose styles. -entity_table: reviewers -entity_col: reviewer_id -target_col: log_review_len_mean -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-min-heavy-tail/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-min-heavy-tail/manifest.yaml deleted file mode 100644 index f0cf2d42e5d7728661f4760b10d7a68c90471454..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-min-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-log-review-len-min-heavy-tail -kind: external -task_type: regression -description: Predict log1p of the shortest single review a reviewer posts next window. Zero-inflated for quiet users with a long tail of minimum-lengthy reviewers. -entity_table: reviewers -entity_col: reviewer_id -target_col: log_review_len_min -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-sum-heavy-tail/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-sum-heavy-tail/manifest.yaml deleted file mode 100644 index 9a2cf13b0d7fa6d1df9f4be54abd0f85f04bce50..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-sum-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-log-review-len-sum-heavy-tail -kind: external -task_type: regression -description: Predict log1p of total characters a reviewer writes in the next window. Zero-dominated (most reviewers go quiet) with a heavy tail of power-reviewers. -entity_table: reviewers -entity_col: reviewer_id -target_col: log_review_len_sum -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-sum-long-horizon-heavy-tail/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-sum-long-horizon-heavy-tail/manifest.yaml deleted file mode 100644 index a34a438701dc556e3f3c3e885a4e16d5496357ae..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-reviewer-log-review-len-sum-long-horizon-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-log-review-len-sum-long-horizon-heavy-tail -kind: external -task_type: regression -description: Predict log1p of total characters a reviewer writes over an extended horizon. Power-reviewer tail becomes more pronounced with longer windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: log_review_len_sum_long -time_col: timestamp -timedelta: 100 days 19:12:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-rating-trend/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-reviewer-rating-trend/manifest.yaml deleted file mode 100644 index a1dee231a38ed4022454a38ede2bec26c44ff564..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-reviewer-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a reviewer's mean rating will increase in the next time window compared to the previous. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_rating_increasing -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index f9131ebb37bdd32f9e2d73b9835b919ef7127eb6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a previously active reviewer who was absent will return and post an industrial product review in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_returning_reviewer -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-industrial/tasks/predict-reviewer-review-length-ratio/manifest.yaml b/thejoin-amazon-industrial/tasks/predict-reviewer-review-length-ratio/manifest.yaml deleted file mode 100644 index 532e8d127b55fa6fc7bb8cfcd2de5e29f05d5af5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-industrial/tasks/predict-reviewer-review-length-ratio/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-length-ratio -kind: external -task_type: regression -description: Predict the ratio of total review characters to total rating points for a reviewer, measuring elaboration per quality star. -entity_table: reviewers -entity_col: reviewer_id -target_col: review_len_per_rating -time_col: timestamp -timedelta: 50 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/README.md b/thejoin-amazon-kindle/README.md deleted file mode 100644 index 0e34742dbf767e4937b205ba52d967cac8c4e11c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/README.md +++ /dev/null @@ -1,54 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-kindle ---- - -# recommendations-amazon-kindle - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-book-avg-rating` | external | regression | Predict the mean rating a Kindle book will receive in the next time window. | -| `predict-book-distinct-reviewers` | external | regression | Predict the number of distinct reviewers who will review a Kindle book in the next time window. | -| `predict-book-high-rated` | external | binary_classification | Predict whether a Kindle book will receive a mean rating above 4 in the next time window. | -| `predict-book-new-reviewer-adoption` | external | binary_classification | Whether the book receives a review from a reviewer who has never reviewed it before next window. | -| `predict-book-rank-change-by-rating` | external | binary_classification | Whether the book's rank by mean rating within its reviewer cohort improves by at least 1 position next window. | -| `predict-book-rating-change` | external | regression | Predict the change in mean rating a Kindle book receives from the previous to the next time window. | -| `predict-book-rating-trend-reversal` | external | binary_classification | Whether the sign of change in the book's mean rating flips between the current and next window. | -| `predict-book-rating-volatility` | external | regression | Predict the standard deviation of ratings a Kindle book will receive in the next time window, indicating reader polarization. | -| `predict-book-review-count` | external | regression | Predict the number of reviews a Kindle book will receive in the next time window. | -| `predict-book-review-streak` | external | regression | Longest consecutive-sub-period stretch of incoming reviews for the book (7 buckets). | -| `predict-book-time-until-next-review` | external | regression | Days until the book's next incoming review. | -| `predict-book-top-rated` | external | binary_classification | Predict whether a Kindle book will rank in the top 25% by mean rating among all books in the next time window. | -| `predict-reviewer-active` | external | binary_classification | Predict whether a reviewer will post at least one Kindle review in the next time window. | -| `predict-reviewer-avg-review-length` | external | regression | Predict the mean review length a reviewer will write for Kindle books in the next time window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will post no Kindle reviews in the next time window. | -| `predict-reviewer-new-book-adoption` | external | binary_classification | Whether the reviewer reviews a book they have never reviewed before in the next window. | -| `predict-reviewer-rating-trend` | external | binary_classification | Predict whether a reviewer's mean rating will increase in the next time window compared to the previous. | -| `predict-reviewer-rating-trend-reversal` | external | binary_classification | Whether the sign of change in the reviewer's mean rating flips between the current and next window. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a previously active reviewer who was absent will return and post a Kindle review in the next time window. | -| `predict-reviewer-review-length-ratio` | external | regression | Predict the ratio of total review characters to total rating points for a reviewer, measuring depth of literary critique per quality star. | -| `predict-reviewer-review-length-volatility` | external | regression | Standard deviation of the reviewer's review lengths in the next window. | -| `predict-reviewer-review-streak` | external | regression | Longest consecutive-sub-period active streak for the reviewer in the future window (7 buckets). | -| `predict-reviewer-time-until-next-review` | external | regression | Days until the reviewer's next review event after the window start. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-kindle") -task = relbench.load_task("recommendations-amazon-kindle", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-kindle/manifest.yaml b/thejoin-amazon-kindle/manifest.yaml deleted file mode 100644 index 517e507518fb2059e415ac0792239c9bb96c2a7d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-kindle -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - books: - pkey: book_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - book_id: books diff --git a/thejoin-amazon-kindle/schema.svg b/thejoin-amazon-kindle/schema.svg deleted file mode 100644 index 8cff14e6eef4439c3f492d8863a7ac3cc314f94e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->books:w - - - -reviews:e->reviewers:w - - -books - -books - -25K rows - -book_id - -PK - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - -price - -null - - - -reviewers - -reviewers - -104K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -500K rows - -reviewer_id - -FK - -book_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-kindle/tasks/predict-book-avg-rating/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-book-avg-rating/manifest.yaml deleted file mode 100644 index c768c32f1a0bd6bc81eab716cd1fadf6be7dcd48..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-book-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-avg-rating -kind: external -task_type: regression -description: Predict the mean rating a Kindle book will receive in the next time window. -entity_table: books -entity_col: book_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-distinct-reviewers/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-book-distinct-reviewers/manifest.yaml deleted file mode 100644 index f0f08cda3692914810b5ab841bb2afe1ecc30b08..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-book-distinct-reviewers/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-distinct-reviewers -kind: external -task_type: regression -description: Predict the number of distinct reviewers who will review a Kindle book in the next time window. -entity_table: books -entity_col: book_id -target_col: distinct_reviewers_next -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-high-rated/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-book-high-rated/manifest.yaml deleted file mode 100644 index 2c667dff1af1918f9a6be65e1d4df9bcc7d6edbb..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-book-high-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-high-rated -kind: external -task_type: binary_classification -description: Predict whether a Kindle book will receive a mean rating above 4 in the next time window. -entity_table: books -entity_col: book_id -target_col: is_high_rated -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-new-reviewer-adoption/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-book-new-reviewer-adoption/manifest.yaml deleted file mode 100644 index 086f1ff5c46f4b4bcda32979c31ffbf349d28ee7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-book-new-reviewer-adoption/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-new-reviewer-adoption -kind: external -task_type: binary_classification -description: Whether the book receives a review from a reviewer who has never reviewed it before next window. -entity_table: books -entity_col: book_id -target_col: gets_new_reviewer -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-rank-change-by-rating/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-book-rank-change-by-rating/manifest.yaml deleted file mode 100644 index 655928adfd32c98af47fff561bfc44eb74c70448..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-book-rank-change-by-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-rank-change-by-rating -kind: external -task_type: binary_classification -description: Whether the book's rank by mean rating within its reviewer cohort improves by at least 1 position next window. -entity_table: books -entity_col: book_id -target_col: rank_improved -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-rating-change/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-book-rating-change/manifest.yaml deleted file mode 100644 index 813f322d5776996332596528b51ee7404300a52e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-book-rating-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-rating-change -kind: external -task_type: regression -description: Predict the change in mean rating a Kindle book receives from the previous to the next time window. -entity_table: books -entity_col: book_id -target_col: rating_change_next -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-rating-trend-reversal/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-book-rating-trend-reversal/manifest.yaml deleted file mode 100644 index 86d55455a145ca4e89e1d6939d9967445069c706..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-book-rating-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-rating-trend-reversal -kind: external -task_type: binary_classification -description: Whether the sign of change in the book's mean rating flips between the current and next window. -entity_table: books -entity_col: book_id -target_col: rating_trend_flips -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-rating-volatility/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-book-rating-volatility/manifest.yaml deleted file mode 100644 index 3c2cd5b258d34cb41f27648f062eb96d52f080f3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-book-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings a Kindle book will receive in the next time window, indicating reader polarization. -entity_table: books -entity_col: book_id -target_col: rating_volatility_next -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-review-count/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-book-review-count/manifest.yaml deleted file mode 100644 index 39b3bf8beef9bf746545b72482b1288a3a35b56a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-book-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-review-count -kind: external -task_type: regression -description: Predict the number of reviews a Kindle book will receive in the next time window. -entity_table: books -entity_col: book_id -target_col: review_count_next -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-review-streak/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-book-review-streak/manifest.yaml deleted file mode 100644 index 111e8db2fc15280ad0b911beb50a3c999c25b280..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-book-review-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-review-streak -kind: external -task_type: regression -description: Longest consecutive-sub-period stretch of incoming reviews for the book (7 buckets). -entity_table: books -entity_col: book_id -target_col: max_streak -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-time-until-next-review/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-book-time-until-next-review/manifest.yaml deleted file mode 100644 index 1888275221aaaba4bd7811a1f9cc7d6a9c4ec369..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-book-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-time-until-next-review -kind: external -task_type: regression -description: Days until the book's next incoming review. -entity_table: books -entity_col: book_id -target_col: days_to_next_review -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-book-top-rated/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-book-top-rated/manifest.yaml deleted file mode 100644 index eda958ebee298b5a9d2a5557275be65427736168..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-book-top-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-book-top-rated -kind: external -task_type: binary_classification -description: Predict whether a Kindle book will rank in the top 25% by mean rating among all books in the next time window. -entity_table: books -entity_col: book_id -target_col: is_top_rated_book -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-active/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-reviewer-active/manifest.yaml deleted file mode 100644 index 3adcae5bf7e3e11deaaa9720f794a51487593816..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-reviewer-active/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post at least one Kindle review in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_active -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-avg-review-length/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-reviewer-avg-review-length/manifest.yaml deleted file mode 100644 index debce9138ae17f4fc8b824fff4f402b0a53b4e06..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-reviewer-avg-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-avg-review-length -kind: external -task_type: regression -description: Predict the mean review length a reviewer will write for Kindle books in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_review_len_next -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index fe98e36e2b8cb897762a456651c91f5a832a1439..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post no Kindle reviews in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_churned -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-new-book-adoption/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-reviewer-new-book-adoption/manifest.yaml deleted file mode 100644 index 90f8ab738425cad898794bb8a56ea88964ad02b1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-reviewer-new-book-adoption/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-new-book-adoption -kind: external -task_type: binary_classification -description: Whether the reviewer reviews a book they have never reviewed before in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: adopts_new_book -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-rating-trend-reversal/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-reviewer-rating-trend-reversal/manifest.yaml deleted file mode 100644 index 2a72e44c96b9eb3b9da1744c71f0ceb5db75cc64..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-reviewer-rating-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-trend-reversal -kind: external -task_type: binary_classification -description: Whether the sign of change in the reviewer's mean rating flips between the current and next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: rating_trend_flips -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-rating-trend/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-reviewer-rating-trend/manifest.yaml deleted file mode 100644 index 210a4da74712b9a1eef2c419a337b91e15e742d1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-reviewer-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a reviewer's mean rating will increase in the next time window compared to the previous. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_rating_increasing -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index 5dd2b69088c90246156c15c8ded05266e67e097c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a previously active reviewer who was absent will return and post a Kindle review in the next time window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_returning_reviewer -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-review-length-ratio/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-reviewer-review-length-ratio/manifest.yaml deleted file mode 100644 index 64fed1c1e5afe9b9c27f554632e91000a456ee58..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-reviewer-review-length-ratio/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-length-ratio -kind: external -task_type: regression -description: Predict the ratio of total review characters to total rating points for a reviewer, measuring depth of literary critique per quality star. -entity_table: reviewers -entity_col: reviewer_id -target_col: review_len_per_rating -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-review-length-volatility/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-reviewer-review-length-volatility/manifest.yaml deleted file mode 100644 index 1b6512befba08f420ebf44f070e3cd4054cc2764..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-reviewer-review-length-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-length-volatility -kind: external -task_type: regression -description: Standard deviation of the reviewer's review lengths in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: review_len_std -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-review-streak/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-reviewer-review-streak/manifest.yaml deleted file mode 100644 index 070cab57de1d7c40b5a63279b565b99f396639c4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-reviewer-review-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-streak -kind: external -task_type: regression -description: Longest consecutive-sub-period active streak for the reviewer in the future window (7 buckets). -entity_table: reviewers -entity_col: reviewer_id -target_col: max_streak -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-kindle/tasks/predict-reviewer-time-until-next-review/manifest.yaml b/thejoin-amazon-kindle/tasks/predict-reviewer-time-until-next-review/manifest.yaml deleted file mode 100644 index 18aacbb683eb32396380dc1f7d3faa3a1e97eaed..0000000000000000000000000000000000000000 --- a/thejoin-amazon-kindle/tasks/predict-reviewer-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-review -kind: external -task_type: regression -description: Days until the reviewer's next review event after the window start. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_review -time_col: timestamp -timedelta: 66 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/README.md b/thejoin-amazon-luxury-beauty/README.md deleted file mode 100644 index 35122fd303585953377d4c308b9c016447053152..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/README.md +++ /dev/null @@ -1,50 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-luxury-beauty ---- - -# recommendations-amazon-luxury-beauty - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-product-churn-5w` | external | binary_classification | Predict if product receives no reviews in the next 5-window horizon. | -| `predict-product-high-vote-engagement` | external | binary_classification | Predict whether a luxury beauty product's total helpful votes next window exceed 7 (median engagement threshold). | -| `predict-product-rating-trend` | external | binary_classification | Predict whether a luxury beauty product's mean rating will increase next window compared to the current window. | -| `predict-product-rating-volatility` | external | regression | Predict the standard deviation of ratings a luxury beauty product will receive next window. | -| `predict-product-review-len-change` | external | regression | Predict the change in mean review length for a luxury beauty product from current to next window. | -| `predict-product-time-until-next-5w` | external | regression | Predict days until a product's next review over a 5-window horizon. | -| `predict-product-top-rated` | external | binary_classification | Predict whether a luxury beauty product will rank in the top 25% by mean rating next window. | -| `predict-reviewer-active-next` | external | binary_classification | Predict whether a reviewer will submit at least one luxury beauty review in the next window. | -| `predict-reviewer-avg-rating` | external | regression | Predict the mean rating a reviewer will give to luxury beauty products in the next window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will have no luxury beauty review activity in the next window. | -| `predict-reviewer-churn-4w` | external | binary_classification | Predict if reviewer has no reviews in the next 4-window horizon. | -| `predict-reviewer-churn-5w` | external | binary_classification | Predict if reviewer has no reviews in the next 5-window horizon. | -| `predict-reviewer-high-rating` | external | binary_classification | Predict whether a reviewer's mean rating next window exceeds 4 (positive sentiment threshold). | -| `predict-reviewer-return` | external | binary_classification | Predict whether a previously active reviewer will return to post luxury beauty reviews next window. | -| `predict-reviewer-return-4w` | external | binary_classification | Predict if an inactive reviewer reactivates within a 4-window horizon. | -| `predict-reviewer-return-5w` | external | binary_classification | Predict if an inactive reviewer reactivates within a 5-window horizon. | -| `predict-reviewer-review-count` | external | regression | Predict how many luxury beauty reviews a reviewer will post in the next window. | -| `predict-reviewer-time-until-next-4w` | external | regression | Predict days until a reviewer's next review over a 4-window horizon. | -| `predict-reviewer-time-until-next-5w` | external | regression | Predict days until a reviewer's next review over a 5-window horizon. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-luxury-beauty") -task = relbench.load_task("recommendations-amazon-luxury-beauty", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-luxury-beauty/manifest.yaml b/thejoin-amazon-luxury-beauty/manifest.yaml deleted file mode 100644 index bf2e0903562ef2b91757de1df6cc0bfda43a85e1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-luxury-beauty -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-luxury-beauty/schema.svg b/thejoin-amazon-luxury-beauty/schema.svg deleted file mode 100644 index 27cb0a4879431598490dcb73ff16bf7aa249164e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -2K rows - -product_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -null - - - -reviewers - -reviewers - -4K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -34K rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -vote - -int - -review_len - -int - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-product-churn-5w/manifest.yaml b/thejoin-amazon-luxury-beauty/tasks/predict-product-churn-5w/manifest.yaml deleted file mode 100644 index 091da234953b9322b8a7a15c944f0d4e88a026aa..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/tasks/predict-product-churn-5w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-churn-5w -kind: external -task_type: binary_classification -description: Predict if product receives no reviews in the next 5-window horizon. -entity_table: products -entity_col: product_id -target_col: product_churn_5w -time_col: timestamp -timedelta: 211 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-product-high-vote-engagement/manifest.yaml b/thejoin-amazon-luxury-beauty/tasks/predict-product-high-vote-engagement/manifest.yaml deleted file mode 100644 index f7bafdd0ec16270760793fae0aab52425fbe3970..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/tasks/predict-product-high-vote-engagement/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-high-vote-engagement -kind: external -task_type: binary_classification -description: Predict whether a luxury beauty product's total helpful votes next window exceed 7 (median engagement threshold). -entity_table: products -entity_col: product_id -target_col: high_vote_flag -time_col: timestamp -timedelta: 42 days 07:40:48 -manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-product-rating-trend/manifest.yaml b/thejoin-amazon-luxury-beauty/tasks/predict-product-rating-trend/manifest.yaml deleted file mode 100644 index 3c5b5e2be8f92b3a590c0c718ef275558937258c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/tasks/predict-product-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a luxury beauty product's mean rating will increase next window compared to the current window. -entity_table: products -entity_col: product_id -target_col: rating_trend_up -time_col: timestamp -timedelta: 42 days 07:40:48 -manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-product-rating-volatility/manifest.yaml b/thejoin-amazon-luxury-beauty/tasks/predict-product-rating-volatility/manifest.yaml deleted file mode 100644 index 03599d6c12317f559bb2a950b7e7befbfcd0870a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/tasks/predict-product-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings a luxury beauty product will receive next window. -entity_table: products -entity_col: product_id -target_col: rating_volatility -time_col: timestamp -timedelta: 42 days 07:40:48 -manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-product-review-len-change/manifest.yaml b/thejoin-amazon-luxury-beauty/tasks/predict-product-review-len-change/manifest.yaml deleted file mode 100644 index fe57c33d17059e884524a8a36a166ae44774096f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/tasks/predict-product-review-len-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-len-change -kind: external -task_type: regression -description: Predict the change in mean review length for a luxury beauty product from current to next window. -entity_table: products -entity_col: product_id -target_col: review_len_change -time_col: timestamp -timedelta: 42 days 07:40:48 -manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-product-time-until-next-5w/manifest.yaml b/thejoin-amazon-luxury-beauty/tasks/predict-product-time-until-next-5w/manifest.yaml deleted file mode 100644 index 5223ef362eb2d8f74425a5588c50e88771d12f43..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/tasks/predict-product-time-until-next-5w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-time-until-next-5w -kind: external -task_type: regression -description: Predict days until a product's next review over a 5-window horizon. -entity_table: products -entity_col: product_id -target_col: product_days_to_next_5w -time_col: timestamp -timedelta: 211 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-product-top-rated/manifest.yaml b/thejoin-amazon-luxury-beauty/tasks/predict-product-top-rated/manifest.yaml deleted file mode 100644 index 0b113b78b321b4c3a1ffc4549f269571847dcdab..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/tasks/predict-product-top-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-rated -kind: external -task_type: binary_classification -description: Predict whether a luxury beauty product will rank in the top 25% by mean rating next window. -entity_table: products -entity_col: product_id -target_col: is_top_rated -time_col: timestamp -timedelta: 42 days 07:40:48 -manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-active-next/manifest.yaml b/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-active-next/manifest.yaml deleted file mode 100644 index 5f20fe3bc59f3cddb8065796efe096bb924d4b7e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-active-next/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active-next -kind: external -task_type: binary_classification -description: Predict whether a reviewer will submit at least one luxury beauty review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_active_next -time_col: timestamp -timedelta: 42 days 07:40:48 -manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-avg-rating/manifest.yaml b/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-avg-rating/manifest.yaml deleted file mode 100644 index 2e53e7966f01507fda6b6fe65dd22246045b11b0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-avg-rating -kind: external -task_type: regression -description: Predict the mean rating a reviewer will give to luxury beauty products in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 42 days 07:40:48 -manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-churn-4w/manifest.yaml b/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-churn-4w/manifest.yaml deleted file mode 100644 index ec70cb3d8c40d9ac562222449cf964e8e41662d3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-churn-4w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-4w -kind: external -task_type: binary_classification -description: Predict if reviewer has no reviews in the next 4-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: churn_4w -time_col: timestamp -timedelta: 169 days 06:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-churn-5w/manifest.yaml b/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-churn-5w/manifest.yaml deleted file mode 100644 index 77973f90ab984b83dd9a5ba63f22d08d2e332dea..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-churn-5w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-5w -kind: external -task_type: binary_classification -description: Predict if reviewer has no reviews in the next 5-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: churn_5w -time_col: timestamp -timedelta: 211 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index a832218a68fe7b5db1e02ce9e02ed1ef022fe923..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will have no luxury beauty review activity in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_churned -time_col: timestamp -timedelta: 42 days 07:40:48 -manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-high-rating/manifest.yaml b/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-high-rating/manifest.yaml deleted file mode 100644 index 5042be7302d61495d56103e3269da32f6c14e05f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-high-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-high-rating -kind: external -task_type: binary_classification -description: Predict whether a reviewer's mean rating next window exceeds 4 (positive sentiment threshold). -entity_table: reviewers -entity_col: reviewer_id -target_col: high_rating_flag -time_col: timestamp -timedelta: 42 days 07:40:48 -manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-return-4w/manifest.yaml b/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-return-4w/manifest.yaml deleted file mode 100644 index 80911f8df8a546979f2d5d5d59b6655969d95def..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-return-4w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-4w -kind: external -task_type: binary_classification -description: Predict if an inactive reviewer reactivates within a 4-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: return_4w -time_col: timestamp -timedelta: 169 days 06:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-return-5w/manifest.yaml b/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-return-5w/manifest.yaml deleted file mode 100644 index 13ddad5001b03c5a6e86dfee096af0a3978215f4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-return-5w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-5w -kind: external -task_type: binary_classification -description: Predict if an inactive reviewer reactivates within a 5-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: return_5w -time_col: timestamp -timedelta: 211 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index a89c7b37e5e838af5a427e9449aa4a1fbbd7f7aa..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a previously active reviewer will return to post luxury beauty reviews next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_return -time_col: timestamp -timedelta: 42 days 07:40:48 -manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-review-count/manifest.yaml b/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-review-count/manifest.yaml deleted file mode 100644 index faeb77c0598fa053fa313d1f84a89af279b28d92..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-count -kind: external -task_type: regression -description: Predict how many luxury beauty reviews a reviewer will post in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: review_count_next -time_col: timestamp -timedelta: 42 days 07:40:48 -manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-time-until-next-4w/manifest.yaml b/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-time-until-next-4w/manifest.yaml deleted file mode 100644 index 92c68e1d6a4d8d44d2c8cf1134f0ed4bb430d4f3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-time-until-next-4w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-4w -kind: external -task_type: regression -description: Predict days until a reviewer's next review over a 4-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_4w -time_col: timestamp -timedelta: 169 days 06:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-time-until-next-5w/manifest.yaml b/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-time-until-next-5w/manifest.yaml deleted file mode 100644 index 4f960186e0f39568c14cf0d3b2889e757ee201b3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-luxury-beauty/tasks/predict-reviewer-time-until-next-5w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-5w -kind: external -task_type: regression -description: Predict days until a reviewer's next review over a 5-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_5w -time_col: timestamp -timedelta: 211 days 14:24:00 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/README.md b/thejoin-amazon-magazine/README.md deleted file mode 100644 index f6ae3053250ae8143da5385f678dfd1c093e8bbf..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/README.md +++ /dev/null @@ -1,52 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-magazine ---- - -# recommendations-amazon-magazine - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-magazine-churn-long-5x` | external | binary_classification | Whether magazine receives zero reviews in next 5x window. | -| `predict-magazine-high-rating` | external | binary_classification | Predict whether a magazine's mean rating next window will exceed 4 (near median satisfaction threshold). | -| `predict-magazine-peer-outperform-review-length` | external | binary_classification | Whether the magazine's mean review length next window exceeds the mean of its verified/unverified peer group. | -| `predict-magazine-rating-trend` | external | binary_classification | Predict whether a magazine's mean rating will increase next window compared to the current window. | -| `predict-magazine-return-5x` | external | binary_classification | Whether dormant magazine receives a review in next 5x window. | -| `predict-magazine-review-len-change` | external | regression | Predict the change in mean review length for a magazine from current to next window. | -| `predict-magazine-review-share` | external | regression | Magazine's share of total review-length volume across all magazines next window. | -| `predict-magazine-review-streak-length` | external | regression | Longest consecutive-sub-period streak in which the magazine received at least one review within the future window. | -| `predict-magazine-time-until-next-5x` | external | regression | Days until magazine's next review within a 5x horizon. | -| `predict-magazine-time-until-next-review` | external | regression | Days until the magazine receives its next review. | -| `predict-magazine-top-rated` | external | binary_classification | Predict whether a magazine will rank in the top 25% by mean rating among reviewed magazines next window. | -| `predict-reviewer-active-next` | external | binary_classification | Predict whether a reviewer will submit at least one magazine review in the next window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will have no magazine review activity in the next window. | -| `predict-reviewer-churn-long-4x` | external | binary_classification | Whether reviewer has no reviews in next 4x window. | -| `predict-reviewer-churn-long-5x` | external | binary_classification | Whether reviewer has no reviews in next 5x window. | -| `predict-reviewer-new-magazine-adoption` | external | binary_classification | Whether the reviewer reviews a magazine they have never reviewed before, next window. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a previously active reviewer will return to post magazine reviews next window. | -| `predict-reviewer-return-4x` | external | binary_classification | Whether inactive reviewer reactivates in next 4x window. | -| `predict-reviewer-return-5x` | external | binary_classification | Whether inactive reviewer reactivates in next 5x window. | -| `predict-reviewer-streak-length` | external | regression | Longest consecutive-sub-period active streak for the reviewer within the future window. | -| `predict-reviewer-time-until-next-4x` | external | regression | Days until reviewer's next review within a 4x horizon. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-magazine") -task = relbench.load_task("recommendations-amazon-magazine", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-magazine/manifest.yaml b/thejoin-amazon-magazine/manifest.yaml deleted file mode 100644 index 043b5c434d4d8fba1120a28436d65aa4379615d6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-magazine -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - magazines: - pkey: magazine_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - magazine_id: magazines diff --git a/thejoin-amazon-magazine/schema.svg b/thejoin-amazon-magazine/schema.svg deleted file mode 100644 index 25d8fb6e0c6e64ec048984f281a9561efb517fce..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->magazines:w - - - -reviews:e->reviewers:w - - -magazines - -magazines - -157 rows - -magazine_id - -PK - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - -price - -null - - - -reviewers - -reviewers - -348 rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -2K rows - -reviewer_id - -FK - -magazine_id - -FK - -timestamp - -TIME - -rating - -int - -vote - -int - -review_len - -int - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-churn-long-5x/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-magazine-churn-long-5x/manifest.yaml deleted file mode 100644 index 89e3e85fc738383b1377608195b4c01f093fb261..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-magazine-churn-long-5x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-magazine-churn-long-5x -kind: external -task_type: binary_classification -description: Whether magazine receives zero reviews in next 5x window. -entity_table: magazines -entity_col: magazine_id -target_col: mag_churn_5x -time_col: timestamp -timedelta: 268 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-high-rating/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-magazine-high-rating/manifest.yaml deleted file mode 100644 index d7810efc8d9bc1b6b3eb62c2a26da0eae6ec5b49..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-magazine-high-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-magazine-high-rating -kind: external -task_type: binary_classification -description: Predict whether a magazine's mean rating next window will exceed 4 (near median satisfaction threshold). -entity_table: magazines -entity_col: magazine_id -target_col: high_rating_flag -time_col: timestamp -timedelta: 53 days 16:19:12 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-peer-outperform-review-length/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-magazine-peer-outperform-review-length/manifest.yaml deleted file mode 100644 index a1272a57f0c3557b005c62ef2e7cc6d038ece47c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-magazine-peer-outperform-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-magazine-peer-outperform-review-length -kind: external -task_type: binary_classification -description: Whether the magazine's mean review length next window exceeds the mean of its verified/unverified peer group. -entity_table: magazines -entity_col: magazine_id -target_col: beats_peers -time_col: timestamp -timedelta: 53 days 16:19:12 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-rating-trend/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-magazine-rating-trend/manifest.yaml deleted file mode 100644 index 15586dc1dc29b530807acd07c81737b87072c83f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-magazine-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-magazine-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a magazine's mean rating will increase next window compared to the current window. -entity_table: magazines -entity_col: magazine_id -target_col: rating_trend_up -time_col: timestamp -timedelta: 53 days 16:19:12 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-return-5x/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-magazine-return-5x/manifest.yaml deleted file mode 100644 index 4fc44510abe2424a584a052684ad3757d6ff1795..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-magazine-return-5x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-magazine-return-5x -kind: external -task_type: binary_classification -description: Whether dormant magazine receives a review in next 5x window. -entity_table: magazines -entity_col: magazine_id -target_col: mag_return_5x -time_col: timestamp -timedelta: 268 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-review-len-change/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-magazine-review-len-change/manifest.yaml deleted file mode 100644 index 09712561c6c1b7406acf2290908a03451e310549..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-magazine-review-len-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-magazine-review-len-change -kind: external -task_type: regression -description: Predict the change in mean review length for a magazine from current to next window. -entity_table: magazines -entity_col: magazine_id -target_col: review_len_change -time_col: timestamp -timedelta: 53 days 16:19:12 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-review-share/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-magazine-review-share/manifest.yaml deleted file mode 100644 index d4e7c400820586de01d364858192322f092d4315..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-magazine-review-share/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-magazine-review-share -kind: external -task_type: regression -description: Magazine's share of total review-length volume across all magazines next window. -entity_table: magazines -entity_col: magazine_id -target_col: review_share -time_col: timestamp -timedelta: 53 days 16:19:12 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-review-streak-length/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-magazine-review-streak-length/manifest.yaml deleted file mode 100644 index a6826f8f9f4b20f4c4c0a14926383f61b9e31ede..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-magazine-review-streak-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-magazine-review-streak-length -kind: external -task_type: regression -description: Longest consecutive-sub-period streak in which the magazine received at least one review within the future window. -entity_table: magazines -entity_col: magazine_id -target_col: streak -time_col: timestamp -timedelta: 53 days 16:19:12 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-time-until-next-5x/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-magazine-time-until-next-5x/manifest.yaml deleted file mode 100644 index f9c984ea752b467315d8307815f3b458a3e8e572..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-magazine-time-until-next-5x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-magazine-time-until-next-5x -kind: external -task_type: regression -description: Days until magazine's next review within a 5x horizon. -entity_table: magazines -entity_col: magazine_id -target_col: mag_days_to_next_5x -time_col: timestamp -timedelta: 268 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-time-until-next-review/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-magazine-time-until-next-review/manifest.yaml deleted file mode 100644 index 937f6b197599da9a9153a8025cce9a8050f2769a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-magazine-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-magazine-time-until-next-review -kind: external -task_type: regression -description: Days until the magazine receives its next review. -entity_table: magazines -entity_col: magazine_id -target_col: days_to_next -time_col: timestamp -timedelta: 53 days 16:19:12 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-magazine-top-rated/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-magazine-top-rated/manifest.yaml deleted file mode 100644 index cb6aa713d5a7d521c48306dc0cab22c573078d79..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-magazine-top-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-magazine-top-rated -kind: external -task_type: binary_classification -description: Predict whether a magazine will rank in the top 25% by mean rating among reviewed magazines next window. -entity_table: magazines -entity_col: magazine_id -target_col: is_top_rated -time_col: timestamp -timedelta: 53 days 16:19:12 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-reviewer-active-next/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-reviewer-active-next/manifest.yaml deleted file mode 100644 index b4ab5eba2dc4695e1b80e8329428b7b43acef724..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-reviewer-active-next/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active-next -kind: external -task_type: binary_classification -description: Predict whether a reviewer will submit at least one magazine review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_active_next -time_col: timestamp -timedelta: 53 days 16:19:12 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-reviewer-churn-long-4x/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-reviewer-churn-long-4x/manifest.yaml deleted file mode 100644 index c86d3ac8add2474b6470289d150f0f80311eee85..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-reviewer-churn-long-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-long-4x -kind: external -task_type: binary_classification -description: Whether reviewer has no reviews in next 4x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_long -time_col: timestamp -timedelta: 214 days 17:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-reviewer-churn-long-5x/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-reviewer-churn-long-5x/manifest.yaml deleted file mode 100644 index 76cf0fb0a81939c82d5d01dbac72fc4df637dfde..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-reviewer-churn-long-5x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-long-5x -kind: external -task_type: binary_classification -description: Whether reviewer has no reviews in next 5x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_5x -time_col: timestamp -timedelta: 268 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index 2df6808c0d510aff78a45cc41b3e75669f00d199..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will have no magazine review activity in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_churned -time_col: timestamp -timedelta: 53 days 16:19:12 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-reviewer-new-magazine-adoption/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-reviewer-new-magazine-adoption/manifest.yaml deleted file mode 100644 index 1d7d77307c8f9b3589fbb191b6c5eb97816459fb..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-reviewer-new-magazine-adoption/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-new-magazine-adoption -kind: external -task_type: binary_classification -description: Whether the reviewer reviews a magazine they have never reviewed before, next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: tries_new_magazine -time_col: timestamp -timedelta: 53 days 16:19:12 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-reviewer-return-4x/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-reviewer-return-4x/manifest.yaml deleted file mode 100644 index 6578145e429c8ae8e341b0a3717319e0009479c9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-reviewer-return-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-4x -kind: external -task_type: binary_classification -description: Whether inactive reviewer reactivates in next 4x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: return_4x -time_col: timestamp -timedelta: 214 days 17:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-reviewer-return-5x/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-reviewer-return-5x/manifest.yaml deleted file mode 100644 index f5af8cdfb1450d66ce0142906515b39ab7b88ac1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-reviewer-return-5x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-5x -kind: external -task_type: binary_classification -description: Whether inactive reviewer reactivates in next 5x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: return_5x -time_col: timestamp -timedelta: 268 days 09:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index 144f7bae9087441bfa0a50b5818da4142cfc2808..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a previously active reviewer will return to post magazine reviews next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_return -time_col: timestamp -timedelta: 53 days 16:19:12 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-reviewer-streak-length/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-reviewer-streak-length/manifest.yaml deleted file mode 100644 index ce079f949a0aedadfb43e30eb20ea699a75b95b8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-reviewer-streak-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-streak-length -kind: external -task_type: regression -description: Longest consecutive-sub-period active streak for the reviewer within the future window. -entity_table: reviewers -entity_col: reviewer_id -target_col: streak -time_col: timestamp -timedelta: 53 days 16:19:12 -manifest_version: 1 diff --git a/thejoin-amazon-magazine/tasks/predict-reviewer-time-until-next-4x/manifest.yaml b/thejoin-amazon-magazine/tasks/predict-reviewer-time-until-next-4x/manifest.yaml deleted file mode 100644 index f982e270dd2f3ed38abfaade09ad70bae1324403..0000000000000000000000000000000000000000 --- a/thejoin-amazon-magazine/tasks/predict-reviewer-time-until-next-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-4x -kind: external -task_type: regression -description: Days until reviewer's next review within a 4x horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_4x -time_col: timestamp -timedelta: 214 days 17:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-movies/README.md b/thejoin-amazon-movies/README.md deleted file mode 100644 index c619476c4b5e6a5072ac17f3f870b648258eee9b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/README.md +++ /dev/null @@ -1,85 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-movies ---- - -# recommendations-amazon-movies - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-movie-all-verified` | external | binary_classification | Whether all reviews for a movie are verified (mean verified == 1) next window. | -| `predict-movie-any-new-review` | external | binary_classification | Whether the movie gets any new review next window. | -| `predict-movie-churn` | external | binary_classification | Predict whether a movie receives no reviews in the next time window (loss of interest) | -| `predict-movie-churn-4x` | external | binary_classification | Predict whether a movie receives no reviews over a 4x-horizon window. | -| `predict-movie-churn-6x` | external | binary_classification | Predict whether a movie receives no reviews over a 6x-horizon window. | -| `predict-movie-churn-8x` | external | binary_classification | Predict whether a movie receives no reviews over an 8x-horizon window. | -| `predict-movie-long-review` | external | binary_classification | Whether any review exceeds 1000 characters next window. | -| `predict-movie-low-rating` | external | binary_classification | Whether average rating drops below 3.5 next window (bombing). | -| `predict-movie-low-rating-event` | external | binary_classification | Whether the movie receives any 1-star rating next window. | -| `predict-movie-mean-rating` | external | regression | Predict the mean rating a movie receives in the next time window | -| `predict-movie-min-rating` | external | regression | Lowest rating a movie receives next window. | -| `predict-movie-popular-next-window` | external | binary_classification | Whether a movie's rating sum exceeds 25 next window (buzz). | -| `predict-movie-rating-trend` | external | binary_classification | Predict whether a movie's mean rating increases in the next window compared to the current window. | -| `predict-movie-rating-volatility` | external | regression | Predict the standard deviation of ratings for a movie in the next window, capturing audience polarization. | -| `predict-movie-return` | external | binary_classification | Predict whether a movie that received no reviews in the current window will receive reviews again in the next window. | -| `predict-movie-return-4x` | external | binary_classification | Predict whether a dormant movie gets reviewed again over a 4x-horizon window. | -| `predict-movie-return-6x` | external | binary_classification | Predict whether a dormant movie gets reviewed again over a 6x-horizon window. | -| `predict-movie-return-8x` | external | binary_classification | Predict whether a dormant movie gets reviewed again over an 8x-horizon window. | -| `predict-movie-review-count` | external | regression | Predict the number of reviews a movie receives in the next time window | -| `predict-movie-review-length-change` | external | regression | Predict the change in mean review length for a movie between the current and next windows. | -| `predict-movie-time-until-next-4x` | external | regression | Predict days until a movie's next review within a 4x-horizon window. | -| `predict-movie-time-until-next-6x` | external | regression | Predict days until a movie's next review within a 6x-horizon window. | -| `predict-movie-top-review-volume` | external | binary_classification | Predict whether a movie is in the top 25% by number of reviews received in the next window. | -| `predict-movie-total-rating-sum` | external | regression | Sum of ratings a movie receives next window (weighted engagement). | -| `predict-movie-unique-reviewers` | external | regression | Max reviewer_id touching the movie (newest cohort) next window. | -| `predict-movie-verified-count` | external | regression | Number of verified reviews for a movie next window. | -| `predict-movie-will-be-reviewed` | external | binary_classification | Whether the movie receives any review next window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will write no reviews in the next time window | -| `predict-reviewer-churn-4x` | external | binary_classification | Predict whether a reviewer has no reviews over a 4x-horizon window. | -| `predict-reviewer-churn-5x` | external | binary_classification | Predict whether a reviewer has no reviews over a 5x-horizon window. | -| `predict-reviewer-churn-6x` | external | binary_classification | Predict whether a reviewer has no reviews over a 6x-horizon window. | -| `predict-reviewer-churn-8x` | external | binary_classification | Predict whether a reviewer has no reviews over an 8x-horizon window. | -| `predict-reviewer-distinct-movies` | external | regression | Predict how many distinct movies a reviewer will review in the next window. | -| `predict-reviewer-harsh-critic` | external | binary_classification | Whether a reviewer leaves a 1-star rating next window. | -| `predict-reviewer-long-review-writer` | external | binary_classification | Whether mean review length exceeds 500 characters next window. | -| `predict-reviewer-long-writer` | external | binary_classification | Whether a reviewer's max review length exceeds 1000 chars next window. | -| `predict-reviewer-max-rating` | external | regression | Highest rating a reviewer gives next window. | -| `predict-reviewer-mean-rating` | external | regression | Predict the mean rating a reviewer gives across their movie reviews in the next time window | -| `predict-reviewer-min-rating` | external | regression | Lowest rating a reviewer gives next window. | -| `predict-reviewer-rating-sum` | external | regression | Sum of ratings given by a reviewer next window. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a reviewer who was inactive in the current window will post a movie review again in the next window. | -| `predict-reviewer-return-4x` | external | binary_classification | Predict whether an inactive reviewer reactivates over a 4x-horizon window. | -| `predict-reviewer-return-5x` | external | binary_classification | Predict whether an inactive reviewer reactivates over a 5x-horizon window. | -| `predict-reviewer-return-6x` | external | binary_classification | Predict whether an inactive reviewer reactivates over a 6x-horizon window. | -| `predict-reviewer-return-8x` | external | binary_classification | Predict whether an inactive reviewer reactivates over an 8x-horizon window. | -| `predict-reviewer-review-count` | external | regression | Predict the number of reviews a reviewer writes in the next time window | -| `predict-reviewer-time-until-next-4x` | external | regression | Predict days until a reviewer's next review within a 4x-horizon window. | -| `predict-reviewer-time-until-next-5x` | external | regression | Predict days until a reviewer's next review within a 5x-horizon window. | -| `predict-reviewer-time-until-next-6x` | external | regression | Predict days until a reviewer's next review within a 6x-horizon window. | -| `predict-reviewer-time-until-next-8x` | external | regression | Predict days until a reviewer's next review within an 8x-horizon window. | -| `predict-reviewer-top-activity` | external | binary_classification | Predict whether a reviewer is among the top 25% most active movie reviewers in the next window. | -| `predict-reviewer-verified-only` | external | binary_classification | Whether the reviewer writes only verified reviews next window. | -| `predict-reviewer-verified-ratio` | external | binary_classification | Predict whether all of a reviewer's reviews in the next time window are verified purchases | -| `predict-reviewer-will-review-movie` | external | binary_classification | Whether the reviewer posts any movie review next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-movies") -task = relbench.load_task("recommendations-amazon-movies", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-movies/manifest.yaml b/thejoin-amazon-movies/manifest.yaml deleted file mode 100644 index 1f67dfcf6a276afb50e6ebfc03e541642321b7cd..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-movies -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - movies: - pkey: movie_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - movie_id: movies diff --git a/thejoin-amazon-movies/schema.svg b/thejoin-amazon-movies/schema.svg deleted file mode 100644 index 75caecc76fe0703f32909b2071bb6604abfc32ec..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->movies:w - - - -reviews:e->reviewers:w - - -movies - -movies - -60K rows - -movie_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -298K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -3M rows - -reviewer_id - -FK - -movie_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-movies/tasks/predict-movie-all-verified/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-all-verified/manifest.yaml deleted file mode 100644 index 43dadde044e6025d8883499d12cd8ea2c7fc1dbb..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-all-verified/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-all-verified -kind: external -task_type: binary_classification -description: Whether all reviews for a movie are verified (mean verified == 1) next window. -entity_table: movies -entity_col: movie_id -target_col: all_verified -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-any-new-review/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-any-new-review/manifest.yaml deleted file mode 100644 index 4a349a2a30242e8aef9d7a244b9cb4124b34ffe5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-any-new-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-any-new-review -kind: external -task_type: binary_classification -description: Whether the movie gets any new review next window. -entity_table: movies -entity_col: movie_id -target_col: book_has_review -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-churn-4x/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-churn-4x/manifest.yaml deleted file mode 100644 index 36619f7c91884afbd38ff7db5907b410dd7a4b2e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-churn-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-churn-4x -kind: external -task_type: binary_classification -description: Predict whether a movie receives no reviews over a 4x-horizon window. -entity_table: movies -entity_col: movie_id -target_col: churned_4x -time_col: timestamp -timedelta: 246 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-churn-6x/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-churn-6x/manifest.yaml deleted file mode 100644 index ea243a570c7f07f5c1404f0ef77d56a4f99b6ae1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-churn-6x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-churn-6x -kind: external -task_type: binary_classification -description: Predict whether a movie receives no reviews over a 6x-horizon window. -entity_table: movies -entity_col: movie_id -target_col: churned_6x -time_col: timestamp -timedelta: 369 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-churn-8x/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-churn-8x/manifest.yaml deleted file mode 100644 index 2ecf212ddba85442d832883bbf485f3e343dab8f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-churn-8x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-churn-8x -kind: external -task_type: binary_classification -description: Predict whether a movie receives no reviews over an 8x-horizon window. -entity_table: movies -entity_col: movie_id -target_col: churned_8x -time_col: timestamp -timedelta: 492 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-churn/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-churn/manifest.yaml deleted file mode 100644 index df14e881c5ca66ffec9a51fe6b1c765d50e3ca6a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-churn -kind: external -task_type: binary_classification -description: Predict whether a movie receives no reviews in the next time window (loss of interest) -entity_table: movies -entity_col: movie_id -target_col: predict_movie_churn -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-long-review/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-long-review/manifest.yaml deleted file mode 100644 index 0fa8c88797b7933123fed2662becec3f2756f43b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-long-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-long-review -kind: external -task_type: binary_classification -description: Whether any review exceeds 1000 characters next window. -entity_table: movies -entity_col: movie_id -target_col: long_review -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-low-rating-event/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-low-rating-event/manifest.yaml deleted file mode 100644 index d98d54b47f5e3e622343d92d9c95830b3474b1fb..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-low-rating-event/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-low-rating-event -kind: external -task_type: binary_classification -description: Whether the movie receives any 1-star rating next window. -entity_table: movies -entity_col: movie_id -target_col: low_rating_event -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-low-rating/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-low-rating/manifest.yaml deleted file mode 100644 index 7b542a1760882cbd31be4264ca9f8eeae8ece22e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-low-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-low-rating -kind: external -task_type: binary_classification -description: Whether average rating drops below 3.5 next window (bombing). -entity_table: movies -entity_col: movie_id -target_col: low_rating -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-mean-rating/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-mean-rating/manifest.yaml deleted file mode 100644 index cd9164e1fffcb972afc39e5fc6be01eddeb8eba6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-mean-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-mean-rating -kind: external -task_type: regression -description: Predict the mean rating a movie receives in the next time window -entity_table: movies -entity_col: movie_id -target_col: pred_rating -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-min-rating/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-min-rating/manifest.yaml deleted file mode 100644 index 0feed814564358f9c1f89936918bdaf5e17ec09e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-min-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-min-rating -kind: external -task_type: regression -description: Lowest rating a movie receives next window. -entity_table: movies -entity_col: movie_id -target_col: min_rating -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-popular-next-window/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-popular-next-window/manifest.yaml deleted file mode 100644 index 59938547848ce750137b1e8831190b1e1cbb6153..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-popular-next-window/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-popular-next-window -kind: external -task_type: binary_classification -description: Whether a movie's rating sum exceeds 25 next window (buzz). -entity_table: movies -entity_col: movie_id -target_col: popular -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-rating-trend/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-rating-trend/manifest.yaml deleted file mode 100644 index 0716caae2168ff7f7e0a80730e858b4f4955b86a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a movie's mean rating increases in the next window compared to the current window. -entity_table: movies -entity_col: movie_id -target_col: rating_trend -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-rating-volatility/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-rating-volatility/manifest.yaml deleted file mode 100644 index aef776b519b6aa8ee2b30c274e7142ca6a389610..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings for a movie in the next window, capturing audience polarization. -entity_table: movies -entity_col: movie_id -target_col: rating_volatility -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-return-4x/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-return-4x/manifest.yaml deleted file mode 100644 index c9a6e8452338ebbfe051df0e5d757d3e52709366..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-return-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-return-4x -kind: external -task_type: binary_classification -description: Predict whether a dormant movie gets reviewed again over a 4x-horizon window. -entity_table: movies -entity_col: movie_id -target_col: returned_4x -time_col: timestamp -timedelta: 246 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-return-6x/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-return-6x/manifest.yaml deleted file mode 100644 index 69c0056699c53acfef6576f4a9eb9217c1fd0fe6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-return-6x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-return-6x -kind: external -task_type: binary_classification -description: Predict whether a dormant movie gets reviewed again over a 6x-horizon window. -entity_table: movies -entity_col: movie_id -target_col: returned_6x -time_col: timestamp -timedelta: 369 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-return-8x/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-return-8x/manifest.yaml deleted file mode 100644 index 477436ffb09913e9e650bb1ec3a3693966979068..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-return-8x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-return-8x -kind: external -task_type: binary_classification -description: Predict whether a dormant movie gets reviewed again over an 8x-horizon window. -entity_table: movies -entity_col: movie_id -target_col: returned_8x -time_col: timestamp -timedelta: 492 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-return/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-return/manifest.yaml deleted file mode 100644 index 5e4e7dcd31ebefddd2a0203dfacc6de2708fbd4a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-return -kind: external -task_type: binary_classification -description: Predict whether a movie that received no reviews in the current window will receive reviews again in the next window. -entity_table: movies -entity_col: movie_id -target_col: movie_returns -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-review-count/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-review-count/manifest.yaml deleted file mode 100644 index 2eb959798f7592d6c31909959b9df664270bf406..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-review-count -kind: external -task_type: regression -description: Predict the number of reviews a movie receives in the next time window -entity_table: movies -entity_col: movie_id -target_col: predict_movie_review_count -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-review-length-change/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-review-length-change/manifest.yaml deleted file mode 100644 index 6c4d851cb1439160ec2e92315bc86604c00b57e2..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-review-length-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-review-length-change -kind: external -task_type: regression -description: Predict the change in mean review length for a movie between the current and next windows. -entity_table: movies -entity_col: movie_id -target_col: review_length_change -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-time-until-next-4x/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-time-until-next-4x/manifest.yaml deleted file mode 100644 index 016af90c9f482e2257c3ea8ff04bb5132ff9c0ee..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-time-until-next-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-time-until-next-4x -kind: external -task_type: regression -description: Predict days until a movie's next review within a 4x-horizon window. -entity_table: movies -entity_col: movie_id -target_col: days_until_next -time_col: timestamp -timedelta: 246 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-time-until-next-6x/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-time-until-next-6x/manifest.yaml deleted file mode 100644 index 347a3d7924b0f76bdacc77ec3ad7e0ae7ed145d8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-time-until-next-6x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-time-until-next-6x -kind: external -task_type: regression -description: Predict days until a movie's next review within a 6x-horizon window. -entity_table: movies -entity_col: movie_id -target_col: days_until_next -time_col: timestamp -timedelta: 369 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-top-review-volume/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-top-review-volume/manifest.yaml deleted file mode 100644 index 28cc62145a6a1862db65009b3e16b29aede06021..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-top-review-volume/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-top-review-volume -kind: external -task_type: binary_classification -description: Predict whether a movie is in the top 25% by number of reviews received in the next window. -entity_table: movies -entity_col: movie_id -target_col: top_review_volume -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-total-rating-sum/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-total-rating-sum/manifest.yaml deleted file mode 100644 index 57e0dadc3d4e20aec09371047956f57b286693a4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-total-rating-sum/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-total-rating-sum -kind: external -task_type: regression -description: Sum of ratings a movie receives next window (weighted engagement). -entity_table: movies -entity_col: movie_id -target_col: rating_sum -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-unique-reviewers/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-unique-reviewers/manifest.yaml deleted file mode 100644 index dacc9bdff37ce7bc7e003869d1ebf5ce3a2ffff1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-unique-reviewers/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-unique-reviewers -kind: external -task_type: regression -description: Max reviewer_id touching the movie (newest cohort) next window. -entity_table: movies -entity_col: movie_id -target_col: reviewer_range -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-verified-count/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-verified-count/manifest.yaml deleted file mode 100644 index 465d371c99770b80a4309286a79ee5503ce5c55e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-verified-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-verified-count -kind: external -task_type: regression -description: Number of verified reviews for a movie next window. -entity_table: movies -entity_col: movie_id -target_col: verified_count -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-movie-will-be-reviewed/manifest.yaml b/thejoin-amazon-movies/tasks/predict-movie-will-be-reviewed/manifest.yaml deleted file mode 100644 index 0e5487e1f2313e27dbd4d0cd1851419ddbbf41af..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-movie-will-be-reviewed/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-movie-will-be-reviewed -kind: external -task_type: binary_classification -description: Whether the movie receives any review next window. -entity_table: movies -entity_col: movie_id -target_col: reviewed_next -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-churn-4x/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-churn-4x/manifest.yaml deleted file mode 100644 index a1ab55763041b5ce530449d5e8fe2433548f6191..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-churn-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-4x -kind: external -task_type: binary_classification -description: Predict whether a reviewer has no reviews over a 4x-horizon window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_4x -time_col: timestamp -timedelta: 246 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-churn-5x/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-churn-5x/manifest.yaml deleted file mode 100644 index 5cf9b1c54e94b5dc7f9b7e0c0d3fc9c89a8f8a89..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-churn-5x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-5x -kind: external -task_type: binary_classification -description: Predict whether a reviewer has no reviews over a 5x-horizon window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_5x -time_col: timestamp -timedelta: 307 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-churn-6x/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-churn-6x/manifest.yaml deleted file mode 100644 index f540d5099fe1cdc91acbbec55e10dc44219191d5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-churn-6x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-6x -kind: external -task_type: binary_classification -description: Predict whether a reviewer has no reviews over a 6x-horizon window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_6x -time_col: timestamp -timedelta: 369 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-churn-8x/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-churn-8x/manifest.yaml deleted file mode 100644 index ef7e425f48cc0503b91ed18fdeb98424bc520593..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-churn-8x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-8x -kind: external -task_type: binary_classification -description: Predict whether a reviewer has no reviews over an 8x-horizon window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_8x -time_col: timestamp -timedelta: 492 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index 94d6091eb954637ccc667f9441e675d20e2b9938..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will write no reviews in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: predict_reviewer_churn -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-distinct-movies/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-distinct-movies/manifest.yaml deleted file mode 100644 index 27a44e37e9a9eb9b8d61d5f911a1bbc827e4958a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-distinct-movies/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-distinct-movies -kind: external -task_type: regression -description: Predict how many distinct movies a reviewer will review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: distinct_movies -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-harsh-critic/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-harsh-critic/manifest.yaml deleted file mode 100644 index a98df93a0d9715441b0f4b3a8396ca026f2f820a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-harsh-critic/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-harsh-critic -kind: external -task_type: binary_classification -description: Whether a reviewer leaves a 1-star rating next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: harsh_critic -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-long-review-writer/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-long-review-writer/manifest.yaml deleted file mode 100644 index 54152c8007f5afeba719ab84ba2622cf9c8db6d3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-long-review-writer/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-long-review-writer -kind: external -task_type: binary_classification -description: Whether mean review length exceeds 500 characters next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: verbose_reviewer -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-long-writer/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-long-writer/manifest.yaml deleted file mode 100644 index d7edb73cd94660686c1514111d279651a0ad87f4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-long-writer/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-long-writer -kind: external -task_type: binary_classification -description: Whether a reviewer's max review length exceeds 1000 chars next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: long_writer -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-max-rating/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-max-rating/manifest.yaml deleted file mode 100644 index 032d9b59c7e11e4dd4fc21443ee23090b2229972..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-max-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-max-rating -kind: external -task_type: regression -description: Highest rating a reviewer gives next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_max_rating -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-mean-rating/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-mean-rating/manifest.yaml deleted file mode 100644 index 52461070317dd63f3160d6dd0e3f4785edc2f650..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-mean-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-mean-rating -kind: external -task_type: regression -description: Predict the mean rating a reviewer gives across their movie reviews in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: pred_rating -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-min-rating/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-min-rating/manifest.yaml deleted file mode 100644 index d84d91ab880bb17afe9474ef9c0688b7e85fcbc6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-min-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-min-rating -kind: external -task_type: regression -description: Lowest rating a reviewer gives next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_min_rating -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-rating-sum/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-rating-sum/manifest.yaml deleted file mode 100644 index b1d4a1400b559011b00b1701a2b096eea641ead4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-rating-sum/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-sum -kind: external -task_type: regression -description: Sum of ratings given by a reviewer next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: rating_sum -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-return-4x/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-return-4x/manifest.yaml deleted file mode 100644 index 034609c20e6342f3db89c7349967765c39c8ce21..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-return-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-4x -kind: external -task_type: binary_classification -description: Predict whether an inactive reviewer reactivates over a 4x-horizon window. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_4x -time_col: timestamp -timedelta: 246 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-return-5x/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-return-5x/manifest.yaml deleted file mode 100644 index e2019ce1a1f44cba30befc4d5cb2bc66a97648e9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-return-5x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-5x -kind: external -task_type: binary_classification -description: Predict whether an inactive reviewer reactivates over a 5x-horizon window. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_5x -time_col: timestamp -timedelta: 307 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-return-6x/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-return-6x/manifest.yaml deleted file mode 100644 index 39e410babb3845c01880af2856d97bcbcd826158..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-return-6x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-6x -kind: external -task_type: binary_classification -description: Predict whether an inactive reviewer reactivates over a 6x-horizon window. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_6x -time_col: timestamp -timedelta: 369 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-return-8x/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-return-8x/manifest.yaml deleted file mode 100644 index db2265719284bcc7229586e7726d8e2382f5d53e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-return-8x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-8x -kind: external -task_type: binary_classification -description: Predict whether an inactive reviewer reactivates over an 8x-horizon window. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_8x -time_col: timestamp -timedelta: 492 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index 2d0cf44b8c8ee3282bee069ee7e1aae87ea67167..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a reviewer who was inactive in the current window will post a movie review again in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_returns -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-review-count/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-review-count/manifest.yaml deleted file mode 100644 index a9e1d8a77d384d0a1bc71566e0ec81a0e11f372b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-count -kind: external -task_type: regression -description: Predict the number of reviews a reviewer writes in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: predict_reviewer_review_count -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-time-until-next-4x/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-time-until-next-4x/manifest.yaml deleted file mode 100644 index 3473f90583ae117c41f4c794ff6b25bf256de39f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-time-until-next-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-4x -kind: external -task_type: regression -description: Predict days until a reviewer's next review within a 4x-horizon window. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_until_next -time_col: timestamp -timedelta: 246 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-time-until-next-5x/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-time-until-next-5x/manifest.yaml deleted file mode 100644 index 4bdbf70080689e9df3e17ba732f958b9b2480e4d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-time-until-next-5x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-5x -kind: external -task_type: regression -description: Predict days until a reviewer's next review within a 5x-horizon window. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_until_next -time_col: timestamp -timedelta: 307 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-time-until-next-6x/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-time-until-next-6x/manifest.yaml deleted file mode 100644 index d57b4f486162303a91b305b33c409fa42b28c2a2..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-time-until-next-6x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-6x -kind: external -task_type: regression -description: Predict days until a reviewer's next review within a 6x-horizon window. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_until_next -time_col: timestamp -timedelta: 369 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-time-until-next-8x/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-time-until-next-8x/manifest.yaml deleted file mode 100644 index b61ca58c26fbe267ee4036d64467738e792ad68e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-time-until-next-8x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-8x -kind: external -task_type: regression -description: Predict days until a reviewer's next review within an 8x-horizon window. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_until_next -time_col: timestamp -timedelta: 492 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-top-activity/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-top-activity/manifest.yaml deleted file mode 100644 index a703daf479c4bb4b240e6c42aebc5da90185c74c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-top-activity/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-top-activity -kind: external -task_type: binary_classification -description: Predict whether a reviewer is among the top 25% most active movie reviewers in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: top_activity -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-verified-only/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-verified-only/manifest.yaml deleted file mode 100644 index 5ec90e742bf9ee56b8b6a115375217c0d8959b98..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-verified-only/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-only -kind: external -task_type: binary_classification -description: Whether the reviewer writes only verified reviews next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: all_verified_reviewer -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-verified-ratio/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-verified-ratio/manifest.yaml deleted file mode 100644 index d9b1d6006122ce6115a5a42aa558f5003344cb8c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-verified-ratio/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-ratio -kind: external -task_type: binary_classification -description: Predict whether all of a reviewer's reviews in the next time window are verified purchases -entity_table: reviewers -entity_col: reviewer_id -target_col: pred_verified -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-movies/tasks/predict-reviewer-will-review-movie/manifest.yaml b/thejoin-amazon-movies/tasks/predict-reviewer-will-review-movie/manifest.yaml deleted file mode 100644 index 002f5e5864713f40aff65fc5940a9dcf6bb61ceb..0000000000000000000000000000000000000000 --- a/thejoin-amazon-movies/tasks/predict-reviewer-will-review-movie/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-will-review-movie -kind: external -task_type: binary_classification -description: Whether the reviewer posts any movie review next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviews_next -time_col: timestamp -timedelta: 61 days 12:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/README.md b/thejoin-amazon-musical-instruments/README.md deleted file mode 100644 index 47f9711248506ad3bb6c890242ca5359de37e0c8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/README.md +++ /dev/null @@ -1,74 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-musical-instruments ---- - -# recommendations-amazon-musical-instruments - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-product-churn-4x` | external | binary_classification | Predict if a product will receive no reviews over the next 4x window. | -| `predict-product-churn-6x` | external | binary_classification | Predict if a product will receive no reviews over the next 6x window. | -| `predict-product-churn-8x` | external | binary_classification | Predict if a product will receive no reviews over the next 8x window. | -| `predict-product-distinct-raters` | external | regression | Predict the number of distinct reviewers who will rate a musical instrument product next window. | -| `predict-product-high-rating` | external | binary_classification | Predict whether a musical instrument product's mean rating next window will exceed 4 (positive satisfaction threshold). | -| `predict-product-long-reviews` | external | binary_classification | Predict whether a musical instrument product will receive reviews with mean length exceeding 300 characters next window. | -| `predict-product-rating-trend` | external | binary_classification | Predict whether a musical instrument product's mean rating will increase next window compared to the current window. | -| `predict-product-rating-trend-reversal` | external | binary_classification | Whether the direction of change in the product's mean rating flips between the current and next window. | -| `predict-product-rating-volatility` | external | regression | Predict the standard deviation of ratings a musical instrument product will receive next window. | -| `predict-product-return-4x` | external | binary_classification | Predict if a dormant product will receive new reviews over the next 4x window. | -| `predict-product-return-6x` | external | binary_classification | Predict if a dormant product will receive new reviews over the next 6x window. | -| `predict-product-review-count` | external | regression | Predict how many reviews a musical instrument product will receive in the next window. | -| `predict-product-review-len-change` | external | regression | Predict the change in mean review length for a musical instrument product from current to next window. | -| `predict-product-review-streak` | external | regression | Longest consecutive-sub-period review streak for the product in the next window. | -| `predict-product-time-until-next-4x` | external | regression | Predict days until a product's next review within a 4x window. | -| `predict-product-time-until-next-6x` | external | regression | Predict days until a product's next review within a 6x window. | -| `predict-product-time-until-next-review` | external | regression | Number of days until the product receives its next review. | -| `predict-product-top-rated` | external | binary_classification | Predict whether a musical instrument product will rank in the top 25% by mean rating next window. | -| `predict-reviewer-active-next` | external | binary_classification | Predict whether a reviewer will submit at least one musical instrument review in the next window. | -| `predict-reviewer-avg-rating` | external | regression | Predict the mean rating a reviewer will give to musical instruments in the next window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will have no musical instrument review activity in the next window. | -| `predict-reviewer-churn-4x` | external | binary_classification | Predict if a reviewer will post no reviews over the next 4x window. | -| `predict-reviewer-churn-5x` | external | binary_classification | Predict if a reviewer will post no reviews over the next 5x window. | -| `predict-reviewer-churn-6x` | external | binary_classification | Predict if a reviewer will post no reviews over the next 6x window. | -| `predict-reviewer-churn-8x` | external | binary_classification | Predict if a reviewer will post no reviews over the next 8x window. | -| `predict-reviewer-distinct-products` | external | regression | Number of distinct products the reviewer writes reviews for next window. | -| `predict-reviewer-new-product-adoption` | external | binary_classification | Whether the reviewer reviews a product they have never reviewed before next window. | -| `predict-reviewer-rating-per-len` | external | regression | Predict the ratio of rating to review length for a reviewer, measuring rating sentiment density per character written. | -| `predict-reviewer-rating-trend-reversal` | external | binary_classification | Whether the direction of change in the reviewer's mean rating flips between the current and next window. | -| `predict-reviewer-rating-volatility` | external | regression | Standard deviation of ratings the reviewer gives next window. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a previously active reviewer will return to post musical instrument reviews next window. | -| `predict-reviewer-return-4x` | external | binary_classification | Predict if a dormant reviewer will reactivate over the next 4x window. | -| `predict-reviewer-return-5x` | external | binary_classification | Predict if a dormant reviewer will reactivate over the next 5x window. | -| `predict-reviewer-return-6x` | external | binary_classification | Predict if a dormant reviewer will reactivate over the next 6x window. | -| `predict-reviewer-return-7x` | external | binary_classification | Predict if a dormant reviewer will reactivate over the next 7x window. | -| `predict-reviewer-return-8x` | external | binary_classification | Predict if a dormant reviewer will reactivate over the next 8x window. | -| `predict-reviewer-review-len-volatility` | external | regression | Standard deviation of review length written by the reviewer next window. | -| `predict-reviewer-review-streak` | external | regression | Longest consecutive-sub-period review streak for the reviewer in the next window. | -| `predict-reviewer-time-until-next-4x` | external | regression | Predict days until a reviewer's next review within a 4x window. | -| `predict-reviewer-time-until-next-5x` | external | regression | Predict days until a reviewer's next review within a 5x window. | -| `predict-reviewer-time-until-next-6x` | external | regression | Predict days until a reviewer's next review within a 6x window. | -| `predict-reviewer-time-until-next-8x` | external | regression | Predict days until a reviewer's next review within an 8x window. | -| `predict-reviewer-time-until-next-review` | external | regression | Number of days until the reviewer writes their next review. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-musical-instruments") -task = relbench.load_task("recommendations-amazon-musical-instruments", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-musical-instruments/manifest.yaml b/thejoin-amazon-musical-instruments/manifest.yaml deleted file mode 100644 index f2872d2c753f7e982cac1378624d6324bffbc72e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-musical-instruments -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-musical-instruments/schema.svg b/thejoin-amazon-musical-instruments/schema.svg deleted file mode 100644 index 41161814c8070b57b3c2f301d5d97308b0114c46..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -11K rows - -product_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -28K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -231K rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-churn-4x/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-product-churn-4x/manifest.yaml deleted file mode 100644 index 018d7e1799ea0bddf9f18b06077520263852a138..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-product-churn-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-churn-4x -kind: external -task_type: binary_classification -description: Predict if a product will receive no reviews over the next 4x window. -entity_table: products -entity_col: product_id -target_col: churned_4x -time_col: timestamp -timedelta: 186 days 07:40:48 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-churn-6x/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-product-churn-6x/manifest.yaml deleted file mode 100644 index d2726122511d4bdd5603396685f6187123e86ef9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-product-churn-6x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-churn-6x -kind: external -task_type: binary_classification -description: Predict if a product will receive no reviews over the next 6x window. -entity_table: products -entity_col: product_id -target_col: churned_6x -time_col: timestamp -timedelta: 279 days 11:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-churn-8x/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-product-churn-8x/manifest.yaml deleted file mode 100644 index 7fc4fc49e6c46a4ed82eb503203cf1965fb9504e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-product-churn-8x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-churn-8x -kind: external -task_type: binary_classification -description: Predict if a product will receive no reviews over the next 8x window. -entity_table: products -entity_col: product_id -target_col: churned_8x -time_col: timestamp -timedelta: 372 days 15:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-distinct-raters/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-product-distinct-raters/manifest.yaml deleted file mode 100644 index 25d7c80ea74f544043e3fab6186c1b89e7b7a9b3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-product-distinct-raters/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-distinct-raters -kind: external -task_type: regression -description: Predict the number of distinct reviewers who will rate a musical instrument product next window. -entity_table: products -entity_col: product_id -target_col: distinct_raters_next -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-high-rating/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-product-high-rating/manifest.yaml deleted file mode 100644 index b5497a2eb1b50343f4049902b034bfafe6a93bf3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-product-high-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-high-rating -kind: external -task_type: binary_classification -description: Predict whether a musical instrument product's mean rating next window will exceed 4 (positive satisfaction threshold). -entity_table: products -entity_col: product_id -target_col: high_rating_flag -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-long-reviews/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-product-long-reviews/manifest.yaml deleted file mode 100644 index 6238c6d404bf2b3f0a366c8049d21512360e2739..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-product-long-reviews/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-long-reviews -kind: external -task_type: binary_classification -description: Predict whether a musical instrument product will receive reviews with mean length exceeding 300 characters next window. -entity_table: products -entity_col: product_id -target_col: long_review_flag -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-rating-trend-reversal/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-product-rating-trend-reversal/manifest.yaml deleted file mode 100644 index e1aee00e0d125fa7a17863fdf3d252448216b3d2..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-product-rating-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend-reversal -kind: external -task_type: binary_classification -description: Whether the direction of change in the product's mean rating flips between the current and next window. -entity_table: products -entity_col: product_id -target_col: rating_trend_flips -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-rating-trend/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-product-rating-trend/manifest.yaml deleted file mode 100644 index a463e1b22a3514102480acb46522939c80e3c799..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-product-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a musical instrument product's mean rating will increase next window compared to the current window. -entity_table: products -entity_col: product_id -target_col: rating_trend_up -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-rating-volatility/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-product-rating-volatility/manifest.yaml deleted file mode 100644 index 80b33be0260358f528d8890b115b594c9e0e2275..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-product-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings a musical instrument product will receive next window. -entity_table: products -entity_col: product_id -target_col: rating_volatility -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-return-4x/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-product-return-4x/manifest.yaml deleted file mode 100644 index 53058a70fa45993a75e5ee86d9295e26ee6cc687..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-product-return-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-return-4x -kind: external -task_type: binary_classification -description: Predict if a dormant product will receive new reviews over the next 4x window. -entity_table: products -entity_col: product_id -target_col: returned_4x -time_col: timestamp -timedelta: 186 days 07:40:48 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-return-6x/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-product-return-6x/manifest.yaml deleted file mode 100644 index 1b86564e96cf52be14848ac0dfbd877ff355b780..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-product-return-6x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-return-6x -kind: external -task_type: binary_classification -description: Predict if a dormant product will receive new reviews over the next 6x window. -entity_table: products -entity_col: product_id -target_col: returned_6x -time_col: timestamp -timedelta: 279 days 11:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-review-count/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-product-review-count/manifest.yaml deleted file mode 100644 index 5c2310751cfff63ce2bdd1ded3ba17dc177b7c2a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-product-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-count -kind: external -task_type: regression -description: Predict how many reviews a musical instrument product will receive in the next window. -entity_table: products -entity_col: product_id -target_col: review_count_next -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-review-len-change/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-product-review-len-change/manifest.yaml deleted file mode 100644 index 2730e74f5dae10b6fd6969be04d4cec2f83ecb7f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-product-review-len-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-len-change -kind: external -task_type: regression -description: Predict the change in mean review length for a musical instrument product from current to next window. -entity_table: products -entity_col: product_id -target_col: review_len_change -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-review-streak/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-product-review-streak/manifest.yaml deleted file mode 100644 index 9a1657fedf3513b6ab2b44a92a184db1b7d8587f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-product-review-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-streak -kind: external -task_type: regression -description: Longest consecutive-sub-period review streak for the product in the next window. -entity_table: products -entity_col: product_id -target_col: streak_len -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-time-until-next-4x/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-product-time-until-next-4x/manifest.yaml deleted file mode 100644 index bbca3f06f28e2c0b60cc1759e21a472ac2565916..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-product-time-until-next-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-time-until-next-4x -kind: external -task_type: regression -description: Predict days until a product's next review within a 4x window. -entity_table: products -entity_col: product_id -target_col: days_to_next_4x -time_col: timestamp -timedelta: 186 days 07:40:48 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-time-until-next-6x/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-product-time-until-next-6x/manifest.yaml deleted file mode 100644 index f5bac939ca8ff57d1b0adbd3ed8ef3c184433944..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-product-time-until-next-6x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-time-until-next-6x -kind: external -task_type: regression -description: Predict days until a product's next review within a 6x window. -entity_table: products -entity_col: product_id -target_col: days_to_next_6x -time_col: timestamp -timedelta: 279 days 11:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-time-until-next-review/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-product-time-until-next-review/manifest.yaml deleted file mode 100644 index b723ad04c74a75d6f8a093f0e3e7c0aeeaddf0e8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-product-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-time-until-next-review -kind: external -task_type: regression -description: Number of days until the product receives its next review. -entity_table: products -entity_col: product_id -target_col: days_until_next -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-product-top-rated/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-product-top-rated/manifest.yaml deleted file mode 100644 index cf1a6bf4c3bb468c2b4954cef170c957cc8222eb..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-product-top-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-rated -kind: external -task_type: binary_classification -description: Predict whether a musical instrument product will rank in the top 25% by mean rating next window. -entity_table: products -entity_col: product_id -target_col: is_top_rated -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-active-next/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-active-next/manifest.yaml deleted file mode 100644 index 6f2fe85de0f8958550ed74464a531bb87f86e424..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-active-next/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active-next -kind: external -task_type: binary_classification -description: Predict whether a reviewer will submit at least one musical instrument review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_active_next -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-avg-rating/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-avg-rating/manifest.yaml deleted file mode 100644 index 4cc040e65230c720d8a533f0150303e1f37dc8be..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-avg-rating -kind: external -task_type: regression -description: Predict the mean rating a reviewer will give to musical instruments in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn-4x/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn-4x/manifest.yaml deleted file mode 100644 index 67bcd7235607fb4217bb6359dc0c4791470036d4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-4x -kind: external -task_type: binary_classification -description: Predict if a reviewer will post no reviews over the next 4x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_4x -time_col: timestamp -timedelta: 186 days 07:40:48 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn-5x/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn-5x/manifest.yaml deleted file mode 100644 index 5ec0be197fbd36bf9131d84529f392f4939aaa27..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn-5x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-5x -kind: external -task_type: binary_classification -description: Predict if a reviewer will post no reviews over the next 5x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_5x -time_col: timestamp -timedelta: 232 days 21:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn-6x/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn-6x/manifest.yaml deleted file mode 100644 index f90c9e0a02a156a0dc7b41981638a8bc0abe3fc0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn-6x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-6x -kind: external -task_type: binary_classification -description: Predict if a reviewer will post no reviews over the next 6x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_6x -time_col: timestamp -timedelta: 279 days 11:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn-8x/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn-8x/manifest.yaml deleted file mode 100644 index 56fcb1cb42a89f1a1af9bfc2bce1c25af78b4425..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn-8x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-8x -kind: external -task_type: binary_classification -description: Predict if a reviewer will post no reviews over the next 8x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_8x -time_col: timestamp -timedelta: 372 days 15:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index a450fa11141b2f7de79bbb5998c30cee70b51b4c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will have no musical instrument review activity in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_churned -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-distinct-products/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-distinct-products/manifest.yaml deleted file mode 100644 index 8647a32238446683d9088dc88c11239c43f62d00..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-distinct-products/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-distinct-products -kind: external -task_type: regression -description: Number of distinct products the reviewer writes reviews for next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: n_distinct_products -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-new-product-adoption/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-new-product-adoption/manifest.yaml deleted file mode 100644 index 998beded96031c5682540d297b8350b9d6951bd6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-new-product-adoption/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-new-product-adoption -kind: external -task_type: binary_classification -description: Whether the reviewer reviews a product they have never reviewed before next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: new_product -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-rating-per-len/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-rating-per-len/manifest.yaml deleted file mode 100644 index 24b5d4865c00fb9c5f570814b93772bc8babdc2f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-rating-per-len/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-per-len -kind: external -task_type: regression -description: Predict the ratio of rating to review length for a reviewer, measuring rating sentiment density per character written. -entity_table: reviewers -entity_col: reviewer_id -target_col: rating_per_len -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-rating-trend-reversal/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-rating-trend-reversal/manifest.yaml deleted file mode 100644 index 5ead26a32fda821db386295a229d879ae3bcfe70..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-rating-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-trend-reversal -kind: external -task_type: binary_classification -description: Whether the direction of change in the reviewer's mean rating flips between the current and next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: rating_trend_flips -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-rating-volatility/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-rating-volatility/manifest.yaml deleted file mode 100644 index 0f8b22a7d633531cc07bdddf78556819ccf2cbf3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-volatility -kind: external -task_type: regression -description: Standard deviation of ratings the reviewer gives next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: rating_std -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-4x/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-4x/manifest.yaml deleted file mode 100644 index f7d99edd93cb76be85f4d41b9e7ad4ecf7161362..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-4x -kind: external -task_type: binary_classification -description: Predict if a dormant reviewer will reactivate over the next 4x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_4x -time_col: timestamp -timedelta: 186 days 07:40:48 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-5x/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-5x/manifest.yaml deleted file mode 100644 index 73ef0aac4560fec85e26907337e8934c6e9cf220..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-5x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-5x -kind: external -task_type: binary_classification -description: Predict if a dormant reviewer will reactivate over the next 5x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_5x -time_col: timestamp -timedelta: 232 days 21:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-6x/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-6x/manifest.yaml deleted file mode 100644 index bd6178b395b5c83f9bee6e6648dc7db01cf478f2..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-6x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-6x -kind: external -task_type: binary_classification -description: Predict if a dormant reviewer will reactivate over the next 6x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_6x -time_col: timestamp -timedelta: 279 days 11:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-7x/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-7x/manifest.yaml deleted file mode 100644 index dc179cfe972f12484281043cf2512201f17dcc68..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-7x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-7x -kind: external -task_type: binary_classification -description: Predict if a dormant reviewer will reactivate over the next 7x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_7x -time_col: timestamp -timedelta: 326 days 01:26:24 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-8x/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-8x/manifest.yaml deleted file mode 100644 index 594b8800d9ef50b9442443aa3404ae6f7a99103f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return-8x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-8x -kind: external -task_type: binary_classification -description: Predict if a dormant reviewer will reactivate over the next 8x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_8x -time_col: timestamp -timedelta: 372 days 15:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index 4c244f79e1055eea178590cf461217c49bab2970..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a previously active reviewer will return to post musical instrument reviews next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_return -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-review-len-volatility/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-review-len-volatility/manifest.yaml deleted file mode 100644 index f2dfaddb6fc99e5254fb4b7d9ebedb8fe54d04b8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-review-len-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-len-volatility -kind: external -task_type: regression -description: Standard deviation of review length written by the reviewer next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: review_len_std -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-review-streak/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-review-streak/manifest.yaml deleted file mode 100644 index 3a8bb25741de4414bcd94cc8621cd14d0ca211ce..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-review-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-streak -kind: external -task_type: regression -description: Longest consecutive-sub-period review streak for the reviewer in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: streak_len -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-4x/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-4x/manifest.yaml deleted file mode 100644 index 7c6271f686bf5821f78ec93cb1e1aea2883cdca4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-4x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-4x -kind: external -task_type: regression -description: Predict days until a reviewer's next review within a 4x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_4x -time_col: timestamp -timedelta: 186 days 07:40:48 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-5x/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-5x/manifest.yaml deleted file mode 100644 index 55e7fb9ad3611e3aa43b9122e0e4fe82178d6f2e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-5x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-5x -kind: external -task_type: regression -description: Predict days until a reviewer's next review within a 5x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_5x -time_col: timestamp -timedelta: 232 days 21:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-6x/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-6x/manifest.yaml deleted file mode 100644 index e37f1e6da08674571b68801ea94bfeb061cde900..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-6x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-6x -kind: external -task_type: regression -description: Predict days until a reviewer's next review within a 6x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_6x -time_col: timestamp -timedelta: 279 days 11:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-8x/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-8x/manifest.yaml deleted file mode 100644 index e784c4f78887eb526a92911873b25014c7586406..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-8x/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-8x -kind: external -task_type: regression -description: Predict days until a reviewer's next review within an 8x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_8x -time_col: timestamp -timedelta: 372 days 15:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-review/manifest.yaml b/thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-review/manifest.yaml deleted file mode 100644 index a5814feea611ed20342dfcda3b9d41eb32e40bec..0000000000000000000000000000000000000000 --- a/thejoin-amazon-musical-instruments/tasks/predict-reviewer-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-review -kind: external -task_type: regression -description: Number of days until the reviewer writes their next review. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_until_next -time_col: timestamp -timedelta: 46 days 13:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-office/README.md b/thejoin-amazon-office/README.md deleted file mode 100644 index b9a708e42758120b0dbb48cb233606d415b29fad..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/README.md +++ /dev/null @@ -1,73 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-office ---- - -# recommendations-amazon-office - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-new-product-cold-extended` | external | binary_classification | Whether newly-reviewed product still attracts reviews over 4 future windows. | -| `predict-new-product-cold-long-horizon` | external | binary_classification | Whether newly-reviewed product still gets reviews 3 windows after debut. | -| `predict-new-product-cold-medium` | external | binary_classification | Whether newly-reviewed product gets another review within 2 windows. | -| `predict-new-product-cold-repeat` | external | binary_classification | Whether newly-reviewed product receives any repeat review in first 2 windows. | -| `predict-new-product-cold-short` | external | binary_classification | Whether newly-reviewed product gets another review within first single window. | -| `predict-new-reviewer-cold-extended` | external | binary_classification | Whether newly-appeared reviewer remains active over 4 future windows. | -| `predict-new-reviewer-cold-long-horizon` | external | binary_classification | Whether newly-appeared reviewer is still active 3 windows after first review. | -| `predict-new-reviewer-cold-medium` | external | binary_classification | Whether newly-appeared reviewer writes a repeat review within 2 windows. | -| `predict-new-reviewer-cold-repeat` | external | binary_classification | Whether newly-appeared reviewer writes any repeat review in first 2 windows. | -| `predict-new-reviewer-cold-short` | external | binary_classification | Whether newly-appeared reviewer returns within first single window (tight cold-start). | -| `predict-product-detailed-reviews` | external | binary_classification | Predict whether an office product will receive reviews with mean length exceeding 239 characters next window (near median). | -| `predict-product-distinct-raters` | external | regression | Predict the number of distinct reviewers who will rate an office product next window. | -| `predict-product-distinct-reviewers` | external | regression | Predict the number of distinct reviewers who will review the product next window. | -| `predict-product-high-rating` | external | binary_classification | Predict whether an office product's mean rating next window will exceed 4 (satisfaction threshold). | -| `predict-product-multi-verified-rare` | external | binary_classification | Whether product receives 5+ verified reviews next window (rare popularity). | -| `predict-product-one-star-rare` | external | binary_classification | Whether product receives a 1-star review next window (rare negative event). | -| `predict-product-premium-review-rare` | external | binary_classification | Whether premium-priced product receives any review next window (rare due to low price-tier volume). | -| `predict-product-rating-trend` | external | binary_classification | Predict whether an office product's mean rating will increase next window compared to the current window. | -| `predict-product-rating-trend-reversal` | external | binary_classification | Whether the direction of change in a product's mean rating flips between the current and next window. | -| `predict-product-rating-volatility` | external | regression | Predict the standard deviation of ratings an office product will receive next window, indicating opinion polarization. | -| `predict-product-review-count` | external | regression | Predict how many reviews an office product will receive in the next window. | -| `predict-product-review-len-change` | external | regression | Predict the change in mean review length for an office product from current to next window. | -| `predict-product-review-len-concentration` | external | regression | Predict the total review text volume (sum of review lengths) an office product will accumulate next window. | -| `predict-product-review-share` | external | regression | Predict the product's share of total review volume (sum of review_len) next window. | -| `predict-product-review-streak` | external | regression | Longest consecutive-sub-period review streak for the product in the next window. | -| `predict-product-time-until-next-review` | external | regression | Days until the product receives its next review. | -| `predict-product-top-rated` | external | binary_classification | Predict whether an office product will rank in the top 25% by mean rating among reviewed products next window. | -| `predict-product-verified-burst-rare` | external | binary_classification | Whether product receives 10+ verified reviews next window (rare viral event). | -| `predict-product-verified-rare-next` | external | binary_classification | Whether product receives any verified review next window. | -| `predict-reviewer-active-next` | external | binary_classification | Predict whether a reviewer will submit at least one office product review in the next window. | -| `predict-reviewer-avg-rating` | external | regression | Predict the mean rating a reviewer will give to office products in the next window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will have no office product review activity in the next window. | -| `predict-reviewer-distinct-products` | external | regression | Predict the number of distinct products the reviewer will review next window. | -| `predict-reviewer-long-review-rare` | external | binary_classification | Whether reviewer writes any review next window (rare detailed engagement signal). | -| `predict-reviewer-multi-one-star` | external | binary_classification | Whether reviewer posts 2+ one-star reviews next window (rare serial complainer). | -| `predict-reviewer-multi-verified-rare` | external | binary_classification | Whether reviewer posts 3+ verified reviews next window (rare repeat behavior). | -| `predict-reviewer-one-star-rare` | external | binary_classification | Whether reviewer posts a 1-star review next window (rare negative event). | -| `predict-reviewer-rating-per-len` | external | regression | Predict the ratio of rating to review length for a reviewer, measuring sentiment density per character written. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a previously active reviewer will return to post office product reviews next window. | -| `predict-reviewer-review-streak` | external | regression | Longest consecutive-sub-period active streak for the reviewer in the next window. | -| `predict-reviewer-time-until-next-review` | external | regression | Days until the reviewer posts their next review. | -| `predict-reviewer-verified-rare-next` | external | binary_classification | Whether reviewer posts any verified review next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-office") -task = relbench.load_task("recommendations-amazon-office", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-office/manifest.yaml b/thejoin-amazon-office/manifest.yaml deleted file mode 100644 index 96491d5dbaa785106961145dd90f7620c148b23f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-office -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-office/schema.svg b/thejoin-amazon-office/schema.svg deleted file mode 100644 index fb70c370f0cffdda1abeeec52a713227d567b900..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -15K rows - -product_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -99K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -500K rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-office/tasks/predict-new-product-cold-extended/manifest.yaml b/thejoin-amazon-office/tasks/predict-new-product-cold-extended/manifest.yaml deleted file mode 100644 index 8dab5f971aa88e6a610db7e6bc569c27e93bf335..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-new-product-cold-extended/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-cold-extended -kind: external -task_type: binary_classification -description: Whether newly-reviewed product still attracts reviews over 4 future windows. -entity_table: products -entity_col: product_id -target_col: cold_extended_repeat -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-new-product-cold-long-horizon/manifest.yaml b/thejoin-amazon-office/tasks/predict-new-product-cold-long-horizon/manifest.yaml deleted file mode 100644 index d5690b8caa2abe1dac97b1b288dc9bc346b403d5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-new-product-cold-long-horizon/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-cold-long-horizon -kind: external -task_type: binary_classification -description: Whether newly-reviewed product still gets reviews 3 windows after debut. -entity_table: products -entity_col: product_id -target_col: cold_long_repeat -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-new-product-cold-medium/manifest.yaml b/thejoin-amazon-office/tasks/predict-new-product-cold-medium/manifest.yaml deleted file mode 100644 index 12dfaf3ee0c27132644a9784be73d3a51e68ed59..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-new-product-cold-medium/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-cold-medium -kind: external -task_type: binary_classification -description: Whether newly-reviewed product gets another review within 2 windows. -entity_table: products -entity_col: product_id -target_col: cold_medium_repeat -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-new-product-cold-repeat/manifest.yaml b/thejoin-amazon-office/tasks/predict-new-product-cold-repeat/manifest.yaml deleted file mode 100644 index 3bbfb6a9dfc1e8f41131ad51339106ca7e066049..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-new-product-cold-repeat/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-cold-repeat -kind: external -task_type: binary_classification -description: Whether newly-reviewed product receives any repeat review in first 2 windows. -entity_table: products -entity_col: product_id -target_col: cold_repeat -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-new-product-cold-short/manifest.yaml b/thejoin-amazon-office/tasks/predict-new-product-cold-short/manifest.yaml deleted file mode 100644 index ab80ac7edb3a2ac1fb69aa862cafa5b9fc284db3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-new-product-cold-short/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-cold-short -kind: external -task_type: binary_classification -description: Whether newly-reviewed product gets another review within first single window. -entity_table: products -entity_col: product_id -target_col: cold_short_repeat -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-new-reviewer-cold-extended/manifest.yaml b/thejoin-amazon-office/tasks/predict-new-reviewer-cold-extended/manifest.yaml deleted file mode 100644 index 8530c415da18ac82563a5bc65fed33a1d1b2cbed..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-new-reviewer-cold-extended/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-cold-extended -kind: external -task_type: binary_classification -description: Whether newly-appeared reviewer remains active over 4 future windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_extended_repeat -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-new-reviewer-cold-long-horizon/manifest.yaml b/thejoin-amazon-office/tasks/predict-new-reviewer-cold-long-horizon/manifest.yaml deleted file mode 100644 index 6896654400244c8d4104dc3ed52ebc650d140047..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-new-reviewer-cold-long-horizon/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-cold-long-horizon -kind: external -task_type: binary_classification -description: Whether newly-appeared reviewer is still active 3 windows after first review. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_long_repeat -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-new-reviewer-cold-medium/manifest.yaml b/thejoin-amazon-office/tasks/predict-new-reviewer-cold-medium/manifest.yaml deleted file mode 100644 index f7a620cc1d74a683f21b6b6bb92a00be68fda9b2..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-new-reviewer-cold-medium/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-cold-medium -kind: external -task_type: binary_classification -description: Whether newly-appeared reviewer writes a repeat review within 2 windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_medium_repeat -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-new-reviewer-cold-repeat/manifest.yaml b/thejoin-amazon-office/tasks/predict-new-reviewer-cold-repeat/manifest.yaml deleted file mode 100644 index c3a794ddd3e5ee84a3558e3f9ccf5d8c554d80ae..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-new-reviewer-cold-repeat/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-cold-repeat -kind: external -task_type: binary_classification -description: Whether newly-appeared reviewer writes any repeat review in first 2 windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_repeat -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-new-reviewer-cold-short/manifest.yaml b/thejoin-amazon-office/tasks/predict-new-reviewer-cold-short/manifest.yaml deleted file mode 100644 index 9e8637513651878fc24ac5632eba5f61036808ad..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-new-reviewer-cold-short/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-cold-short -kind: external -task_type: binary_classification -description: Whether newly-appeared reviewer returns within first single window (tight cold-start). -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_short_repeat -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-detailed-reviews/manifest.yaml b/thejoin-amazon-office/tasks/predict-product-detailed-reviews/manifest.yaml deleted file mode 100644 index b77a82f8a59efab73215fe3370de5f3f3c5a0e9b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-product-detailed-reviews/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-detailed-reviews -kind: external -task_type: binary_classification -description: Predict whether an office product will receive reviews with mean length exceeding 239 characters next window (near median). -entity_table: products -entity_col: product_id -target_col: detailed_review_flag -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-distinct-raters/manifest.yaml b/thejoin-amazon-office/tasks/predict-product-distinct-raters/manifest.yaml deleted file mode 100644 index 4b31a9a9b65c940087800a09f57bdee4cc67d27c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-product-distinct-raters/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-distinct-raters -kind: external -task_type: regression -description: Predict the number of distinct reviewers who will rate an office product next window. -entity_table: products -entity_col: product_id -target_col: distinct_raters_next -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-distinct-reviewers/manifest.yaml b/thejoin-amazon-office/tasks/predict-product-distinct-reviewers/manifest.yaml deleted file mode 100644 index 1d2cd68b9d96afa23dd1c5dbf35ee67351034ac5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-product-distinct-reviewers/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-distinct-reviewers -kind: external -task_type: regression -description: Predict the number of distinct reviewers who will review the product next window. -entity_table: products -entity_col: product_id -target_col: n_distinct_reviewers -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-high-rating/manifest.yaml b/thejoin-amazon-office/tasks/predict-product-high-rating/manifest.yaml deleted file mode 100644 index a006f360d079ae0be5f9b555e71490cabeabe35a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-product-high-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-high-rating -kind: external -task_type: binary_classification -description: Predict whether an office product's mean rating next window will exceed 4 (satisfaction threshold). -entity_table: products -entity_col: product_id -target_col: high_rating_flag -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-multi-verified-rare/manifest.yaml b/thejoin-amazon-office/tasks/predict-product-multi-verified-rare/manifest.yaml deleted file mode 100644 index 116e7d406c19808beea727254453d033f0659585..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-product-multi-verified-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-multi-verified-rare -kind: external -task_type: binary_classification -description: Whether product receives 5+ verified reviews next window (rare popularity). -entity_table: products -entity_col: product_id -target_col: has_multi_verified -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-one-star-rare/manifest.yaml b/thejoin-amazon-office/tasks/predict-product-one-star-rare/manifest.yaml deleted file mode 100644 index 6a561b586e33ef36288764f947c05ad9daedb5a2..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-product-one-star-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-one-star-rare -kind: external -task_type: binary_classification -description: Whether product receives a 1-star review next window (rare negative event). -entity_table: products -entity_col: product_id -target_col: has_one_star -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-premium-review-rare/manifest.yaml b/thejoin-amazon-office/tasks/predict-product-premium-review-rare/manifest.yaml deleted file mode 100644 index c404b3687a8f6d927967566e6d31176c1f05130e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-product-premium-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-premium-review-rare -kind: external -task_type: binary_classification -description: Whether premium-priced product receives any review next window (rare due to low price-tier volume). -entity_table: products -entity_col: product_id -target_col: has_premium_review -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-rating-trend-reversal/manifest.yaml b/thejoin-amazon-office/tasks/predict-product-rating-trend-reversal/manifest.yaml deleted file mode 100644 index b8364aa59e918c7188320cf42ae23a0e33b49bb6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-product-rating-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend-reversal -kind: external -task_type: binary_classification -description: Whether the direction of change in a product's mean rating flips between the current and next window. -entity_table: products -entity_col: product_id -target_col: rating_reversal -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-rating-trend/manifest.yaml b/thejoin-amazon-office/tasks/predict-product-rating-trend/manifest.yaml deleted file mode 100644 index 5239c59739210bf6833374fe79384c6c00871bd1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-product-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend -kind: external -task_type: binary_classification -description: Predict whether an office product's mean rating will increase next window compared to the current window. -entity_table: products -entity_col: product_id -target_col: rating_trend_up -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-rating-volatility/manifest.yaml b/thejoin-amazon-office/tasks/predict-product-rating-volatility/manifest.yaml deleted file mode 100644 index 3e2cf312be4be7a78529e078f645e39f5d02ef7f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-product-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings an office product will receive next window, indicating opinion polarization. -entity_table: products -entity_col: product_id -target_col: rating_volatility -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-review-count/manifest.yaml b/thejoin-amazon-office/tasks/predict-product-review-count/manifest.yaml deleted file mode 100644 index b2f51e8a093e5a68f841892a18d326adf2f59429..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-product-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-count -kind: external -task_type: regression -description: Predict how many reviews an office product will receive in the next window. -entity_table: products -entity_col: product_id -target_col: review_count_next -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-review-len-change/manifest.yaml b/thejoin-amazon-office/tasks/predict-product-review-len-change/manifest.yaml deleted file mode 100644 index 79019e8559eecc16d803222b007568c4d664a5aa..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-product-review-len-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-len-change -kind: external -task_type: regression -description: Predict the change in mean review length for an office product from current to next window. -entity_table: products -entity_col: product_id -target_col: review_len_change -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-review-len-concentration/manifest.yaml b/thejoin-amazon-office/tasks/predict-product-review-len-concentration/manifest.yaml deleted file mode 100644 index 8d57494508877ae11c92febc3f9fac10f0f68a5a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-product-review-len-concentration/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-len-concentration -kind: external -task_type: regression -description: Predict the total review text volume (sum of review lengths) an office product will accumulate next window. -entity_table: products -entity_col: product_id -target_col: review_len_concentration -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-review-share/manifest.yaml b/thejoin-amazon-office/tasks/predict-product-review-share/manifest.yaml deleted file mode 100644 index 9eb764821da5633e3a6f35b7be21a14f7cbc5b7c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-product-review-share/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-share -kind: external -task_type: regression -description: Predict the product's share of total review volume (sum of review_len) next window. -entity_table: products -entity_col: product_id -target_col: review_share -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-review-streak/manifest.yaml b/thejoin-amazon-office/tasks/predict-product-review-streak/manifest.yaml deleted file mode 100644 index f02a63c8eeed557e6f33951e0dff0e779dae7c67..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-product-review-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-streak -kind: external -task_type: regression -description: Longest consecutive-sub-period review streak for the product in the next window. -entity_table: products -entity_col: product_id -target_col: max_streak -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-time-until-next-review/manifest.yaml b/thejoin-amazon-office/tasks/predict-product-time-until-next-review/manifest.yaml deleted file mode 100644 index 41888fa328d4eef4962a327a456905e26d5009bf..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-product-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-time-until-next-review -kind: external -task_type: regression -description: Days until the product receives its next review. -entity_table: products -entity_col: product_id -target_col: days_to_next -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-top-rated/manifest.yaml b/thejoin-amazon-office/tasks/predict-product-top-rated/manifest.yaml deleted file mode 100644 index 91191684c389e7bc71445a3199278a22f85ad8ec..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-product-top-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-rated -kind: external -task_type: binary_classification -description: Predict whether an office product will rank in the top 25% by mean rating among reviewed products next window. -entity_table: products -entity_col: product_id -target_col: is_top_rated -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-verified-burst-rare/manifest.yaml b/thejoin-amazon-office/tasks/predict-product-verified-burst-rare/manifest.yaml deleted file mode 100644 index b6a7dfc5aaf66b354bb7bf907ad34369445a0932..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-product-verified-burst-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-verified-burst-rare -kind: external -task_type: binary_classification -description: Whether product receives 10+ verified reviews next window (rare viral event). -entity_table: products -entity_col: product_id -target_col: has_verified_burst -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-product-verified-rare-next/manifest.yaml b/thejoin-amazon-office/tasks/predict-product-verified-rare-next/manifest.yaml deleted file mode 100644 index ac2572c3e5bba3fc01b3ce9a53bf287e8bce1e63..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-product-verified-rare-next/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-verified-rare-next -kind: external -task_type: binary_classification -description: Whether product receives any verified review next window. -entity_table: products -entity_col: product_id -target_col: has_verified_rare -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-active-next/manifest.yaml b/thejoin-amazon-office/tasks/predict-reviewer-active-next/manifest.yaml deleted file mode 100644 index ff2fa7f5b4f64e0a5680bd30381d10ccc88dd238..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-reviewer-active-next/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active-next -kind: external -task_type: binary_classification -description: Predict whether a reviewer will submit at least one office product review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_active_next -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-avg-rating/manifest.yaml b/thejoin-amazon-office/tasks/predict-reviewer-avg-rating/manifest.yaml deleted file mode 100644 index 126da8fc319cf092c8a9c74a3339d713c8049d20..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-reviewer-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-avg-rating -kind: external -task_type: regression -description: Predict the mean rating a reviewer will give to office products in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-office/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index d18d411d07eaa523a2c3c7e97be8514a462910d4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will have no office product review activity in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_churned -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-distinct-products/manifest.yaml b/thejoin-amazon-office/tasks/predict-reviewer-distinct-products/manifest.yaml deleted file mode 100644 index e96ec3ae7ca97662f778f59873d19c0483fad7f1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-reviewer-distinct-products/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-distinct-products -kind: external -task_type: regression -description: Predict the number of distinct products the reviewer will review next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: n_distinct_products -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-long-review-rare/manifest.yaml b/thejoin-amazon-office/tasks/predict-reviewer-long-review-rare/manifest.yaml deleted file mode 100644 index d09f2321a6823bac5c760f32a709b5265644ea96..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-reviewer-long-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-long-review-rare -kind: external -task_type: binary_classification -description: Whether reviewer writes any review next window (rare detailed engagement signal). -entity_table: reviewers -entity_col: reviewer_id -target_col: has_long_review -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-multi-one-star/manifest.yaml b/thejoin-amazon-office/tasks/predict-reviewer-multi-one-star/manifest.yaml deleted file mode 100644 index 03627df8ffa6435f4ef447b6bf72cb7127130642..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-reviewer-multi-one-star/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-multi-one-star -kind: external -task_type: binary_classification -description: Whether reviewer posts 2+ one-star reviews next window (rare serial complainer). -entity_table: reviewers -entity_col: reviewer_id -target_col: has_multi_one_star -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-multi-verified-rare/manifest.yaml b/thejoin-amazon-office/tasks/predict-reviewer-multi-verified-rare/manifest.yaml deleted file mode 100644 index 77caa570d738b129bdc40047fb85262ec457a948..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-reviewer-multi-verified-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-multi-verified-rare -kind: external -task_type: binary_classification -description: Whether reviewer posts 3+ verified reviews next window (rare repeat behavior). -entity_table: reviewers -entity_col: reviewer_id -target_col: has_multi_verified -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-one-star-rare/manifest.yaml b/thejoin-amazon-office/tasks/predict-reviewer-one-star-rare/manifest.yaml deleted file mode 100644 index b952088057554f06dea776a72cf1baffee2aae54..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-reviewer-one-star-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-one-star-rare -kind: external -task_type: binary_classification -description: Whether reviewer posts a 1-star review next window (rare negative event). -entity_table: reviewers -entity_col: reviewer_id -target_col: has_one_star -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-rating-per-len/manifest.yaml b/thejoin-amazon-office/tasks/predict-reviewer-rating-per-len/manifest.yaml deleted file mode 100644 index e44728b9a7bb847f92aeaf1118bc1bccf9ab5bfd..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-reviewer-rating-per-len/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-per-len -kind: external -task_type: regression -description: Predict the ratio of rating to review length for a reviewer, measuring sentiment density per character written. -entity_table: reviewers -entity_col: reviewer_id -target_col: rating_per_len -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-office/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index 13abe8191988da6b0ff61d50c0b075ca8ed89d35..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a previously active reviewer will return to post office product reviews next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_return -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-review-streak/manifest.yaml b/thejoin-amazon-office/tasks/predict-reviewer-review-streak/manifest.yaml deleted file mode 100644 index 642263325bfa38961a3fe38ce93df8aad2a0d9a3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-reviewer-review-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-streak -kind: external -task_type: regression -description: Longest consecutive-sub-period active streak for the reviewer in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: max_streak -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-time-until-next-review/manifest.yaml b/thejoin-amazon-office/tasks/predict-reviewer-time-until-next-review/manifest.yaml deleted file mode 100644 index 35798e455037f2a773de81359c2ea60eed0ab23c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-reviewer-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-review -kind: external -task_type: regression -description: Days until the reviewer posts their next review. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-office/tasks/predict-reviewer-verified-rare-next/manifest.yaml b/thejoin-amazon-office/tasks/predict-reviewer-verified-rare-next/manifest.yaml deleted file mode 100644 index b891ddd663eb41262cb91d68bb0a5ee1ec399101..0000000000000000000000000000000000000000 --- a/thejoin-amazon-office/tasks/predict-reviewer-verified-rare-next/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-rare-next -kind: external -task_type: binary_classification -description: Whether reviewer posts any verified review next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: has_verified_rare -time_col: timestamp -timedelta: 57 days 21:21:36 -manifest_version: 1 diff --git a/thejoin-amazon-patio/README.md b/thejoin-amazon-patio/README.md deleted file mode 100644 index b6f5af7c59d3269220abba1756db7d405e068496..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/README.md +++ /dev/null @@ -1,80 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-patio ---- - -# recommendations-amazon-patio - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-cold-product-sustained-traction` | external | binary_classification | Whether a newly-listed product sustains repeat activity through an extended cold-start horizon. | -| `predict-cold-reviewer-verified-return` | external | binary_classification | Whether a first-time reviewer returns with verified-purchase activity in cold-start horizon. | -| `predict-new-product-longterm` | external | binary_classification | Whether a newly-launched product sustains review activity over a longer cold-start horizon. | -| `predict-new-product-quick-traction` | external | binary_classification | Quick-traction cold-start: whether a newly-listed product gets another review in its first window. | -| `predict-new-product-repeat` | external | binary_classification | Whether a newly-listed product receives repeat reviews in its first windows after launch. | -| `predict-new-product-traction` | external | binary_classification | Cold-start traction: whether a newly-listed product gains repeat review activity early. | -| `predict-new-reviewer-early-retention` | external | binary_classification | Cold-start retention: whether a first-time reviewer is active again soon after signup. | -| `predict-new-reviewer-longterm` | external | binary_classification | Whether a brand-new reviewer stays active across a longer cold-start horizon. | -| `predict-new-reviewer-quick-return` | external | binary_classification | Quick-return cold-start: whether a first-time reviewer re-reviews within next single window. | -| `predict-new-reviewer-repeat` | external | binary_classification | Whether a brand-new reviewer returns to post another review in their first windows. | -| `predict-product-critical-event` | external | binary_classification | Whether product receives any review at all next window (rare for premium/long-tail SKUs). | -| `predict-product-detailed-reviews` | external | binary_classification | Predict whether a patio product will receive reviews with mean length exceeding 252 characters next window (near median). | -| `predict-product-distinct-raters` | external | regression | Predict the number of distinct reviewers who will rate a patio product next window. | -| `predict-product-distinct-reviewers` | external | regression | Number of distinct reviewers posting for this product in the next window. | -| `predict-product-high-rating` | external | binary_classification | Predict whether a patio product's mean rating next window will exceed 4 (positive satisfaction threshold). | -| `predict-product-length-volatility` | external | regression | Standard deviation of review lengths for this product in the next window. | -| `predict-product-onestar-rare` | external | binary_classification | Whether product receives at least one 1-star review next window (rare complaint). | -| `predict-product-onestar-repeat` | external | binary_classification | Whether product receives 2+ 1-star reviews next window (rare persistent defect signal). | -| `predict-product-peer-outperform-rating` | external | binary_classification | Whether the product's next-window mean rating exceeds the mean rating of its reviewer peer group. | -| `predict-product-premium-buyer` | external | binary_classification | Whether premium-priced product receives any review next window (rare on long-tail inventory). | -| `predict-product-rank-change-within-reviewer` | external | binary_classification | Whether the product's mean-rating rank among products reviewed by the same reviewer improves by at least 1 position next window. | -| `predict-product-rating-trend` | external | binary_classification | Predict whether a patio product's mean rating will increase next window compared to the current window. | -| `predict-product-rating-trend-reversal` | external | binary_classification | Whether the direction of change in the product's mean rating flips between the current and next window. | -| `predict-product-rating-volatility` | external | regression | Predict the standard deviation of ratings a patio product will receive next window, measuring opinion diversity. | -| `predict-product-review-count` | external | regression | Predict how many reviews a patio and garden product will receive in the next window. | -| `predict-product-review-len-change` | external | regression | Predict the change in mean review length for a patio product from current to next window. | -| `predict-product-review-len-concentration` | external | regression | Predict the total review text volume (sum of review lengths) a patio product will accumulate next window. | -| `predict-product-review-streak` | external | regression | Longest consecutive-sub-period streak in which the product receives at least one review during the next window. | -| `predict-product-time-until-next-review` | external | regression | Days until the product receives its next review after the cutoff. | -| `predict-product-top-rated` | external | binary_classification | Predict whether a patio product will rank in the top 25% by mean rating among reviewed products next window. | -| `predict-product-verified-flurry` | external | binary_classification | Whether product receives 3+ verified reviews next window (rare spike in confirmed purchases). | -| `predict-reviewer-active-next` | external | binary_classification | Predict whether a reviewer will submit at least one patio and garden review in the next window. | -| `predict-reviewer-avg-rating` | external | regression | Predict the mean rating a reviewer will give to patio and garden products in the next window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will have no patio and garden review activity in the next window. | -| `predict-reviewer-distinct-products` | external | regression | Number of distinct products the reviewer reviews in the next window. | -| `predict-reviewer-multi-onestar` | external | binary_classification | Whether reviewer leaves 2+ 1-star reviews next window (serial critic, very rare). | -| `predict-reviewer-new-product-adoption` | external | binary_classification | Whether the reviewer reviews a product they have never reviewed before in the next window. | -| `predict-reviewer-onestar-rare` | external | binary_classification | Whether reviewer leaves at least one 1-star rating next window (rare negative event). | -| `predict-reviewer-peer-outperform-length` | external | binary_classification | Whether the reviewer's next-window mean review length exceeds the mean review length of their per-product peer group. | -| `predict-reviewer-rank-change-within-product` | external | binary_classification | Whether the reviewer's review-length rank among co-reviewers of the same product improves by at least 1 position next window. | -| `predict-reviewer-rank-regression-within-product` | external | regression | Reviewer's mean review-length rank (1=longest) among reviewers of the same product next window. | -| `predict-reviewer-rare-premium` | external | binary_classification | Whether reviewer writes any review next window (rare for infrequent premium buyers). | -| `predict-reviewer-rating-per-len` | external | regression | Predict the ratio of rating to review length for a reviewer, measuring sentiment density per character written. | -| `predict-reviewer-repeat-last-product` | external | binary_classification | Whether the reviewer's next review is for the same product as their most recent past review. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a previously active reviewer will return to post patio and garden reviews next window. | -| `predict-reviewer-review-streak` | external | regression | Longest consecutive-sub-period reviewing streak for the reviewer in the next window. | -| `predict-reviewer-time-until-next-review` | external | regression | Days until the reviewer posts their next review after the cutoff. | -| `predict-reviewer-verified-burst` | external | binary_classification | Whether reviewer posts 3+ verified reviews next window (rare high-engagement burst). | -| `predict-reviewer-verified-rare` | external | binary_classification | Whether reviewer posts at least one verified review next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-patio") -task = relbench.load_task("recommendations-amazon-patio", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-patio/manifest.yaml b/thejoin-amazon-patio/manifest.yaml deleted file mode 100644 index faa26db67ec0928db4e839fc5d9d6711fe4b1d0e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-patio -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-patio/schema.svg b/thejoin-amazon-patio/schema.svg deleted file mode 100644 index 3a9c82e8eee60d18d2fa7507dcdc788d46ef08a0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -19K rows - -product_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -101K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -500K rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-patio/tasks/predict-cold-product-sustained-traction/manifest.yaml b/thejoin-amazon-patio/tasks/predict-cold-product-sustained-traction/manifest.yaml deleted file mode 100644 index a647139aefa600de93fcce13d67d1f92398f3942..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-cold-product-sustained-traction/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-cold-product-sustained-traction -kind: external -task_type: binary_classification -description: Whether a newly-listed product sustains repeat activity through an extended cold-start horizon. -entity_table: products -entity_col: product_id -target_col: cold_sustained_traction -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-cold-reviewer-verified-return/manifest.yaml b/thejoin-amazon-patio/tasks/predict-cold-reviewer-verified-return/manifest.yaml deleted file mode 100644 index a5ae69cd6b79957aacc518aca1801039b5045ada..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-cold-reviewer-verified-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-cold-reviewer-verified-return -kind: external -task_type: binary_classification -description: Whether a first-time reviewer returns with verified-purchase activity in cold-start horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_verified_return -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-new-product-longterm/manifest.yaml b/thejoin-amazon-patio/tasks/predict-new-product-longterm/manifest.yaml deleted file mode 100644 index c5b09729a0f0bdfe8045d2b423d8a99c35073922..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-new-product-longterm/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-longterm -kind: external -task_type: binary_classification -description: Whether a newly-launched product sustains review activity over a longer cold-start horizon. -entity_table: products -entity_col: product_id -target_col: new_product_longterm -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-new-product-quick-traction/manifest.yaml b/thejoin-amazon-patio/tasks/predict-new-product-quick-traction/manifest.yaml deleted file mode 100644 index 366524542f6fe7a0046abe0b30294c71ae17ce8a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-new-product-quick-traction/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-quick-traction -kind: external -task_type: binary_classification -description: 'Quick-traction cold-start: whether a newly-listed product gets another review in its first window.' -entity_table: products -entity_col: product_id -target_col: new_product_quick_traction -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-new-product-repeat/manifest.yaml b/thejoin-amazon-patio/tasks/predict-new-product-repeat/manifest.yaml deleted file mode 100644 index 7c1cd2d6dddeb9974898b909f112e88235ed837b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-new-product-repeat/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-repeat -kind: external -task_type: binary_classification -description: Whether a newly-listed product receives repeat reviews in its first windows after launch. -entity_table: products -entity_col: product_id -target_col: new_product_repeat -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-new-product-traction/manifest.yaml b/thejoin-amazon-patio/tasks/predict-new-product-traction/manifest.yaml deleted file mode 100644 index 6aa9534a139b834bd6aba0f9cad4ad9d396064e9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-new-product-traction/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-traction -kind: external -task_type: binary_classification -description: 'Cold-start traction: whether a newly-listed product gains repeat review activity early.' -entity_table: products -entity_col: product_id -target_col: new_product_traction -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-new-reviewer-early-retention/manifest.yaml b/thejoin-amazon-patio/tasks/predict-new-reviewer-early-retention/manifest.yaml deleted file mode 100644 index 6b0169b5911b228f3a5ccdb4331625326d2b044f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-new-reviewer-early-retention/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-early-retention -kind: external -task_type: binary_classification -description: 'Cold-start retention: whether a first-time reviewer is active again soon after signup.' -entity_table: reviewers -entity_col: reviewer_id -target_col: new_reviewer_retained -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-new-reviewer-longterm/manifest.yaml b/thejoin-amazon-patio/tasks/predict-new-reviewer-longterm/manifest.yaml deleted file mode 100644 index ed59865d43f9b4ca8fdfe58113483649ec410443..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-new-reviewer-longterm/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-longterm -kind: external -task_type: binary_classification -description: Whether a brand-new reviewer stays active across a longer cold-start horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: new_reviewer_longterm -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-new-reviewer-quick-return/manifest.yaml b/thejoin-amazon-patio/tasks/predict-new-reviewer-quick-return/manifest.yaml deleted file mode 100644 index c4cef521f51419c5b57ece8f7aa3a1e55694a496..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-new-reviewer-quick-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-quick-return -kind: external -task_type: binary_classification -description: 'Quick-return cold-start: whether a first-time reviewer re-reviews within next single window.' -entity_table: reviewers -entity_col: reviewer_id -target_col: new_reviewer_quick_return -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-new-reviewer-repeat/manifest.yaml b/thejoin-amazon-patio/tasks/predict-new-reviewer-repeat/manifest.yaml deleted file mode 100644 index 5fa1a334a22a27ea8f5b7b6743b210f47b299834..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-new-reviewer-repeat/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-repeat -kind: external -task_type: binary_classification -description: Whether a brand-new reviewer returns to post another review in their first windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: new_reviewer_repeat -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-critical-event/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-critical-event/manifest.yaml deleted file mode 100644 index ac558719cda9be908f4e249fe571d1a12400075f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-critical-event/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-critical-event -kind: external -task_type: binary_classification -description: Whether product receives any review at all next window (rare for premium/long-tail SKUs). -entity_table: products -entity_col: product_id -target_col: critical_event -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-detailed-reviews/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-detailed-reviews/manifest.yaml deleted file mode 100644 index 5b3b762d8dbdf7573e6009dc583594dabe929c48..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-detailed-reviews/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-detailed-reviews -kind: external -task_type: binary_classification -description: Predict whether a patio product will receive reviews with mean length exceeding 252 characters next window (near median). -entity_table: products -entity_col: product_id -target_col: detailed_review_flag -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-distinct-raters/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-distinct-raters/manifest.yaml deleted file mode 100644 index 71a95e78c34fba1d87d41ec4ebed60c2b55ae9e8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-distinct-raters/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-distinct-raters -kind: external -task_type: regression -description: Predict the number of distinct reviewers who will rate a patio product next window. -entity_table: products -entity_col: product_id -target_col: distinct_raters_next -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-distinct-reviewers/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-distinct-reviewers/manifest.yaml deleted file mode 100644 index 2b028f837019751c439e54df1ae08f270b6f77ae..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-distinct-reviewers/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-distinct-reviewers -kind: external -task_type: regression -description: Number of distinct reviewers posting for this product in the next window. -entity_table: products -entity_col: product_id -target_col: distinct_reviewers -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-high-rating/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-high-rating/manifest.yaml deleted file mode 100644 index 57c3aa95847eadfe8e05b94dd1d6022ad3947e46..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-high-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-high-rating -kind: external -task_type: binary_classification -description: Predict whether a patio product's mean rating next window will exceed 4 (positive satisfaction threshold). -entity_table: products -entity_col: product_id -target_col: high_rating_flag -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-length-volatility/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-length-volatility/manifest.yaml deleted file mode 100644 index 24c9fee4f33c97fea39b36385905617c7d9c07e2..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-length-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-length-volatility -kind: external -task_type: regression -description: Standard deviation of review lengths for this product in the next window. -entity_table: products -entity_col: product_id -target_col: length_std -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-onestar-rare/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-onestar-rare/manifest.yaml deleted file mode 100644 index f3c3fb0857a3d2769d582065558468d391c5f9ba..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-onestar-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-onestar-rare -kind: external -task_type: binary_classification -description: Whether product receives at least one 1-star review next window (rare complaint). -entity_table: products -entity_col: product_id -target_col: received_onestar -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-onestar-repeat/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-onestar-repeat/manifest.yaml deleted file mode 100644 index ff4e5c0be8df9e1f7be406af931887105fbe7eee..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-onestar-repeat/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-onestar-repeat -kind: external -task_type: binary_classification -description: Whether product receives 2+ 1-star reviews next window (rare persistent defect signal). -entity_table: products -entity_col: product_id -target_col: onestar_repeat -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-peer-outperform-rating/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-peer-outperform-rating/manifest.yaml deleted file mode 100644 index edf0e4de2998b79b932820e0850c40b1b7bb42eb..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-peer-outperform-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-peer-outperform-rating -kind: external -task_type: binary_classification -description: Whether the product's next-window mean rating exceeds the mean rating of its reviewer peer group. -entity_table: products -entity_col: product_id -target_col: beats_peers -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-premium-buyer/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-premium-buyer/manifest.yaml deleted file mode 100644 index 68f1676f627879f386256d15ae3ce2961c490338..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-premium-buyer/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-premium-buyer -kind: external -task_type: binary_classification -description: Whether premium-priced product receives any review next window (rare on long-tail inventory). -entity_table: products -entity_col: product_id -target_col: has_premium_buyer_event -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-rank-change-within-reviewer/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-rank-change-within-reviewer/manifest.yaml deleted file mode 100644 index 6ab71fe0daa9190b04e55a1af53dddcef17ce9f0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-rank-change-within-reviewer/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rank-change-within-reviewer -kind: external -task_type: binary_classification -description: Whether the product's mean-rating rank among products reviewed by the same reviewer improves by at least 1 position next window. -entity_table: products -entity_col: product_id -target_col: rank_improved -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-rating-trend-reversal/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-rating-trend-reversal/manifest.yaml deleted file mode 100644 index 96d3a1002e0fe72e5677d435f5718893c27c9259..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-rating-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend-reversal -kind: external -task_type: binary_classification -description: Whether the direction of change in the product's mean rating flips between the current and next window. -entity_table: products -entity_col: product_id -target_col: reversal -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-rating-trend/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-rating-trend/manifest.yaml deleted file mode 100644 index 45fbbab0e60b61add672bd63ee929015e37545a6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a patio product's mean rating will increase next window compared to the current window. -entity_table: products -entity_col: product_id -target_col: rating_trend_up -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-rating-volatility/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-rating-volatility/manifest.yaml deleted file mode 100644 index 39ec678b4c63a07d770c0f8f105466f57cc1a34b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings a patio product will receive next window, measuring opinion diversity. -entity_table: products -entity_col: product_id -target_col: rating_volatility -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-review-count/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-review-count/manifest.yaml deleted file mode 100644 index b513dc648b21f6dddfb86f557aa5eef20c2b2562..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-count -kind: external -task_type: regression -description: Predict how many reviews a patio and garden product will receive in the next window. -entity_table: products -entity_col: product_id -target_col: review_count_next -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-review-len-change/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-review-len-change/manifest.yaml deleted file mode 100644 index 86d77b40452110ef915711741bcda02a9174737d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-review-len-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-len-change -kind: external -task_type: regression -description: Predict the change in mean review length for a patio product from current to next window. -entity_table: products -entity_col: product_id -target_col: review_len_change -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-review-len-concentration/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-review-len-concentration/manifest.yaml deleted file mode 100644 index e1beead4e2151353b623c6cf14f1222ac53ff474..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-review-len-concentration/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-len-concentration -kind: external -task_type: regression -description: Predict the total review text volume (sum of review lengths) a patio product will accumulate next window. -entity_table: products -entity_col: product_id -target_col: review_len_concentration -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-review-streak/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-review-streak/manifest.yaml deleted file mode 100644 index 67243d69bed0d271b61e8c9715261dff17412ed2..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-review-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-streak -kind: external -task_type: regression -description: Longest consecutive-sub-period streak in which the product receives at least one review during the next window. -entity_table: products -entity_col: product_id -target_col: streak -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-time-until-next-review/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-time-until-next-review/manifest.yaml deleted file mode 100644 index 1f7698c17b8d20484fb50b01171113fe14a974a3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-time-until-next-review -kind: external -task_type: regression -description: Days until the product receives its next review after the cutoff. -entity_table: products -entity_col: product_id -target_col: days_to_next -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-top-rated/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-top-rated/manifest.yaml deleted file mode 100644 index e339024db10683df8c3a47377458e30e342fd170..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-top-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-rated -kind: external -task_type: binary_classification -description: Predict whether a patio product will rank in the top 25% by mean rating among reviewed products next window. -entity_table: products -entity_col: product_id -target_col: is_top_rated -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-product-verified-flurry/manifest.yaml b/thejoin-amazon-patio/tasks/predict-product-verified-flurry/manifest.yaml deleted file mode 100644 index 54dafb3bb28aa3e8d0c0c705ba0846d278f6888b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-product-verified-flurry/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-verified-flurry -kind: external -task_type: binary_classification -description: Whether product receives 3+ verified reviews next window (rare spike in confirmed purchases). -entity_table: products -entity_col: product_id -target_col: verified_flurry -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-active-next/manifest.yaml b/thejoin-amazon-patio/tasks/predict-reviewer-active-next/manifest.yaml deleted file mode 100644 index eda14178ca332ba21bef7d1683f75bc2a0cbeaaf..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-reviewer-active-next/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active-next -kind: external -task_type: binary_classification -description: Predict whether a reviewer will submit at least one patio and garden review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_active_next -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-avg-rating/manifest.yaml b/thejoin-amazon-patio/tasks/predict-reviewer-avg-rating/manifest.yaml deleted file mode 100644 index 2004d79ee85ffd2e545dd2c8734fee37f8548a92..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-reviewer-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-avg-rating -kind: external -task_type: regression -description: Predict the mean rating a reviewer will give to patio and garden products in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-patio/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index bb4cfdd37a54eec620672932104d3c065a4b724a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will have no patio and garden review activity in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_churned -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-distinct-products/manifest.yaml b/thejoin-amazon-patio/tasks/predict-reviewer-distinct-products/manifest.yaml deleted file mode 100644 index c1bd4c81738380acdde629885bad4a6e7bcc7d1a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-reviewer-distinct-products/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-distinct-products -kind: external -task_type: regression -description: Number of distinct products the reviewer reviews in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: distinct_products -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-multi-onestar/manifest.yaml b/thejoin-amazon-patio/tasks/predict-reviewer-multi-onestar/manifest.yaml deleted file mode 100644 index 0e3246b1db30ab94146afde84c4b265192438dd9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-reviewer-multi-onestar/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-multi-onestar -kind: external -task_type: binary_classification -description: Whether reviewer leaves 2+ 1-star reviews next window (serial critic, very rare). -entity_table: reviewers -entity_col: reviewer_id -target_col: multi_onestar -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-new-product-adoption/manifest.yaml b/thejoin-amazon-patio/tasks/predict-reviewer-new-product-adoption/manifest.yaml deleted file mode 100644 index 7026d874bcc9ecc2926fc2888fdbd664fc0cec20..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-reviewer-new-product-adoption/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-new-product-adoption -kind: external -task_type: binary_classification -description: Whether the reviewer reviews a product they have never reviewed before in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: adopts_new -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-onestar-rare/manifest.yaml b/thejoin-amazon-patio/tasks/predict-reviewer-onestar-rare/manifest.yaml deleted file mode 100644 index e50631e073a39ab226ddd9d1aa77246df1026138..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-reviewer-onestar-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-onestar-rare -kind: external -task_type: binary_classification -description: Whether reviewer leaves at least one 1-star rating next window (rare negative event). -entity_table: reviewers -entity_col: reviewer_id -target_col: has_onestar -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-peer-outperform-length/manifest.yaml b/thejoin-amazon-patio/tasks/predict-reviewer-peer-outperform-length/manifest.yaml deleted file mode 100644 index ca7ac91291113369d44fb1a14d80d6fe95259a72..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-reviewer-peer-outperform-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-peer-outperform-length -kind: external -task_type: binary_classification -description: Whether the reviewer's next-window mean review length exceeds the mean review length of their per-product peer group. -entity_table: reviewers -entity_col: reviewer_id -target_col: beats_peers -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-rank-change-within-product/manifest.yaml b/thejoin-amazon-patio/tasks/predict-reviewer-rank-change-within-product/manifest.yaml deleted file mode 100644 index 17fe92ef9e60bd9c4372be7d28675784699343fe..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-reviewer-rank-change-within-product/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rank-change-within-product -kind: external -task_type: binary_classification -description: Whether the reviewer's review-length rank among co-reviewers of the same product improves by at least 1 position next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: rank_improved -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-rank-regression-within-product/manifest.yaml b/thejoin-amazon-patio/tasks/predict-reviewer-rank-regression-within-product/manifest.yaml deleted file mode 100644 index f95008fb58d46f15b157a66a16513e94b224190a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-reviewer-rank-regression-within-product/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rank-regression-within-product -kind: external -task_type: regression -description: Reviewer's mean review-length rank (1=longest) among reviewers of the same product next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: mean_rank -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-rare-premium/manifest.yaml b/thejoin-amazon-patio/tasks/predict-reviewer-rare-premium/manifest.yaml deleted file mode 100644 index 88bd1b844638326ac21ed1ab50a0e6ba1c6bf515..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-reviewer-rare-premium/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rare-premium -kind: external -task_type: binary_classification -description: Whether reviewer writes any review next window (rare for infrequent premium buyers). -entity_table: reviewers -entity_col: reviewer_id -target_col: rare_premium_review -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-rating-per-len/manifest.yaml b/thejoin-amazon-patio/tasks/predict-reviewer-rating-per-len/manifest.yaml deleted file mode 100644 index 16f682164009d15b037376776e55b97216d9dbc3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-reviewer-rating-per-len/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-per-len -kind: external -task_type: regression -description: Predict the ratio of rating to review length for a reviewer, measuring sentiment density per character written. -entity_table: reviewers -entity_col: reviewer_id -target_col: rating_per_len -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-repeat-last-product/manifest.yaml b/thejoin-amazon-patio/tasks/predict-reviewer-repeat-last-product/manifest.yaml deleted file mode 100644 index 5571fc1ef6fc5d21306ee9f3492aad9c498ac0c1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-reviewer-repeat-last-product/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-repeat-last-product -kind: external -task_type: binary_classification -description: Whether the reviewer's next review is for the same product as their most recent past review. -entity_table: reviewers -entity_col: reviewer_id -target_col: repeats_last -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-patio/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index 01ca6b1f6cd51ed3949d1cfa8ffb42bd1e354deb..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a previously active reviewer will return to post patio and garden reviews next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_return -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-review-streak/manifest.yaml b/thejoin-amazon-patio/tasks/predict-reviewer-review-streak/manifest.yaml deleted file mode 100644 index 7831b808bd0967a1694dea6bb21f140bf11940ad..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-reviewer-review-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-streak -kind: external -task_type: regression -description: Longest consecutive-sub-period reviewing streak for the reviewer in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: streak -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-time-until-next-review/manifest.yaml b/thejoin-amazon-patio/tasks/predict-reviewer-time-until-next-review/manifest.yaml deleted file mode 100644 index cea3c0e20aaabf90578f62f95c539b57cdacbe70..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-reviewer-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-review -kind: external -task_type: regression -description: Days until the reviewer posts their next review after the cutoff. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-verified-burst/manifest.yaml b/thejoin-amazon-patio/tasks/predict-reviewer-verified-burst/manifest.yaml deleted file mode 100644 index f1212b21579a67b3f3c21265c6a6c3e24309afaf..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-reviewer-verified-burst/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-burst -kind: external -task_type: binary_classification -description: Whether reviewer posts 3+ verified reviews next window (rare high-engagement burst). -entity_table: reviewers -entity_col: reviewer_id -target_col: verified_burst -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-patio/tasks/predict-reviewer-verified-rare/manifest.yaml b/thejoin-amazon-patio/tasks/predict-reviewer-verified-rare/manifest.yaml deleted file mode 100644 index 505d2f60e6cc9709ade713dba235c14347956e6c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-patio/tasks/predict-reviewer-verified-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-rare -kind: external -task_type: binary_classification -description: Whether reviewer posts at least one verified review next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: has_verified_review -time_col: timestamp -timedelta: 58 days 00:00:00 -manifest_version: 1 diff --git a/thejoin-amazon-pets/README.md b/thejoin-amazon-pets/README.md deleted file mode 100644 index 6e70313b27a51cd60968b5d26f6ea7903ab727b6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/README.md +++ /dev/null @@ -1,58 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-pets ---- - -# recommendations-amazon-pets - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-product-distinct-raters` | external | regression | Predict the number of distinct reviewers who will rate a pet supply product next window. | -| `predict-product-high-rating` | external | binary_classification | Predict whether a pet supply product's mean rating next window will exceed 4 (positive satisfaction threshold). | -| `predict-product-long-reviews` | external | binary_classification | Predict whether a pet supply product will receive reviews with mean length exceeding 257 characters next window (near median). | -| `predict-product-multi-one-star-rare` | external | binary_classification | Whether the product accumulates 2+ one-star reviews next window (rare sustained dissatisfaction). | -| `predict-product-one-star-rare` | external | binary_classification | Whether the product receives any 1-star review next window (rare item-complaint event). | -| `predict-product-premium-review-rare` | external | binary_classification | Whether a premium-priced item receives any review next window (rare per-item review event). | -| `predict-product-rating-trend` | external | binary_classification | Predict whether a pet supply product's mean rating will increase next window compared to the current window. | -| `predict-product-rating-volatility` | external | regression | Predict the standard deviation of ratings a pet supply product will receive next window, measuring opinion divergence. | -| `predict-product-review-count` | external | regression | Predict how many reviews a pet supply product will receive in the next window. | -| `predict-product-review-len-change` | external | regression | Predict the change in mean review length for a pet supply product from current to next window. | -| `predict-product-review-len-concentration` | external | regression | Predict the total review text volume (sum of review lengths) a pet supply product will accumulate next window. | -| `predict-product-top-rated` | external | binary_classification | Predict whether a pet supply product will rank in the top 25% by mean rating among reviewed products next window. | -| `predict-product-viral-reviews-rare` | external | binary_classification | Whether the product receives 10+ reviews in the next window (rare viral-product event). | -| `predict-product-voted-review-rare` | external | binary_classification | Whether the product receives any helpful-voted review next window (rare community-signal event). | -| `predict-reviewer-active-next` | external | binary_classification | Predict whether a reviewer will submit at least one pet supply review in the next window. | -| `predict-reviewer-burst-activity-rare` | external | binary_classification | Whether the reviewer posts 5+ reviews in the next window (rare power-user burst). | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will have no pet supply review activity in the next window. | -| `predict-reviewer-cold-start-extended` | external | binary_classification | Whether a cold-start reviewer remains active across 4 windows (extended retention test). | -| `predict-reviewer-cold-start-longterm` | external | binary_classification | Whether a cold-start reviewer remains active across 3 windows post-debut (long horizon). | -| `predict-reviewer-cold-start-return` | external | binary_classification | Whether a brand-new reviewer posts another review within their first 2 windows after first review. | -| `predict-reviewer-cold-start-short` | external | binary_classification | Whether a first-time reviewer returns within a single next window (short-horizon cold start). | -| `predict-reviewer-cold-start-two` | external | binary_classification | Whether a cold-start reviewer posts again within 2 windows post-debut (standard cold start). | -| `predict-reviewer-long-review-rare` | external | binary_classification | Whether the reviewer posts a long-form review (>1500 chars) next window (rare high-effort event). | -| `predict-reviewer-multi-verified-rare` | external | binary_classification | Whether the reviewer posts 3+ verified reviews next window (rare heavy-buyer event). | -| `predict-reviewer-one-star-rare` | external | binary_classification | Whether the reviewer posts any 1-star review next window (rare negative-sentiment event). | -| `predict-reviewer-return` | external | binary_classification | Predict whether a previously active reviewer will return to post pet supply reviews next window. | -| `predict-reviewer-verified-purchase-rare` | external | binary_classification | Whether the reviewer posts at least one verified-purchase review next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-pets") -task = relbench.load_task("recommendations-amazon-pets", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-pets/manifest.yaml b/thejoin-amazon-pets/manifest.yaml deleted file mode 100644 index ad882b6ed33ac6768a6ec7c86db6112b1c7fbc42..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-pets -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-pets/schema.svg b/thejoin-amazon-pets/schema.svg deleted file mode 100644 index ebeed4afef1eea9740de76c99393eb31c5c1588b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -6K rows - -product_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -186K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -500K rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-pets/tasks/predict-product-distinct-raters/manifest.yaml b/thejoin-amazon-pets/tasks/predict-product-distinct-raters/manifest.yaml deleted file mode 100644 index 37a2fd3b0f1c14b51b76d12f79d9d1f69b84100c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-product-distinct-raters/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-distinct-raters -kind: external -task_type: regression -description: Predict the number of distinct reviewers who will rate a pet supply product next window. -entity_table: products -entity_col: product_id -target_col: distinct_raters_next -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-high-rating/manifest.yaml b/thejoin-amazon-pets/tasks/predict-product-high-rating/manifest.yaml deleted file mode 100644 index 329653ee2015af606d105c32e787ea5fc3db3de3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-product-high-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-high-rating -kind: external -task_type: binary_classification -description: Predict whether a pet supply product's mean rating next window will exceed 4 (positive satisfaction threshold). -entity_table: products -entity_col: product_id -target_col: high_rating_flag -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-long-reviews/manifest.yaml b/thejoin-amazon-pets/tasks/predict-product-long-reviews/manifest.yaml deleted file mode 100644 index 95c86f6959235d4d3889958fd619065d4dbc5b57..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-product-long-reviews/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-long-reviews -kind: external -task_type: binary_classification -description: Predict whether a pet supply product will receive reviews with mean length exceeding 257 characters next window (near median). -entity_table: products -entity_col: product_id -target_col: long_review_flag -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-multi-one-star-rare/manifest.yaml b/thejoin-amazon-pets/tasks/predict-product-multi-one-star-rare/manifest.yaml deleted file mode 100644 index 190a099933cc257d53eda9f98772390d9713f778..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-product-multi-one-star-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-multi-one-star-rare -kind: external -task_type: binary_classification -description: Whether the product accumulates 2+ one-star reviews next window (rare sustained dissatisfaction). -entity_table: products -entity_col: product_id -target_col: multi_one_star -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-one-star-rare/manifest.yaml b/thejoin-amazon-pets/tasks/predict-product-one-star-rare/manifest.yaml deleted file mode 100644 index 146174b7cbcd70e01439a777426c1ed8267a27b4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-product-one-star-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-one-star-rare -kind: external -task_type: binary_classification -description: Whether the product receives any 1-star review next window (rare item-complaint event). -entity_table: products -entity_col: product_id -target_col: gets_one_star -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-premium-review-rare/manifest.yaml b/thejoin-amazon-pets/tasks/predict-product-premium-review-rare/manifest.yaml deleted file mode 100644 index 66e2df510c8883a21fcf18b09c5a5e51bcdbb6c8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-product-premium-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-premium-review-rare -kind: external -task_type: binary_classification -description: Whether a premium-priced item receives any review next window (rare per-item review event). -entity_table: products -entity_col: product_id -target_col: premium_reviewed -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-rating-trend/manifest.yaml b/thejoin-amazon-pets/tasks/predict-product-rating-trend/manifest.yaml deleted file mode 100644 index b6bec32256f00b7d2fe2751a195ff9ca1beedcdb..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-product-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a pet supply product's mean rating will increase next window compared to the current window. -entity_table: products -entity_col: product_id -target_col: rating_trend_up -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-rating-volatility/manifest.yaml b/thejoin-amazon-pets/tasks/predict-product-rating-volatility/manifest.yaml deleted file mode 100644 index ca3a3e8cfb23aa9f61fe2a6189f4e8eb0cfff405..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-product-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings a pet supply product will receive next window, measuring opinion divergence. -entity_table: products -entity_col: product_id -target_col: rating_volatility -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-review-count/manifest.yaml b/thejoin-amazon-pets/tasks/predict-product-review-count/manifest.yaml deleted file mode 100644 index 827de2ee51828c2917cfc693cce3d50a1b1742c4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-product-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-count -kind: external -task_type: regression -description: Predict how many reviews a pet supply product will receive in the next window. -entity_table: products -entity_col: product_id -target_col: review_count_next -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-review-len-change/manifest.yaml b/thejoin-amazon-pets/tasks/predict-product-review-len-change/manifest.yaml deleted file mode 100644 index f3872f5fe6b2ad5f4774c29c6505cad9898a6c55..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-product-review-len-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-len-change -kind: external -task_type: regression -description: Predict the change in mean review length for a pet supply product from current to next window. -entity_table: products -entity_col: product_id -target_col: review_len_change -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-review-len-concentration/manifest.yaml b/thejoin-amazon-pets/tasks/predict-product-review-len-concentration/manifest.yaml deleted file mode 100644 index ddb4ec79eb971364e1b117026c22b3e45b9cacd9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-product-review-len-concentration/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-len-concentration -kind: external -task_type: regression -description: Predict the total review text volume (sum of review lengths) a pet supply product will accumulate next window. -entity_table: products -entity_col: product_id -target_col: review_len_concentration -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-top-rated/manifest.yaml b/thejoin-amazon-pets/tasks/predict-product-top-rated/manifest.yaml deleted file mode 100644 index 469c98ebc325bb798c4eecdce0cfb21d7f20b5d0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-product-top-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-rated -kind: external -task_type: binary_classification -description: Predict whether a pet supply product will rank in the top 25% by mean rating among reviewed products next window. -entity_table: products -entity_col: product_id -target_col: is_top_rated -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-viral-reviews-rare/manifest.yaml b/thejoin-amazon-pets/tasks/predict-product-viral-reviews-rare/manifest.yaml deleted file mode 100644 index b991d41e58718920e396c00741819fd692f67bdf..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-product-viral-reviews-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-viral-reviews-rare -kind: external -task_type: binary_classification -description: Whether the product receives 10+ reviews in the next window (rare viral-product event). -entity_table: products -entity_col: product_id -target_col: viral_burst -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-product-voted-review-rare/manifest.yaml b/thejoin-amazon-pets/tasks/predict-product-voted-review-rare/manifest.yaml deleted file mode 100644 index 0e69c7de60405168882dba6ff57064f20640fba9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-product-voted-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-voted-review-rare -kind: external -task_type: binary_classification -description: Whether the product receives any helpful-voted review next window (rare community-signal event). -entity_table: products -entity_col: product_id -target_col: gets_voted_review -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-active-next/manifest.yaml b/thejoin-amazon-pets/tasks/predict-reviewer-active-next/manifest.yaml deleted file mode 100644 index 793f6c02069eee3b9ad14fa899d27fa9ea6bbffd..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-reviewer-active-next/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active-next -kind: external -task_type: binary_classification -description: Predict whether a reviewer will submit at least one pet supply review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_active_next -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-burst-activity-rare/manifest.yaml b/thejoin-amazon-pets/tasks/predict-reviewer-burst-activity-rare/manifest.yaml deleted file mode 100644 index 296ecd987997b9813532a8a9f650f065b3200cae..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-reviewer-burst-activity-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-burst-activity-rare -kind: external -task_type: binary_classification -description: Whether the reviewer posts 5+ reviews in the next window (rare power-user burst). -entity_table: reviewers -entity_col: reviewer_id -target_col: burst_active -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-pets/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index 750f609c406c2d435ccc1099c967fe6b4e154cc9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will have no pet supply review activity in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_churned -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-cold-start-extended/manifest.yaml b/thejoin-amazon-pets/tasks/predict-reviewer-cold-start-extended/manifest.yaml deleted file mode 100644 index d27c27302a233d706b7142467d76f81a304bb7e0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-reviewer-cold-start-extended/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-cold-start-extended -kind: external -task_type: binary_classification -description: Whether a cold-start reviewer remains active across 4 windows (extended retention test). -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_reviewer_extended -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-cold-start-longterm/manifest.yaml b/thejoin-amazon-pets/tasks/predict-reviewer-cold-start-longterm/manifest.yaml deleted file mode 100644 index 7d4171c8f56c864ac772625f6f02d261f525069b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-reviewer-cold-start-longterm/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-cold-start-longterm -kind: external -task_type: binary_classification -description: Whether a cold-start reviewer remains active across 3 windows post-debut (long horizon). -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_stays -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-cold-start-return/manifest.yaml b/thejoin-amazon-pets/tasks/predict-reviewer-cold-start-return/manifest.yaml deleted file mode 100644 index ee678269850bb66a1ce220332850f59d02110e33..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-reviewer-cold-start-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-cold-start-return -kind: external -task_type: binary_classification -description: Whether a brand-new reviewer posts another review within their first 2 windows after first review. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_returns -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-cold-start-short/manifest.yaml b/thejoin-amazon-pets/tasks/predict-reviewer-cold-start-short/manifest.yaml deleted file mode 100644 index 95aec8255cd0d811bd8127d9c22ba941cd79750b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-reviewer-cold-start-short/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-cold-start-short -kind: external -task_type: binary_classification -description: Whether a first-time reviewer returns within a single next window (short-horizon cold start). -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_one_more -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-cold-start-two/manifest.yaml b/thejoin-amazon-pets/tasks/predict-reviewer-cold-start-two/manifest.yaml deleted file mode 100644 index 5a1525c48d8fc08ae151fea82b4222d440d79514..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-reviewer-cold-start-two/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-cold-start-two -kind: external -task_type: binary_classification -description: Whether a cold-start reviewer posts again within 2 windows post-debut (standard cold start). -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_reviewer_two_win -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-long-review-rare/manifest.yaml b/thejoin-amazon-pets/tasks/predict-reviewer-long-review-rare/manifest.yaml deleted file mode 100644 index 21813ffbfec2861724caad33c41b37e1897d48dd..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-reviewer-long-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-long-review-rare -kind: external -task_type: binary_classification -description: Whether the reviewer posts a long-form review (>1500 chars) next window (rare high-effort event). -entity_table: reviewers -entity_col: reviewer_id -target_col: writes_long_review -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-multi-verified-rare/manifest.yaml b/thejoin-amazon-pets/tasks/predict-reviewer-multi-verified-rare/manifest.yaml deleted file mode 100644 index 4a2ea485e068577afb52969213fdf3aef623d759..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-reviewer-multi-verified-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-multi-verified-rare -kind: external -task_type: binary_classification -description: Whether the reviewer posts 3+ verified reviews next window (rare heavy-buyer event). -entity_table: reviewers -entity_col: reviewer_id -target_col: multi_verified -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-one-star-rare/manifest.yaml b/thejoin-amazon-pets/tasks/predict-reviewer-one-star-rare/manifest.yaml deleted file mode 100644 index c2f3008f8811dbefcbb844ea541739352410a8af..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-reviewer-one-star-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-one-star-rare -kind: external -task_type: binary_classification -description: Whether the reviewer posts any 1-star review next window (rare negative-sentiment event). -entity_table: reviewers -entity_col: reviewer_id -target_col: posts_one_star -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-pets/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index dc8aad3b301fe9b654a6f3489a51388103ac58de..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a previously active reviewer will return to post pet supply reviews next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_return -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-pets/tasks/predict-reviewer-verified-purchase-rare/manifest.yaml b/thejoin-amazon-pets/tasks/predict-reviewer-verified-purchase-rare/manifest.yaml deleted file mode 100644 index 6ecb55f994ecd3f1645dd8593209bb4716ea5428..0000000000000000000000000000000000000000 --- a/thejoin-amazon-pets/tasks/predict-reviewer-verified-purchase-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-purchase-rare -kind: external -task_type: binary_classification -description: Whether the reviewer posts at least one verified-purchase review next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: has_verified -time_col: timestamp -timedelta: 50 days 19:55:12 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/README.md b/thejoin-amazon-prime-pantry/README.md deleted file mode 100644 index 707787e21bfa7445d8f8a994d18c30004314ba3c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/README.md +++ /dev/null @@ -1,67 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-prime-pantry ---- - -# recommendations-amazon-prime-pantry - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-cold-start-reviewer-long-retention` | external | binary_classification | For a newly-appeared reviewer, whether they remain active over the first three forward windows (long-horizon retention). | -| `predict-cold-start-reviewer-premium` | external | binary_classification | For a newly-appeared reviewer, whether they return to buy any product in their first two forward windows (new-user conversion). | -| `predict-cold-start-reviewer-repeat` | external | binary_classification | For a newly-appeared reviewer, whether they will post any additional review in their first two forward windows. | -| `predict-cold-start-reviewer-return-activity` | external | binary_classification | For a newly-appeared reviewer, baseline probability of any further review within the first two forward windows. | -| `predict-cold-start-reviewer-verified` | external | binary_classification | For a newly-appeared reviewer, whether they place any verified purchase in their first two forward windows. | -| `predict-product-avg-rating` | external | regression | Predict the mean rating a pantry product will receive across all reviews in the next window. | -| `predict-product-distinct-reviewers` | external | regression | Predict the number of unique reviewers who will review a pantry product in the next window. | -| `predict-product-high-rating` | external | binary_classification | Predict whether a pantry product will maintain an average rating above 4 in the next window. | -| `predict-product-rare-1star-review` | external | binary_classification | Whether the product receives at least one 1-star review in the next window (rare dissatisfaction signal). | -| `predict-product-rare-helpful-vote-review` | external | binary_classification | Whether the product receives at least one highly-voted (helpful) review next window (rare; votes sparsely populated). | -| `predict-product-rare-long-review` | external | binary_classification | Whether the product receives at least one very-long review (>=1000 chars) next window (rare deep-engagement signal). | -| `predict-product-rare-premium-purchase` | external | binary_classification | Whether the product draws at least one premium-price review event next window (premium defined by high-price tail). | -| `predict-product-rare-unverified-review` | external | binary_classification | Whether the product receives at least one unverified-purchase review next window (rare outcome). | -| `predict-product-rating-change` | external | regression | Predict the change in mean rating a pantry product receives between the current and next window. | -| `predict-product-rating-trend-reversal` | external | binary_classification | Whether the direction of change in the product's mean rating flips between current and next windows. | -| `predict-product-rating-volatility` | external | regression | Standard deviation of the product's review ratings next window. | -| `predict-product-review-streak` | external | regression | Longest consecutive sub-period active streak for the product receiving reviews within the future window. | -| `predict-product-time-until-next-review` | external | regression | Days until the product receives its next review. | -| `predict-product-top-rated` | external | binary_classification | Predict whether a pantry product will be among the top 25% most highly rated products in the next window. | -| `predict-reviewer-active` | external | binary_classification | Predict whether a reviewer will post at least one pantry review in the next window. | -| `predict-reviewer-avg-rating` | external | regression | Predict the mean rating a reviewer will give across their pantry reviews in the next window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a pantry reviewer will stop posting reviews entirely in the next window. | -| `predict-reviewer-rare-1star-review` | external | binary_classification | Whether the reviewer posts at least one 1-star review in the next window (rare negative event). | -| `predict-reviewer-rare-helpful-vote` | external | binary_classification | Whether the reviewer authors at least one review with >=5 helpful votes next window (rare viral-review event). | -| `predict-reviewer-rare-long-review` | external | binary_classification | Whether the reviewer writes at least one very-long review (>=1000 chars) next window (rare power-reviewer event). | -| `predict-reviewer-rare-premium-purchase` | external | binary_classification | Whether the reviewer purchases a premium-priced item (price >= 25) next window (rare tail event). | -| `predict-reviewer-rare-unverified-purchase` | external | binary_classification | Whether the reviewer posts at least one unverified-purchase review in the next window (rare; ~16% unverified rate). | -| `predict-reviewer-rating-trend` | external | binary_classification | Predict whether a reviewer's mean rating in the next window will be higher than in the current window. | -| `predict-reviewer-rating-trend-reversal` | external | binary_classification | Whether the direction of change in the reviewer's mean rating flips between current and next windows. | -| `predict-reviewer-rating-volatility` | external | regression | Predict the standard deviation of ratings a reviewer gives across their pantry reviews in the next window. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a reviewer who was active previously will return to post again in the next window. | -| `predict-reviewer-review-count` | external | regression | Predict the number of pantry reviews a reviewer will submit in the next window. | -| `predict-reviewer-review-length-volatility` | external | regression | Standard deviation of the reviewer's review lengths next window. | -| `predict-reviewer-review-streak` | external | regression | Longest consecutive sub-period active streak for the reviewer within the future window. | -| `predict-reviewer-time-until-next-review` | external | regression | Days until the reviewer posts their next review. | -| `predict-reviewer-verbosity-per-star` | external | regression | Predict the mean ratio of review length to star rating, capturing how verbose reviewers are relative to their satisfaction level. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-prime-pantry") -task = relbench.load_task("recommendations-amazon-prime-pantry", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-prime-pantry/manifest.yaml b/thejoin-amazon-prime-pantry/manifest.yaml deleted file mode 100644 index 708f60242ca44f1afcafd49fe4ef9a58c55c490a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-prime-pantry -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-prime-pantry/schema.svg b/thejoin-amazon-prime-pantry/schema.svg deleted file mode 100644 index 069442ee7e18ae1b49c300091c025223b3d1d643..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -5K rows - -product_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -null - - - -reviewers - -reviewers - -14K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -138K rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -vote - -int - -review_len - -int - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-long-retention/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-long-retention/manifest.yaml deleted file mode 100644 index b629abc10944bf49564ae386dcefd968d8154353..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-long-retention/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-cold-start-reviewer-long-retention -kind: external -task_type: binary_classification -description: For a newly-appeared reviewer, whether they remain active over the first three forward windows (long-horizon retention). -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_long_retention -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-premium/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-premium/manifest.yaml deleted file mode 100644 index c0466ee43a3e94b66b2bb005cd8a8eab8fa429b6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-premium/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-cold-start-reviewer-premium -kind: external -task_type: binary_classification -description: For a newly-appeared reviewer, whether they return to buy any product in their first two forward windows (new-user conversion). -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_premium_try -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-repeat/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-repeat/manifest.yaml deleted file mode 100644 index 83ec5763b43764f68928944641ab2c7f5e3a2175..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-repeat/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-cold-start-reviewer-repeat -kind: external -task_type: binary_classification -description: For a newly-appeared reviewer, whether they will post any additional review in their first two forward windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_repeat -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-return-activity/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-return-activity/manifest.yaml deleted file mode 100644 index 2ae8e94ccfb11691491e720559ccd8961f1e6ab7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-return-activity/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-cold-start-reviewer-return-activity -kind: external -task_type: binary_classification -description: For a newly-appeared reviewer, baseline probability of any further review within the first two forward windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_return_activity -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-verified/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-verified/manifest.yaml deleted file mode 100644 index 04e5cde747a9edb3da124fa60a9afb34bae607da..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-cold-start-reviewer-verified/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-cold-start-reviewer-verified -kind: external -task_type: binary_classification -description: For a newly-appeared reviewer, whether they place any verified purchase in their first two forward windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_verified_return -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-avg-rating/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-product-avg-rating/manifest.yaml deleted file mode 100644 index 1b61ba12be68656b42f13ad6f8e77e23623f5921..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-product-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-avg-rating -kind: external -task_type: regression -description: Predict the mean rating a pantry product will receive across all reviews in the next window. -entity_table: products -entity_col: product_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-distinct-reviewers/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-product-distinct-reviewers/manifest.yaml deleted file mode 100644 index 4a053dd0dc6304ce9819484c83758686533d37c7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-product-distinct-reviewers/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-distinct-reviewers -kind: external -task_type: regression -description: Predict the number of unique reviewers who will review a pantry product in the next window. -entity_table: products -entity_col: product_id -target_col: distinct_reviewers_next -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-high-rating/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-product-high-rating/manifest.yaml deleted file mode 100644 index aa7b1902c699e3897d7fcb8353b4fa7b563b5bb8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-product-high-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-high-rating -kind: external -task_type: binary_classification -description: Predict whether a pantry product will maintain an average rating above 4 in the next window. -entity_table: products -entity_col: product_id -target_col: high_rated_next -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-rare-1star-review/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-product-rare-1star-review/manifest.yaml deleted file mode 100644 index c0efe11279ba14053a4062f0f307ac5048b15dd4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-product-rare-1star-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rare-1star-review -kind: external -task_type: binary_classification -description: Whether the product receives at least one 1-star review in the next window (rare dissatisfaction signal). -entity_table: products -entity_col: product_id -target_col: rare_1star -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-rare-helpful-vote-review/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-product-rare-helpful-vote-review/manifest.yaml deleted file mode 100644 index d55f74656ec054631fde5723eee465609f33504b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-product-rare-helpful-vote-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rare-helpful-vote-review -kind: external -task_type: binary_classification -description: Whether the product receives at least one highly-voted (helpful) review next window (rare; votes sparsely populated). -entity_table: products -entity_col: product_id -target_col: rare_helpful_vote -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-rare-long-review/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-product-rare-long-review/manifest.yaml deleted file mode 100644 index 0da04730349cf86d85ea1dea831b74c4b86246fa..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-product-rare-long-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rare-long-review -kind: external -task_type: binary_classification -description: Whether the product receives at least one very-long review (>=1000 chars) next window (rare deep-engagement signal). -entity_table: products -entity_col: product_id -target_col: rare_long_review -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-rare-premium-purchase/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-product-rare-premium-purchase/manifest.yaml deleted file mode 100644 index cb9893ed1d6524f76031c5335708ac03fdfce27d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-product-rare-premium-purchase/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rare-premium-purchase -kind: external -task_type: binary_classification -description: Whether the product draws at least one premium-price review event next window (premium defined by high-price tail). -entity_table: products -entity_col: product_id -target_col: rare_premium_buy -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-rare-unverified-review/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-product-rare-unverified-review/manifest.yaml deleted file mode 100644 index f8a0d58299e0da11570e8499393a6ca787d44719..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-product-rare-unverified-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rare-unverified-review -kind: external -task_type: binary_classification -description: Whether the product receives at least one unverified-purchase review next window (rare outcome). -entity_table: products -entity_col: product_id -target_col: rare_unverified -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-rating-change/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-product-rating-change/manifest.yaml deleted file mode 100644 index c0163f47e6c57ef2edf17112e3d9c4d9fdfbec25..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-product-rating-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-change -kind: external -task_type: regression -description: Predict the change in mean rating a pantry product receives between the current and next window. -entity_table: products -entity_col: product_id -target_col: rating_change_next -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-rating-trend-reversal/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-product-rating-trend-reversal/manifest.yaml deleted file mode 100644 index db2003cc49b2be78f4442ab4c1d7831172755f69..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-product-rating-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend-reversal -kind: external -task_type: binary_classification -description: Whether the direction of change in the product's mean rating flips between current and next windows. -entity_table: products -entity_col: product_id -target_col: product_rating_trend_flips -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-rating-volatility/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-product-rating-volatility/manifest.yaml deleted file mode 100644 index 96465e1743878b2ea4b0a3b63cbe02900fc0128d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-product-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-volatility -kind: external -task_type: regression -description: Standard deviation of the product's review ratings next window. -entity_table: products -entity_col: product_id -target_col: rating_stddev -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-review-streak/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-product-review-streak/manifest.yaml deleted file mode 100644 index a63df53c003ac64b1650801aa9eed0d9c66b2e07..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-product-review-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-streak -kind: external -task_type: regression -description: Longest consecutive sub-period active streak for the product receiving reviews within the future window. -entity_table: products -entity_col: product_id -target_col: streak_buckets -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-time-until-next-review/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-product-time-until-next-review/manifest.yaml deleted file mode 100644 index a7d3e47de25efb2779a4f5a5a006a6fb4b5d42b1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-product-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-time-until-next-review -kind: external -task_type: regression -description: Days until the product receives its next review. -entity_table: products -entity_col: product_id -target_col: days_until_next_review -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-product-top-rated/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-product-top-rated/manifest.yaml deleted file mode 100644 index 722b0cd1fd9f38aa2370ddbda571e09cb10d8545..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-product-top-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-rated -kind: external -task_type: binary_classification -description: Predict whether a pantry product will be among the top 25% most highly rated products in the next window. -entity_table: products -entity_col: product_id -target_col: top_rated_next -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-active/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-reviewer-active/manifest.yaml deleted file mode 100644 index d90715849c20edf4e45a7351b5f33fbf63d0a92f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-active/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post at least one pantry review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_active_next -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-avg-rating/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-reviewer-avg-rating/manifest.yaml deleted file mode 100644 index 53e837d6dd82f07c65daf7580e305559289bcfbf..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-avg-rating -kind: external -task_type: regression -description: Predict the mean rating a reviewer will give across their pantry reviews in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index e8f28e1c01c966420d46ebcf39633cd6ac14e651..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a pantry reviewer will stop posting reviews entirely in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_next -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-1star-review/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-1star-review/manifest.yaml deleted file mode 100644 index b2c60ec9d163913a889932bf4b5ec751dce84370..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-1star-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rare-1star-review -kind: external -task_type: binary_classification -description: Whether the reviewer posts at least one 1-star review in the next window (rare negative event). -entity_table: reviewers -entity_col: reviewer_id -target_col: rare_1star -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-helpful-vote/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-helpful-vote/manifest.yaml deleted file mode 100644 index d56e010bcb16da9af06fd4a8bfa3ffb40d70fb19..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-helpful-vote/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rare-helpful-vote -kind: external -task_type: binary_classification -description: Whether the reviewer authors at least one review with >=5 helpful votes next window (rare viral-review event). -entity_table: reviewers -entity_col: reviewer_id -target_col: rare_helpful_vote -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-long-review/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-long-review/manifest.yaml deleted file mode 100644 index d41968040e5a6d869b246d72cfccadb31dafaf03..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-long-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rare-long-review -kind: external -task_type: binary_classification -description: Whether the reviewer writes at least one very-long review (>=1000 chars) next window (rare power-reviewer event). -entity_table: reviewers -entity_col: reviewer_id -target_col: rare_long_review -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-premium-purchase/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-premium-purchase/manifest.yaml deleted file mode 100644 index 11d3bbdd47dd52f7ce243353676dd4511b1364ae..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-premium-purchase/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rare-premium-purchase -kind: external -task_type: binary_classification -description: Whether the reviewer purchases a premium-priced item (price >= 25) next window (rare tail event). -entity_table: reviewers -entity_col: reviewer_id -target_col: rare_premium_buy -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-unverified-purchase/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-unverified-purchase/manifest.yaml deleted file mode 100644 index f54045286f6e56bf13740f6dbf9a1684d0af4f3d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rare-unverified-purchase/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rare-unverified-purchase -kind: external -task_type: binary_classification -description: Whether the reviewer posts at least one unverified-purchase review in the next window (rare; ~16% unverified rate). -entity_table: reviewers -entity_col: reviewer_id -target_col: rare_unverified -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rating-trend-reversal/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rating-trend-reversal/manifest.yaml deleted file mode 100644 index 0d5cef8d5406267da9c15b5f1d437add7d2cdfdc..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rating-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-trend-reversal -kind: external -task_type: binary_classification -description: Whether the direction of change in the reviewer's mean rating flips between current and next windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: rating_trend_flips -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rating-trend/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rating-trend/manifest.yaml deleted file mode 100644 index eae104adf1d482f9c8cdce2f4f423b41735d25df..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a reviewer's mean rating in the next window will be higher than in the current window. -entity_table: reviewers -entity_col: reviewer_id -target_col: rating_trending_up_next -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rating-volatility/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rating-volatility/manifest.yaml deleted file mode 100644 index 807aeced6b04a090e7f4e5be17500727155c5cea..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings a reviewer gives across their pantry reviews in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: rating_volatility_next -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index db99a21be7ffad22d401a46ff988c2ca07470332..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a reviewer who was active previously will return to post again in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: returns_next -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-review-count/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-reviewer-review-count/manifest.yaml deleted file mode 100644 index 28bcf4061c559a822a058eb222b6d09ba8ac8745..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-count -kind: external -task_type: regression -description: Predict the number of pantry reviews a reviewer will submit in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: review_count_next -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-review-length-volatility/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-reviewer-review-length-volatility/manifest.yaml deleted file mode 100644 index 51dc3d8d8d5823f4e2746b3af1dbf533e74d3daf..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-review-length-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-length-volatility -kind: external -task_type: regression -description: Standard deviation of the reviewer's review lengths next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: review_len_stddev -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-review-streak/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-reviewer-review-streak/manifest.yaml deleted file mode 100644 index ba61bb892e9c0beea37b3db80f99ab78737640d9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-review-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-streak -kind: external -task_type: regression -description: Longest consecutive sub-period active streak for the reviewer within the future window. -entity_table: reviewers -entity_col: reviewer_id -target_col: streak_buckets -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-time-until-next-review/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-reviewer-time-until-next-review/manifest.yaml deleted file mode 100644 index 2ff8fe51c3bab10e2686fe705eaac22a18619dbb..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-review -kind: external -task_type: regression -description: Days until the reviewer posts their next review. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_until_next_review -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-verbosity-per-star/manifest.yaml b/thejoin-amazon-prime-pantry/tasks/predict-reviewer-verbosity-per-star/manifest.yaml deleted file mode 100644 index 636fbf23fe6d6fda785dfa56e54c007b48976df4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-prime-pantry/tasks/predict-reviewer-verbosity-per-star/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verbosity-per-star -kind: external -task_type: regression -description: Predict the mean ratio of review length to star rating, capturing how verbose reviewers are relative to their satisfaction level. -entity_table: reviewers -entity_col: reviewer_id -target_col: verbosity_per_star_next -time_col: timestamp -timedelta: 41 days 00:14:24 -manifest_version: 1 diff --git a/thejoin-amazon-software/README.md b/thejoin-amazon-software/README.md deleted file mode 100644 index d7ce8e63486356a49783c5562d5a1ba8161ff864..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/README.md +++ /dev/null @@ -1,58 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-software ---- - -# recommendations-amazon-software - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-product-avg-rating` | external | regression | Predict the mean rating a software product will receive in the next window. | -| `predict-product-churn-lh5` | external | binary_classification | Whether product receives no reviews in the next 5x window. | -| `predict-product-low-rating` | external | binary_classification | Predict whether a software product will receive an average rating below 4 in the next window. | -| `predict-product-rating-change` | external | regression | Predict the change in mean rating a software product receives between the current and next window. | -| `predict-product-rating-trend-reversal` | external | binary_classification | Whether the direction of change in the product's mean rating flips between the current and next window. | -| `predict-product-rating-volatility` | external | regression | Standard deviation of the product's review ratings in the next window. | -| `predict-product-return-lh5` | external | binary_classification | Whether a dormant product gets a review within the next 5x window. | -| `predict-product-review-concentration` | external | regression | Product's share of total review-length volume across the catalog next window. | -| `predict-product-streak-length` | external | regression | Longest consecutive sub-period streak the product receives at least one review in the next window. | -| `predict-product-time-until-next-lh5` | external | regression | Days until product's next review within the 5x lookforward. | -| `predict-product-time-until-next-review` | external | regression | Days until the product receives its next review. | -| `predict-product-top-rated` | external | binary_classification | Predict whether a software product will be among the top 25% most highly rated products in the next window. | -| `predict-reviewer-active` | external | binary_classification | Predict whether a reviewer will post at least one software review in the next window. | -| `predict-reviewer-avg-rating` | external | regression | Predict the mean rating a reviewer will assign across their software reviews in the next window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a software reviewer will stop posting reviews entirely in the next window. | -| `predict-reviewer-churn-lh4` | external | binary_classification | Whether reviewer has no reviews in the next 4x window. | -| `predict-reviewer-churn-lh5` | external | binary_classification | Whether reviewer has no reviews in the next 5x window. | -| `predict-reviewer-churn-lh6` | external | binary_classification | Whether reviewer has no reviews in the next 6x window. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a reviewer who was previously active will return to post another software review in the next window. | -| `predict-reviewer-return-lh4` | external | binary_classification | Whether an inactive reviewer reactivates within the next 4x window. | -| `predict-reviewer-return-lh5` | external | binary_classification | Whether an inactive reviewer reactivates within the next 5x window. | -| `predict-reviewer-return-lh6` | external | binary_classification | Whether an inactive reviewer reactivates within the next 6x window. | -| `predict-reviewer-time-until-next-lh4` | external | regression | Days until reviewer's next review within the 4x lookforward. | -| `predict-reviewer-time-until-next-lh5` | external | regression | Days until reviewer's next review within the 5x lookforward. | -| `predict-reviewer-time-until-next-lh6` | external | regression | Days until reviewer's next review within the 6x lookforward. | -| `predict-reviewer-time-until-next-review` | external | regression | Days until the reviewer writes their next product review. | -| `predict-reviewer-verbosity-per-star` | external | regression | Predict the mean ratio of review length to star rating, capturing how verbose reviewers are relative to their satisfaction with software. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-software") -task = relbench.load_task("recommendations-amazon-software", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-software/manifest.yaml b/thejoin-amazon-software/manifest.yaml deleted file mode 100644 index 95507adf9fa0e0a15fa0b44ea34be9f74aab5085..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-software -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-software/schema.svg b/thejoin-amazon-software/schema.svg deleted file mode 100644 index 656a90e0e55a156664f267c06de05a95601afa2e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -802 rows - -product_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -2K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -13K rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-software/tasks/predict-product-avg-rating/manifest.yaml b/thejoin-amazon-software/tasks/predict-product-avg-rating/manifest.yaml deleted file mode 100644 index 890b7e87535753e3dcf6cefed3adc9b6827b090f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-product-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-avg-rating -kind: external -task_type: regression -description: Predict the mean rating a software product will receive in the next window. -entity_table: products -entity_col: product_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 55 days 12:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-churn-lh5/manifest.yaml b/thejoin-amazon-software/tasks/predict-product-churn-lh5/manifest.yaml deleted file mode 100644 index c7fcb8e9f97bdd603c0f0f7b1f7059f6222e506e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-product-churn-lh5/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-churn-lh5 -kind: external -task_type: binary_classification -description: Whether product receives no reviews in the next 5x window. -entity_table: products -entity_col: product_id -target_col: prod_churned_lh5 -time_col: timestamp -timedelta: 277 days 15:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-low-rating/manifest.yaml b/thejoin-amazon-software/tasks/predict-product-low-rating/manifest.yaml deleted file mode 100644 index 62542d976cf2550d251b809931ccbf6c69519b2f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-product-low-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-low-rating -kind: external -task_type: binary_classification -description: Predict whether a software product will receive an average rating below 4 in the next window. -entity_table: products -entity_col: product_id -target_col: low_rated_next -time_col: timestamp -timedelta: 55 days 12:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-rating-change/manifest.yaml b/thejoin-amazon-software/tasks/predict-product-rating-change/manifest.yaml deleted file mode 100644 index 88e570eb9c3136b38d86dc9bcf98fce7c87c4be6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-product-rating-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-change -kind: external -task_type: regression -description: Predict the change in mean rating a software product receives between the current and next window. -entity_table: products -entity_col: product_id -target_col: rating_change_next -time_col: timestamp -timedelta: 55 days 12:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-rating-trend-reversal/manifest.yaml b/thejoin-amazon-software/tasks/predict-product-rating-trend-reversal/manifest.yaml deleted file mode 100644 index 36327b2c0b1314eecc6f87c6e3d206852724fbfe..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-product-rating-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend-reversal -kind: external -task_type: binary_classification -description: Whether the direction of change in the product's mean rating flips between the current and next window. -entity_table: products -entity_col: product_id -target_col: trend_flips -time_col: timestamp -timedelta: 55 days 12:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-rating-volatility/manifest.yaml b/thejoin-amazon-software/tasks/predict-product-rating-volatility/manifest.yaml deleted file mode 100644 index 9420c2ab5ffc70fed5892ebff82b2afa51982ea7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-product-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-volatility -kind: external -task_type: regression -description: Standard deviation of the product's review ratings in the next window. -entity_table: products -entity_col: product_id -target_col: rating_std -time_col: timestamp -timedelta: 55 days 12:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-return-lh5/manifest.yaml b/thejoin-amazon-software/tasks/predict-product-return-lh5/manifest.yaml deleted file mode 100644 index f1ffe3aea5bc588ca02f1b62a5443ae9abed3d9a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-product-return-lh5/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-return-lh5 -kind: external -task_type: binary_classification -description: Whether a dormant product gets a review within the next 5x window. -entity_table: products -entity_col: product_id -target_col: prod_returned_lh5 -time_col: timestamp -timedelta: 277 days 15:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-review-concentration/manifest.yaml b/thejoin-amazon-software/tasks/predict-product-review-concentration/manifest.yaml deleted file mode 100644 index be60885fc1f587d016fcd646593ef5d7f1c77016..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-product-review-concentration/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-concentration -kind: external -task_type: regression -description: Product's share of total review-length volume across the catalog next window. -entity_table: products -entity_col: product_id -target_col: review_share -time_col: timestamp -timedelta: 55 days 12:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-streak-length/manifest.yaml b/thejoin-amazon-software/tasks/predict-product-streak-length/manifest.yaml deleted file mode 100644 index 5573ea5c4dea94ce40dbf679aaa77266afc9103b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-product-streak-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-streak-length -kind: external -task_type: regression -description: Longest consecutive sub-period streak the product receives at least one review in the next window. -entity_table: products -entity_col: product_id -target_col: streak -time_col: timestamp -timedelta: 55 days 12:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-time-until-next-lh5/manifest.yaml b/thejoin-amazon-software/tasks/predict-product-time-until-next-lh5/manifest.yaml deleted file mode 100644 index 18e8dc115b95b3d40b09894f8a6e7ceb367ba171..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-product-time-until-next-lh5/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-time-until-next-lh5 -kind: external -task_type: regression -description: Days until product's next review within the 5x lookforward. -entity_table: products -entity_col: product_id -target_col: prod_days_to_next_lh5 -time_col: timestamp -timedelta: 277 days 15:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-time-until-next-review/manifest.yaml b/thejoin-amazon-software/tasks/predict-product-time-until-next-review/manifest.yaml deleted file mode 100644 index a37018d639a871d5a197eaaecb99c23618f91e4b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-product-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-time-until-next-review -kind: external -task_type: regression -description: Days until the product receives its next review. -entity_table: products -entity_col: product_id -target_col: days_to_next -time_col: timestamp -timedelta: 55 days 12:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-product-top-rated/manifest.yaml b/thejoin-amazon-software/tasks/predict-product-top-rated/manifest.yaml deleted file mode 100644 index a140873fe69b9d493eaf6ce751771048fb3f4e6d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-product-top-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-rated -kind: external -task_type: binary_classification -description: Predict whether a software product will be among the top 25% most highly rated products in the next window. -entity_table: products -entity_col: product_id -target_col: top_rated_next -time_col: timestamp -timedelta: 55 days 12:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-active/manifest.yaml b/thejoin-amazon-software/tasks/predict-reviewer-active/manifest.yaml deleted file mode 100644 index 536f0ff6a2b95fbe00454f0345a296f14e269f9f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-reviewer-active/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post at least one software review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_active_next -time_col: timestamp -timedelta: 55 days 12:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-avg-rating/manifest.yaml b/thejoin-amazon-software/tasks/predict-reviewer-avg-rating/manifest.yaml deleted file mode 100644 index e482217e06e7c96d53aa115006a652403ff4ee6d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-reviewer-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-avg-rating -kind: external -task_type: regression -description: Predict the mean rating a reviewer will assign across their software reviews in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 55 days 12:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-churn-lh4/manifest.yaml b/thejoin-amazon-software/tasks/predict-reviewer-churn-lh4/manifest.yaml deleted file mode 100644 index fce4421ee6692e25657649e1e6902127460ed771..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-reviewer-churn-lh4/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-lh4 -kind: external -task_type: binary_classification -description: Whether reviewer has no reviews in the next 4x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_lh4 -time_col: timestamp -timedelta: 222 days 02:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-churn-lh5/manifest.yaml b/thejoin-amazon-software/tasks/predict-reviewer-churn-lh5/manifest.yaml deleted file mode 100644 index 0a266367a5b35ccac9a27516ca0b16a75077d6fd..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-reviewer-churn-lh5/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-lh5 -kind: external -task_type: binary_classification -description: Whether reviewer has no reviews in the next 5x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_lh5 -time_col: timestamp -timedelta: 277 days 15:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-churn-lh6/manifest.yaml b/thejoin-amazon-software/tasks/predict-reviewer-churn-lh6/manifest.yaml deleted file mode 100644 index 2fa497fd79bda67a0f384985be98daa1c3794941..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-reviewer-churn-lh6/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-lh6 -kind: external -task_type: binary_classification -description: Whether reviewer has no reviews in the next 6x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_lh6 -time_col: timestamp -timedelta: 333 days 04:19:12 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-software/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index 7a2982bf7d0b5368f6e7a0b32cc979ff875cf997..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a software reviewer will stop posting reviews entirely in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_next -time_col: timestamp -timedelta: 55 days 12:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-return-lh4/manifest.yaml b/thejoin-amazon-software/tasks/predict-reviewer-return-lh4/manifest.yaml deleted file mode 100644 index 3a55b2729526830619397a5f5c236c8dcc4dfc4c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-reviewer-return-lh4/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-lh4 -kind: external -task_type: binary_classification -description: Whether an inactive reviewer reactivates within the next 4x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_lh4 -time_col: timestamp -timedelta: 222 days 02:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-return-lh5/manifest.yaml b/thejoin-amazon-software/tasks/predict-reviewer-return-lh5/manifest.yaml deleted file mode 100644 index b5c067c6fcf92cc1dcea77ab287ce0f6eb7846b2..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-reviewer-return-lh5/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-lh5 -kind: external -task_type: binary_classification -description: Whether an inactive reviewer reactivates within the next 5x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_lh5 -time_col: timestamp -timedelta: 277 days 15:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-return-lh6/manifest.yaml b/thejoin-amazon-software/tasks/predict-reviewer-return-lh6/manifest.yaml deleted file mode 100644 index e5d3b847463da89e29bb1a656e67725b94089f66..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-reviewer-return-lh6/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-lh6 -kind: external -task_type: binary_classification -description: Whether an inactive reviewer reactivates within the next 6x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_lh6 -time_col: timestamp -timedelta: 333 days 04:19:12 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-software/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index 09334baa49c20f742fe99f09d3812b3f73087e4d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a reviewer who was previously active will return to post another software review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: returns_next -time_col: timestamp -timedelta: 55 days 12:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-time-until-next-lh4/manifest.yaml b/thejoin-amazon-software/tasks/predict-reviewer-time-until-next-lh4/manifest.yaml deleted file mode 100644 index e6582eaed2ac2d3dceecfaa2f184d5017ec9b639..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-reviewer-time-until-next-lh4/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-lh4 -kind: external -task_type: regression -description: Days until reviewer's next review within the 4x lookforward. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_lh4 -time_col: timestamp -timedelta: 222 days 02:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-time-until-next-lh5/manifest.yaml b/thejoin-amazon-software/tasks/predict-reviewer-time-until-next-lh5/manifest.yaml deleted file mode 100644 index 08b7346b23ab6d1e8ee59807aef605852c06aee2..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-reviewer-time-until-next-lh5/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-lh5 -kind: external -task_type: regression -description: Days until reviewer's next review within the 5x lookforward. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_lh5 -time_col: timestamp -timedelta: 277 days 15:36:00 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-time-until-next-lh6/manifest.yaml b/thejoin-amazon-software/tasks/predict-reviewer-time-until-next-lh6/manifest.yaml deleted file mode 100644 index e1cdc6aae98f7625a02e5e78f592f977033d18cf..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-reviewer-time-until-next-lh6/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-lh6 -kind: external -task_type: regression -description: Days until reviewer's next review within the 6x lookforward. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_lh6 -time_col: timestamp -timedelta: 333 days 04:19:12 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-time-until-next-review/manifest.yaml b/thejoin-amazon-software/tasks/predict-reviewer-time-until-next-review/manifest.yaml deleted file mode 100644 index 5e307b60d1ca7219d11a54415b1d01011b0d7c61..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-reviewer-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-review -kind: external -task_type: regression -description: Days until the reviewer writes their next product review. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next -time_col: timestamp -timedelta: 55 days 12:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-software/tasks/predict-reviewer-verbosity-per-star/manifest.yaml b/thejoin-amazon-software/tasks/predict-reviewer-verbosity-per-star/manifest.yaml deleted file mode 100644 index afdba8678a3e16f35e59648774888df70108f27c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-software/tasks/predict-reviewer-verbosity-per-star/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verbosity-per-star -kind: external -task_type: regression -description: Predict the mean ratio of review length to star rating, capturing how verbose reviewers are relative to their satisfaction with software. -entity_table: reviewers -entity_col: reviewer_id -target_col: verbosity_per_star_next -time_col: timestamp -timedelta: 55 days 12:43:12 -manifest_version: 1 diff --git a/thejoin-amazon-sports/README.md b/thejoin-amazon-sports/README.md deleted file mode 100644 index 6e233f7e8aab8961ba537ae8db8ce2f4ff148eaa..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/README.md +++ /dev/null @@ -1,94 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-sports ---- - -# recommendations-amazon-sports - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-cold-start-product-immediate` | external | binary_classification | Predict whether a newly-listed product receives another review in its immediately-next window (strict cold-start catalogue pickup). | -| `predict-cold-start-product-multi-return` | external | binary_classification | Predict whether a newly-listed product gets another review within 4 windows (extended cold-start catalogue traction). | -| `predict-cold-start-product-repeat-long` | external | binary_classification | Predict whether a newly-listed product gets another review within its first 3 windows (longer-horizon cold-start traction). | -| `predict-cold-start-product-repeat-review` | external | binary_classification | Predict whether a newly-listed product receives another review within its first 2 windows (cold-start catalogue traction). | -| `predict-cold-start-product-verified` | external | binary_classification | Predict whether a newly-listed product receives a follow-up review within 2 windows (cold-start product-verified traction). | -| `predict-cold-start-reviewer-immediate` | external | binary_classification | Predict whether a brand-new reviewer posts another review in the immediately-next window (strict cold-start repeat). | -| `predict-cold-start-reviewer-multi-return` | external | binary_classification | Predict whether a brand-new reviewer comes back within 4 windows (extended cold-start retention horizon). | -| `predict-cold-start-reviewer-repeat` | external | binary_classification | Predict whether a brand-new reviewer posts a second review within their first 2 windows (cold-start retention). | -| `predict-cold-start-reviewer-repeat-long` | external | binary_classification | Predict whether a brand-new reviewer returns within their first 3 windows (longer-horizon cold-start retention). | -| `predict-cold-start-reviewer-verified` | external | binary_classification | Predict whether a brand-new verified-first-review reviewer returns within 2 windows (cold-start trusted-user retention). | -| `predict-product-1star-review-rare` | external | binary_classification | Predict whether product receives >=1 one-star review next window (rare product-quality complaint signal). | -| `predict-product-all-verified` | external | binary_classification | Whether all reviews for a product are verified (mean verified == 1) next window. | -| `predict-product-any-new-review` | external | binary_classification | Whether the product gets any new review next window. | -| `predict-product-avg-review-length` | external | regression | Average written review length for a sports product next window. | -| `predict-product-churn` | external | binary_classification | Predict whether a sports product receives no reviews in the next time window (loss of interest) | -| `predict-product-long-review` | external | binary_classification | Whether any review exceeds 1000 characters next window. | -| `predict-product-low-rating` | external | binary_classification | Whether the average rating for a sports product drops below 3.5 next window. | -| `predict-product-low-rating-event` | external | binary_classification | Whether the product receives any 1-star rating next window. | -| `predict-product-max-review-len` | external | regression | Longest review length posted on a product next window. | -| `predict-product-max-review-length` | external | regression | Longest written review for a sports product next window. | -| `predict-product-mean-rating` | external | regression | Predict the mean rating a sports product receives in the next time window | -| `predict-product-min-rating` | external | regression | Lowest rating a product receives next window. | -| `predict-product-multi-1star-rare` | external | binary_classification | Predict whether product accumulates >=2 one-star reviews next window (rare cluster-of-complaints signal). | -| `predict-product-popular-next-window` | external | binary_classification | Whether a product's rating sum exceeds 25 next window. | -| `predict-product-premium-review-rare` | external | binary_classification | Predict whether premium-priced product receives any review next window (rare high-value item engagement). | -| `predict-product-rating-trend` | external | binary_classification | Predict whether a product's mean rating will increase next window compared to the current window. | -| `predict-product-rating-volatility` | external | regression | Predict the standard deviation of ratings a product will receive next window. | -| `predict-product-returns` | external | binary_classification | Predict whether an inactive product will receive reviews again next window. | -| `predict-product-review-count` | external | regression | Predict the number of reviews a sports product receives in the next time window | -| `predict-product-review-length-change` | external | regression | Predict the change in mean review length for a product between the current and next window. | -| `predict-product-top-rated` | external | binary_classification | Predict whether a product will be among the top 25% of products by mean rating next window. | -| `predict-product-top-review-volume` | external | binary_classification | Predict whether a product will be in the top 25% of products by review count next window. | -| `predict-product-total-rating-sum` | external | regression | Sum of ratings a sports product receives next window. | -| `predict-product-unique-reviewers` | external | regression | Max reviewer_id touching the product (newest cohort) next window. | -| `predict-product-verified-1star-rare` | external | binary_classification | Predict whether product gets >=1 verified one-star review next window (rare verified-complaint signal). | -| `predict-product-verified-count` | external | regression | Number of verified reviews for a product next window. | -| `predict-product-verified-review-rare` | external | binary_classification | Predict whether product receives >=1 verified review next window (scarce signal on products with real buyers). | -| `predict-product-verified-share` | external | regression | Fraction of verified purchases among reviews for a product next window. | -| `predict-product-will-be-reviewed` | external | binary_classification | Whether the sports product receives any review next window. | -| `predict-reviewer-1star-review-rare` | external | binary_classification | Predict whether reviewer posts >=1 one-star review next window (rare negative review event). | -| `predict-reviewer-avg-review-length` | external | regression | Average length of a reviewer's written reviews next window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will write no reviews in the next time window | -| `predict-reviewer-distinct-products` | external | regression | Predict how many distinct products a reviewer will review next window. | -| `predict-reviewer-harsh-critic` | external | binary_classification | Whether a reviewer leaves a 1-star rating next window. | -| `predict-reviewer-long-review-writer` | external | binary_classification | Whether mean review length exceeds 500 characters next window. | -| `predict-reviewer-long-writer` | external | binary_classification | Whether a reviewer's max review length exceeds 1000 chars next window. | -| `predict-reviewer-max-rating` | external | regression | Highest rating a reviewer gives next window. | -| `predict-reviewer-max-review-len` | external | regression | Longest single review a reviewer writes next window. | -| `predict-reviewer-mean-rating` | external | regression | Predict the mean rating a reviewer gives across their reviews in the next time window | -| `predict-reviewer-min-rating` | external | regression | Lowest rating a reviewer gives next window. | -| `predict-reviewer-multi-verified-rare` | external | binary_classification | Predict whether reviewer posts >=3 verified reviews next window (rare highly active verified reviewer). | -| `predict-reviewer-premium-product-rare` | external | binary_classification | Predict whether reviewer reviews >=1 premium-priced product next window (rare high-value purchase signal). | -| `predict-reviewer-rating-sum` | external | regression | Sum of ratings given by a reviewer next window. | -| `predict-reviewer-rating-trend` | external | binary_classification | Predict whether a reviewer's mean rating will increase next window compared to the current window. | -| `predict-reviewer-returns` | external | binary_classification | Predict whether an inactive reviewer will return and submit a review next window. | -| `predict-reviewer-review-count` | external | regression | Predict the number of reviews a reviewer writes in the next time window | -| `predict-reviewer-total-review-len` | external | regression | Total characters written across reviews by a reviewer next window. | -| `predict-reviewer-total-review-length` | external | regression | Total characters a reviewer writes next window. | -| `predict-reviewer-verified-1star-rare` | external | binary_classification | Predict whether reviewer posts >=1 verified one-star review next window (rare trusted-complaint event). | -| `predict-reviewer-verified-only` | external | binary_classification | Whether the reviewer writes only verified reviews next window. | -| `predict-reviewer-verified-ratio` | external | binary_classification | Predict whether all of a reviewer's reviews in the next time window are verified purchases | -| `predict-reviewer-verified-review-rare` | external | binary_classification | Predict whether reviewer posts >=1 verified review next window (rare positive signal for trusted purchasers). | -| `predict-reviewer-will-review-sports` | external | binary_classification | Whether the reviewer posts any sports product review next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-sports") -task = relbench.load_task("recommendations-amazon-sports", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-sports/manifest.yaml b/thejoin-amazon-sports/manifest.yaml deleted file mode 100644 index 3960f4a23507a5e90de2ed1eac050e746d5552dc..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-sports -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-sports/schema.svg b/thejoin-amazon-sports/schema.svg deleted file mode 100644 index 57df9dfbabcceb9bd291af8643b8dc9fe3be0905..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -105K rows - -product_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -332K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -3M rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-sports/tasks/predict-cold-start-product-immediate/manifest.yaml b/thejoin-amazon-sports/tasks/predict-cold-start-product-immediate/manifest.yaml deleted file mode 100644 index 127950e9cfd7aec06839f15e63d091c261dcdd78..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-cold-start-product-immediate/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-cold-start-product-immediate -kind: external -task_type: binary_classification -description: Predict whether a newly-listed product receives another review in its immediately-next window (strict cold-start catalogue pickup). -entity_table: products -entity_col: product_id -target_col: will_get_review_immediate -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-cold-start-product-multi-return/manifest.yaml b/thejoin-amazon-sports/tasks/predict-cold-start-product-multi-return/manifest.yaml deleted file mode 100644 index 526855805f743bc0cc50d342fc93f075a116a528..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-cold-start-product-multi-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-cold-start-product-multi-return -kind: external -task_type: binary_classification -description: Predict whether a newly-listed product gets another review within 4 windows (extended cold-start catalogue traction). -entity_table: products -entity_col: product_id -target_col: will_get_multi -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-cold-start-product-repeat-long/manifest.yaml b/thejoin-amazon-sports/tasks/predict-cold-start-product-repeat-long/manifest.yaml deleted file mode 100644 index 5e513227f77e1e5e5ee419500edc3ddb490d5d2a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-cold-start-product-repeat-long/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-cold-start-product-repeat-long -kind: external -task_type: binary_classification -description: Predict whether a newly-listed product gets another review within its first 3 windows (longer-horizon cold-start traction). -entity_table: products -entity_col: product_id -target_col: will_get_repeat_3w -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-cold-start-product-repeat-review/manifest.yaml b/thejoin-amazon-sports/tasks/predict-cold-start-product-repeat-review/manifest.yaml deleted file mode 100644 index 772973f43caf08ccd10ba50a64d90a5a380991d4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-cold-start-product-repeat-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-cold-start-product-repeat-review -kind: external -task_type: binary_classification -description: Predict whether a newly-listed product receives another review within its first 2 windows (cold-start catalogue traction). -entity_table: products -entity_col: product_id -target_col: will_get_repeat -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-cold-start-product-verified/manifest.yaml b/thejoin-amazon-sports/tasks/predict-cold-start-product-verified/manifest.yaml deleted file mode 100644 index 63a995ad3df08cc7e9a28da2af58b832ad753b9d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-cold-start-product-verified/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-cold-start-product-verified -kind: external -task_type: binary_classification -description: Predict whether a newly-listed product receives a follow-up review within 2 windows (cold-start product-verified traction). -entity_table: products -entity_col: product_id -target_col: will_get_verified -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-cold-start-reviewer-immediate/manifest.yaml b/thejoin-amazon-sports/tasks/predict-cold-start-reviewer-immediate/manifest.yaml deleted file mode 100644 index a36ea85e1838893be0f486f86d93848aa6bdce03..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-cold-start-reviewer-immediate/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-cold-start-reviewer-immediate -kind: external -task_type: binary_classification -description: Predict whether a brand-new reviewer posts another review in the immediately-next window (strict cold-start repeat). -entity_table: reviewers -entity_col: reviewer_id -target_col: will_return_immediate -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-cold-start-reviewer-multi-return/manifest.yaml b/thejoin-amazon-sports/tasks/predict-cold-start-reviewer-multi-return/manifest.yaml deleted file mode 100644 index aaf91ba2173446bead8d1a57a7a80dbb54439ab8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-cold-start-reviewer-multi-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-cold-start-reviewer-multi-return -kind: external -task_type: binary_classification -description: Predict whether a brand-new reviewer comes back within 4 windows (extended cold-start retention horizon). -entity_table: reviewers -entity_col: reviewer_id -target_col: will_return_multi -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-cold-start-reviewer-repeat-long/manifest.yaml b/thejoin-amazon-sports/tasks/predict-cold-start-reviewer-repeat-long/manifest.yaml deleted file mode 100644 index ec1dfff05ec0c20449da9c9e17b88e6746c4dd30..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-cold-start-reviewer-repeat-long/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-cold-start-reviewer-repeat-long -kind: external -task_type: binary_classification -description: Predict whether a brand-new reviewer returns within their first 3 windows (longer-horizon cold-start retention). -entity_table: reviewers -entity_col: reviewer_id -target_col: will_return_3w -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-cold-start-reviewer-repeat/manifest.yaml b/thejoin-amazon-sports/tasks/predict-cold-start-reviewer-repeat/manifest.yaml deleted file mode 100644 index a98eb92773615f6b591d1241b08299bcde24875b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-cold-start-reviewer-repeat/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-cold-start-reviewer-repeat -kind: external -task_type: binary_classification -description: Predict whether a brand-new reviewer posts a second review within their first 2 windows (cold-start retention). -entity_table: reviewers -entity_col: reviewer_id -target_col: will_return -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-cold-start-reviewer-verified/manifest.yaml b/thejoin-amazon-sports/tasks/predict-cold-start-reviewer-verified/manifest.yaml deleted file mode 100644 index e3f89c003b3e57e003fa7e023772a70a5dfbe524..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-cold-start-reviewer-verified/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-cold-start-reviewer-verified -kind: external -task_type: binary_classification -description: Predict whether a brand-new verified-first-review reviewer returns within 2 windows (cold-start trusted-user retention). -entity_table: reviewers -entity_col: reviewer_id -target_col: will_post_again_verified -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-1star-review-rare/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-1star-review-rare/manifest.yaml deleted file mode 100644 index 3fea3d304ffa3ef1cced92a353f5ca4e31f2b129..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-1star-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-1star-review-rare -kind: external -task_type: binary_classification -description: Predict whether product receives >=1 one-star review next window (rare product-quality complaint signal). -entity_table: products -entity_col: product_id -target_col: has_1star_review -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-all-verified/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-all-verified/manifest.yaml deleted file mode 100644 index 7c3bca330afab9231193d784e3abda086cd05b2d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-all-verified/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-all-verified -kind: external -task_type: binary_classification -description: Whether all reviews for a product are verified (mean verified == 1) next window. -entity_table: products -entity_col: product_id -target_col: all_verified -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-any-new-review/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-any-new-review/manifest.yaml deleted file mode 100644 index 17db16e7225197a2f46b535d9ff552b8bfe2afe1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-any-new-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-any-new-review -kind: external -task_type: binary_classification -description: Whether the product gets any new review next window. -entity_table: products -entity_col: product_id -target_col: book_has_review -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-avg-review-length/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-avg-review-length/manifest.yaml deleted file mode 100644 index c1727b6376adb6fcccb8151728fa2ff27a9e39a5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-avg-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-avg-review-length -kind: external -task_type: regression -description: Average written review length for a sports product next window. -entity_table: products -entity_col: product_id -target_col: avg_review_len -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-churn/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-churn/manifest.yaml deleted file mode 100644 index 27fc0e00fe25846db2cc385acb442a3a836f3ca8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-churn -kind: external -task_type: binary_classification -description: Predict whether a sports product receives no reviews in the next time window (loss of interest) -entity_table: products -entity_col: product_id -target_col: predict_product_churn -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-long-review/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-long-review/manifest.yaml deleted file mode 100644 index 478ca7f19a13c023987dc90d1cc9b8f88c9b7bf4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-long-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-long-review -kind: external -task_type: binary_classification -description: Whether any review exceeds 1000 characters next window. -entity_table: products -entity_col: product_id -target_col: long_review -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-low-rating-event/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-low-rating-event/manifest.yaml deleted file mode 100644 index e2d4275b0c3b141009de1d7dd5e6d9dcc6dbd756..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-low-rating-event/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-low-rating-event -kind: external -task_type: binary_classification -description: Whether the product receives any 1-star rating next window. -entity_table: products -entity_col: product_id -target_col: low_rating_event -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-low-rating/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-low-rating/manifest.yaml deleted file mode 100644 index 8701a83d1822b230e91c5d109c69abc35c123a2d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-low-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-low-rating -kind: external -task_type: binary_classification -description: Whether the average rating for a sports product drops below 3.5 next window. -entity_table: products -entity_col: product_id -target_col: low_rating -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-max-review-len/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-max-review-len/manifest.yaml deleted file mode 100644 index aa192a658effbcf4af1db8065e0764bc1d4dd523..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-max-review-len/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-max-review-len -kind: external -task_type: regression -description: Longest review length posted on a product next window. -entity_table: products -entity_col: product_id -target_col: max_review_len -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-max-review-length/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-max-review-length/manifest.yaml deleted file mode 100644 index be66922b4e3696844c41612539e106f6ba6ee273..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-max-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-max-review-length -kind: external -task_type: regression -description: Longest written review for a sports product next window. -entity_table: products -entity_col: product_id -target_col: max_review_len -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-mean-rating/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-mean-rating/manifest.yaml deleted file mode 100644 index 718e1d6d1203dad299c1a37ffda90f43fe576d14..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-mean-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-mean-rating -kind: external -task_type: regression -description: Predict the mean rating a sports product receives in the next time window -entity_table: products -entity_col: product_id -target_col: pred_rating -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-min-rating/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-min-rating/manifest.yaml deleted file mode 100644 index 82032e44094770efb90149ce31d3eca7329c7382..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-min-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-min-rating -kind: external -task_type: regression -description: Lowest rating a product receives next window. -entity_table: products -entity_col: product_id -target_col: min_rating -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-multi-1star-rare/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-multi-1star-rare/manifest.yaml deleted file mode 100644 index a1de5fa67f0c3c0647b96f517a1be796dd654b5c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-multi-1star-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-multi-1star-rare -kind: external -task_type: binary_classification -description: Predict whether product accumulates >=2 one-star reviews next window (rare cluster-of-complaints signal). -entity_table: products -entity_col: product_id -target_col: has_2plus_1star -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-popular-next-window/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-popular-next-window/manifest.yaml deleted file mode 100644 index f5d30b359ca975ea4cb3e176cc4149f9351b09ba..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-popular-next-window/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-popular-next-window -kind: external -task_type: binary_classification -description: Whether a product's rating sum exceeds 25 next window. -entity_table: products -entity_col: product_id -target_col: popular -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-premium-review-rare/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-premium-review-rare/manifest.yaml deleted file mode 100644 index 6ccba7f5dddaafadbf96294e0fb754af949ab206..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-premium-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-premium-review-rare -kind: external -task_type: binary_classification -description: Predict whether premium-priced product receives any review next window (rare high-value item engagement). -entity_table: products -entity_col: product_id -target_col: has_premium_review -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-rating-trend/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-rating-trend/manifest.yaml deleted file mode 100644 index 35206813166448faf97052596504e77064ee62a2..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a product's mean rating will increase next window compared to the current window. -entity_table: products -entity_col: product_id -target_col: rating_trend_up -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-rating-volatility/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-rating-volatility/manifest.yaml deleted file mode 100644 index 66d2cd2aed758535d7a49ab9b1c317acde229d57..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings a product will receive next window. -entity_table: products -entity_col: product_id -target_col: rating_std -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-returns/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-returns/manifest.yaml deleted file mode 100644 index a0b6ac4b009015b0e746765dce717638905b00f2..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-returns/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-returns -kind: external -task_type: binary_classification -description: Predict whether an inactive product will receive reviews again next window. -entity_table: products -entity_col: product_id -target_col: product_returns -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-review-count/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-review-count/manifest.yaml deleted file mode 100644 index 92f179766c1e2693ff185ce51407e043dff0f5f9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-count -kind: external -task_type: regression -description: Predict the number of reviews a sports product receives in the next time window -entity_table: products -entity_col: product_id -target_col: predict_product_review_count -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-review-length-change/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-review-length-change/manifest.yaml deleted file mode 100644 index a4c3b8c6f46d6b59bf184e8658110a0f33d15d8e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-review-length-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-length-change -kind: external -task_type: regression -description: Predict the change in mean review length for a product between the current and next window. -entity_table: products -entity_col: product_id -target_col: review_len_delta -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-top-rated/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-top-rated/manifest.yaml deleted file mode 100644 index 79ae8a22cf97f9397f514d551c9cf5343f453147..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-top-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-rated -kind: external -task_type: binary_classification -description: Predict whether a product will be among the top 25% of products by mean rating next window. -entity_table: products -entity_col: product_id -target_col: top_rated -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-top-review-volume/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-top-review-volume/manifest.yaml deleted file mode 100644 index d151954d04591aec5916645a135a87c2ecde79a1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-top-review-volume/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-review-volume -kind: external -task_type: binary_classification -description: Predict whether a product will be in the top 25% of products by review count next window. -entity_table: products -entity_col: product_id -target_col: top_review_volume -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-total-rating-sum/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-total-rating-sum/manifest.yaml deleted file mode 100644 index cf025c0d32fc8931d16ed4e89a79b99ee94997a3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-total-rating-sum/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-total-rating-sum -kind: external -task_type: regression -description: Sum of ratings a sports product receives next window. -entity_table: products -entity_col: product_id -target_col: rating_sum -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-unique-reviewers/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-unique-reviewers/manifest.yaml deleted file mode 100644 index 61293fa515861c57b124401da529e13ff0e8b8a5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-unique-reviewers/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-unique-reviewers -kind: external -task_type: regression -description: Max reviewer_id touching the product (newest cohort) next window. -entity_table: products -entity_col: product_id -target_col: reviewer_range -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-verified-1star-rare/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-verified-1star-rare/manifest.yaml deleted file mode 100644 index 80ad5b80c5d5b91efa90b2726962c630dcd10575..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-verified-1star-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-verified-1star-rare -kind: external -task_type: binary_classification -description: Predict whether product gets >=1 verified one-star review next window (rare verified-complaint signal). -entity_table: products -entity_col: product_id -target_col: has_verified_1star -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-verified-count/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-verified-count/manifest.yaml deleted file mode 100644 index 6cc0c4c987d8849b5ef2108415e7d16d3c4bf9af..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-verified-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-verified-count -kind: external -task_type: regression -description: Number of verified reviews for a product next window. -entity_table: products -entity_col: product_id -target_col: verified_count -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-verified-review-rare/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-verified-review-rare/manifest.yaml deleted file mode 100644 index 56f0f6c9e3fb75c0ebbc6cb9c4465e3579619bcd..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-verified-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-verified-review-rare -kind: external -task_type: binary_classification -description: Predict whether product receives >=1 verified review next window (scarce signal on products with real buyers). -entity_table: products -entity_col: product_id -target_col: has_verified_review -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-verified-share/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-verified-share/manifest.yaml deleted file mode 100644 index a67775292e703a0aa9585ac5f93b6ebf540dee89..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-verified-share/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-verified-share -kind: external -task_type: regression -description: Fraction of verified purchases among reviews for a product next window. -entity_table: products -entity_col: product_id -target_col: verified_rate -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-product-will-be-reviewed/manifest.yaml b/thejoin-amazon-sports/tasks/predict-product-will-be-reviewed/manifest.yaml deleted file mode 100644 index 3e65fe4f1a2f69fdf8e8e2b7ec5b222a8eb1c6b4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-product-will-be-reviewed/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-will-be-reviewed -kind: external -task_type: binary_classification -description: Whether the sports product receives any review next window. -entity_table: products -entity_col: product_id -target_col: reviewed_next -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-1star-review-rare/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-1star-review-rare/manifest.yaml deleted file mode 100644 index aa8d38858da41082baf1c98f85371d3f60abd1d1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-1star-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-1star-review-rare -kind: external -task_type: binary_classification -description: Predict whether reviewer posts >=1 one-star review next window (rare negative review event). -entity_table: reviewers -entity_col: reviewer_id -target_col: has_1star_review -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-avg-review-length/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-avg-review-length/manifest.yaml deleted file mode 100644 index 8bc6da1feb50400be01bf441e5e6ca4dbbaefbaf..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-avg-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-avg-review-length -kind: external -task_type: regression -description: Average length of a reviewer's written reviews next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_review_len -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index 1f201c5ac0f103d121502fab8cdd5185585cde76..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will write no reviews in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: predict_reviewer_churn -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-distinct-products/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-distinct-products/manifest.yaml deleted file mode 100644 index b01aafc502f2b94162280722229a2ea64416280b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-distinct-products/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-distinct-products -kind: external -task_type: regression -description: Predict how many distinct products a reviewer will review next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: distinct_products_reviewed -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-harsh-critic/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-harsh-critic/manifest.yaml deleted file mode 100644 index fd8156997d96c4c787b01ce851967ab7a81ecb00..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-harsh-critic/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-harsh-critic -kind: external -task_type: binary_classification -description: Whether a reviewer leaves a 1-star rating next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: harsh_critic -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-long-review-writer/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-long-review-writer/manifest.yaml deleted file mode 100644 index 4ccb054fa0b3c273ae21b58ebd86e6dfe033bd16..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-long-review-writer/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-long-review-writer -kind: external -task_type: binary_classification -description: Whether mean review length exceeds 500 characters next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: verbose_reviewer -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-long-writer/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-long-writer/manifest.yaml deleted file mode 100644 index 26ebde03b0b2ef41196144a2424b5de06acb9ca3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-long-writer/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-long-writer -kind: external -task_type: binary_classification -description: Whether a reviewer's max review length exceeds 1000 chars next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: long_writer -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-max-rating/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-max-rating/manifest.yaml deleted file mode 100644 index 59ca9eee323e8efacdb9e8d736cc3a89706c2687..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-max-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-max-rating -kind: external -task_type: regression -description: Highest rating a reviewer gives next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_max_rating -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-max-review-len/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-max-review-len/manifest.yaml deleted file mode 100644 index 5564e590968013b184408fb3956198703cda0871..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-max-review-len/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-max-review-len -kind: external -task_type: regression -description: Longest single review a reviewer writes next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_max_len -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-mean-rating/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-mean-rating/manifest.yaml deleted file mode 100644 index 29199b7234897335b7b834fb1e94cf7d582c99b6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-mean-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-mean-rating -kind: external -task_type: regression -description: Predict the mean rating a reviewer gives across their reviews in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: pred_rating -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-min-rating/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-min-rating/manifest.yaml deleted file mode 100644 index 5bf32097857b0098946a76d1a71cedc27285bd9c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-min-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-min-rating -kind: external -task_type: regression -description: Lowest rating a reviewer gives next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_min_rating -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-multi-verified-rare/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-multi-verified-rare/manifest.yaml deleted file mode 100644 index b3bc01732d06c8d9f67f98f1de670a4db75eb47f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-multi-verified-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-multi-verified-rare -kind: external -task_type: binary_classification -description: Predict whether reviewer posts >=3 verified reviews next window (rare highly active verified reviewer). -entity_table: reviewers -entity_col: reviewer_id -target_col: has_3plus_verified -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-premium-product-rare/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-premium-product-rare/manifest.yaml deleted file mode 100644 index 265a2f5f7e20615aa7d5a4562b4331070cd28980..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-premium-product-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-premium-product-rare -kind: external -task_type: binary_classification -description: Predict whether reviewer reviews >=1 premium-priced product next window (rare high-value purchase signal). -entity_table: reviewers -entity_col: reviewer_id -target_col: has_premium_review -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-rating-sum/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-rating-sum/manifest.yaml deleted file mode 100644 index 1f84a4803a3af949ae62b66fc9a25df126dfa4f7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-rating-sum/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-sum -kind: external -task_type: regression -description: Sum of ratings given by a reviewer next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: rating_sum -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-rating-trend/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-rating-trend/manifest.yaml deleted file mode 100644 index b06f8c29bddb178ad899b7606a8ccfda28983faa..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a reviewer's mean rating will increase next window compared to the current window. -entity_table: reviewers -entity_col: reviewer_id -target_col: rating_trend_up -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-returns/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-returns/manifest.yaml deleted file mode 100644 index c89067d43197539e4e9df15ca33d6f293db8ede8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-returns/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-returns -kind: external -task_type: binary_classification -description: Predict whether an inactive reviewer will return and submit a review next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_returns -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-review-count/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-review-count/manifest.yaml deleted file mode 100644 index 6e2c8854093a94edd1e4a62d5829bebc95e3bf91..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-count -kind: external -task_type: regression -description: Predict the number of reviews a reviewer writes in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: predict_reviewer_review_count -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-total-review-len/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-total-review-len/manifest.yaml deleted file mode 100644 index 0da3bab5e7af9f101b707ed12e5b240ad970b629..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-total-review-len/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-total-review-len -kind: external -task_type: regression -description: Total characters written across reviews by a reviewer next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_total_len -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-total-review-length/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-total-review-length/manifest.yaml deleted file mode 100644 index 69d91ad4406b8373af45e5a691a68b5eca7c1a98..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-total-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-total-review-length -kind: external -task_type: regression -description: Total characters a reviewer writes next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: total_len -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-verified-1star-rare/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-verified-1star-rare/manifest.yaml deleted file mode 100644 index 6f6d7387888e94c0b5e42b631972c22fb9ef2d38..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-verified-1star-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-1star-rare -kind: external -task_type: binary_classification -description: Predict whether reviewer posts >=1 verified one-star review next window (rare trusted-complaint event). -entity_table: reviewers -entity_col: reviewer_id -target_col: has_verified_1star -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-verified-only/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-verified-only/manifest.yaml deleted file mode 100644 index d233af248e98253e8564f203e0a2bfbef5b73d19..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-verified-only/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-only -kind: external -task_type: binary_classification -description: Whether the reviewer writes only verified reviews next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: all_verified_reviewer -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-verified-ratio/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-verified-ratio/manifest.yaml deleted file mode 100644 index 98662e76b19c04e0d7829fdf3f33e6771e0fa3e7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-verified-ratio/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-ratio -kind: external -task_type: binary_classification -description: Predict whether all of a reviewer's reviews in the next time window are verified purchases -entity_table: reviewers -entity_col: reviewer_id -target_col: pred_verified -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-verified-review-rare/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-verified-review-rare/manifest.yaml deleted file mode 100644 index 29d4c6d11611a661c689d578bf5fe9b98e025ebd..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-verified-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-review-rare -kind: external -task_type: binary_classification -description: Predict whether reviewer posts >=1 verified review next window (rare positive signal for trusted purchasers). -entity_table: reviewers -entity_col: reviewer_id -target_col: has_verified_review -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-sports/tasks/predict-reviewer-will-review-sports/manifest.yaml b/thejoin-amazon-sports/tasks/predict-reviewer-will-review-sports/manifest.yaml deleted file mode 100644 index 00112a3232d05912fb00f4b9814de26068e20113..0000000000000000000000000000000000000000 --- a/thejoin-amazon-sports/tasks/predict-reviewer-will-review-sports/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-will-review-sports -kind: external -task_type: binary_classification -description: Whether the reviewer posts any sports product review next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviews_next -time_col: timestamp -timedelta: 56 days 14:52:48 -manifest_version: 1 diff --git a/thejoin-amazon-tools/README.md b/thejoin-amazon-tools/README.md deleted file mode 100644 index 0e96f29c983265f17509e36d816d0458de89c0dc..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/README.md +++ /dev/null @@ -1,63 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-tools ---- - -# recommendations-amazon-tools - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-new-product-adoption-signal` | external | binary_classification | Whether a newly-listed product receives any follow-up reviews in its first 2 windows post-launch (adoption signal). | -| `predict-new-product-first-window-reorder` | external | binary_classification | Whether a newly-listed product gets any repeat reviews in its debut window (tight cold-start horizon). | -| `predict-new-product-long-horizon-reviews` | external | binary_classification | Whether a newly-listed product continues to attract reviews across 3 windows post-launch. | -| `predict-new-product-repeat-reviews` | external | binary_classification | Whether a newly-listed product receives any additional reviews within the first 2 windows after its first review. | -| `predict-new-product-sustained-traction` | external | binary_classification | Whether a newly-listed product receives sustained review traction in its first 2 windows post-launch. | -| `predict-new-reviewer-debut-engagement` | external | binary_classification | Whether a first-time reviewer posts any subsequent review within their first 2 windows (cold-start engagement). | -| `predict-new-reviewer-long-horizon` | external | binary_classification | Whether a first-time reviewer remains active for 3 windows post-debut (long-horizon cold-start retention). | -| `predict-new-reviewer-repeat-activity` | external | binary_classification | Whether a first-time reviewer posts a second review within the first 2 windows after their debut. | -| `predict-new-reviewer-second-review-short` | external | binary_classification | Whether a first-time reviewer posts a second review within 1 window of debut (tight cold-start horizon). | -| `predict-new-reviewer-verified-followup` | external | binary_classification | Whether a first-time reviewer returns with another review in the first 2 windows after debut (cold-start retention). | -| `predict-product-avg-rating` | external | regression | Predict the mean rating a tool product will receive across all reviews in the next window. | -| `predict-product-distinct-reviewers` | external | regression | Predict the number of unique reviewers who will review a tool product in the next window. | -| `predict-product-high-rating` | external | binary_classification | Predict whether a tool product will maintain an average rating above 4 in the next window. | -| `predict-product-multi-negative-review` | external | binary_classification | Whether the product receives 2+ low-rating reviews in the next window (rare negative burst). | -| `predict-product-negative-review-event` | external | binary_classification | Whether the product receives at least one negative (1-star) review in the next window. | -| `predict-product-rating-change` | external | regression | Predict the change in mean rating a tool product receives between the current and next window. | -| `predict-product-rating-trend` | external | binary_classification | Predict whether a tool product's mean rating will increase in the next window compared to the current window. | -| `predict-product-review-spike-event` | external | binary_classification | Whether the product receives 5+ reviews in the next window (rare viral spike). | -| `predict-product-top-reviewed` | external | binary_classification | Predict whether a tool product will be among the top 25% most highly rated products in the next window. | -| `predict-product-unverified-review-rare` | external | binary_classification | Whether the product receives at least one unverified-purchase review in the next window (rare given 92.5% verified base). | -| `predict-reviewer-active` | external | binary_classification | Predict whether a reviewer will post at least one tool review in the next window. | -| `predict-reviewer-avg-rating` | external | regression | Predict the mean rating a reviewer will assign across their tool reviews in the next window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a tool reviewer will stop posting reviews entirely in the next window. | -| `predict-reviewer-long-review-rare` | external | binary_classification | Whether the reviewer posts at least one long-form review (review_len indicator) in the next window — rare detailed-post event. | -| `predict-reviewer-midrating-rare` | external | binary_classification | Whether the reviewer posts at least one mid-rating (2 or 3-star) review in the next window — rare vs mean rating 4.44. | -| `predict-reviewer-multi-review-burst` | external | binary_classification | Whether the reviewer posts 3+ reviews in the next window (rare prolific burst). | -| `predict-reviewer-negative-review-event` | external | binary_classification | Whether the reviewer posts at least one 1-star negative review (rare) in the next window. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a reviewer who was previously active will return to post another tool review in the next window. | -| `predict-reviewer-review-count` | external | regression | Predict how many tool reviews a reviewer will submit in the next window. | -| `predict-reviewer-verbosity-per-star` | external | regression | Predict the mean ratio of review length to star rating, capturing how verbose reviewers are relative to their satisfaction with tools. | -| `predict-reviewer-verified-purchase-rare` | external | binary_classification | Whether the reviewer posts at least one verified-purchase review in the next window. | -| `predict-reviewer-voted-review-rare` | external | binary_classification | Whether the reviewer receives at least one helpful vote on a new review in the next window (rare helpful-vote event). | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-tools") -task = relbench.load_task("recommendations-amazon-tools", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-tools/manifest.yaml b/thejoin-amazon-tools/manifest.yaml deleted file mode 100644 index 7a90d0150c16b1526372ae773bb4df26cdda7223..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-tools -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-tools/schema.svg b/thejoin-amazon-tools/schema.svg deleted file mode 100644 index ed4304072a0d6633474896cf0119b420f642fbdf..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -16K rows - -product_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -189K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -500K rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-tools/tasks/predict-new-product-adoption-signal/manifest.yaml b/thejoin-amazon-tools/tasks/predict-new-product-adoption-signal/manifest.yaml deleted file mode 100644 index 4af8dc18095a861b3968d67dcda411b309fab560..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-new-product-adoption-signal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-adoption-signal -kind: external -task_type: binary_classification -description: Whether a newly-listed product receives any follow-up reviews in its first 2 windows post-launch (adoption signal). -entity_table: products -entity_col: product_id -target_col: adopted -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-new-product-first-window-reorder/manifest.yaml b/thejoin-amazon-tools/tasks/predict-new-product-first-window-reorder/manifest.yaml deleted file mode 100644 index ee63b761578c5093be14ea833ab309efab1430dd..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-new-product-first-window-reorder/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-first-window-reorder -kind: external -task_type: binary_classification -description: Whether a newly-listed product gets any repeat reviews in its debut window (tight cold-start horizon). -entity_table: products -entity_col: product_id -target_col: reorder -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-new-product-long-horizon-reviews/manifest.yaml b/thejoin-amazon-tools/tasks/predict-new-product-long-horizon-reviews/manifest.yaml deleted file mode 100644 index 95e51e7778ac5c3e8cf0a37703170bdee618278c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-new-product-long-horizon-reviews/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-long-horizon-reviews -kind: external -task_type: binary_classification -description: Whether a newly-listed product continues to attract reviews across 3 windows post-launch. -entity_table: products -entity_col: product_id -target_col: durable -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-new-product-repeat-reviews/manifest.yaml b/thejoin-amazon-tools/tasks/predict-new-product-repeat-reviews/manifest.yaml deleted file mode 100644 index 47c38c30f900f042c54210d92e543b38f860d7e7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-new-product-repeat-reviews/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-repeat-reviews -kind: external -task_type: binary_classification -description: Whether a newly-listed product receives any additional reviews within the first 2 windows after its first review. -entity_table: products -entity_col: product_id -target_col: repeat -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-new-product-sustained-traction/manifest.yaml b/thejoin-amazon-tools/tasks/predict-new-product-sustained-traction/manifest.yaml deleted file mode 100644 index c6c781cc00c48b95756f54f63a6cbca5c9d195d6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-new-product-sustained-traction/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-sustained-traction -kind: external -task_type: binary_classification -description: Whether a newly-listed product receives sustained review traction in its first 2 windows post-launch. -entity_table: products -entity_col: product_id -target_col: traction -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-new-reviewer-debut-engagement/manifest.yaml b/thejoin-amazon-tools/tasks/predict-new-reviewer-debut-engagement/manifest.yaml deleted file mode 100644 index cfdd27f908de513df2a3a8d7ffce91de7c750fc6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-new-reviewer-debut-engagement/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-debut-engagement -kind: external -task_type: binary_classification -description: Whether a first-time reviewer posts any subsequent review within their first 2 windows (cold-start engagement). -entity_table: reviewers -entity_col: reviewer_id -target_col: engaged -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-new-reviewer-long-horizon/manifest.yaml b/thejoin-amazon-tools/tasks/predict-new-reviewer-long-horizon/manifest.yaml deleted file mode 100644 index ed209d8bd6f82cd4100cbda9b17eef0b2d8ebedd..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-new-reviewer-long-horizon/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-long-horizon -kind: external -task_type: binary_classification -description: Whether a first-time reviewer remains active for 3 windows post-debut (long-horizon cold-start retention). -entity_table: reviewers -entity_col: reviewer_id -target_col: long_active -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-new-reviewer-repeat-activity/manifest.yaml b/thejoin-amazon-tools/tasks/predict-new-reviewer-repeat-activity/manifest.yaml deleted file mode 100644 index e0287a043fd674e4f03bd99a0054f9109427b8af..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-new-reviewer-repeat-activity/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-repeat-activity -kind: external -task_type: binary_classification -description: Whether a first-time reviewer posts a second review within the first 2 windows after their debut. -entity_table: reviewers -entity_col: reviewer_id -target_col: repeat -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-new-reviewer-second-review-short/manifest.yaml b/thejoin-amazon-tools/tasks/predict-new-reviewer-second-review-short/manifest.yaml deleted file mode 100644 index 35c43f4a9b6c8667cebb621d1ad252d33c36daf6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-new-reviewer-second-review-short/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-second-review-short -kind: external -task_type: binary_classification -description: Whether a first-time reviewer posts a second review within 1 window of debut (tight cold-start horizon). -entity_table: reviewers -entity_col: reviewer_id -target_col: second -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-new-reviewer-verified-followup/manifest.yaml b/thejoin-amazon-tools/tasks/predict-new-reviewer-verified-followup/manifest.yaml deleted file mode 100644 index 2441a2a4f1f3990a85e60463da7a487f17bd7dc6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-new-reviewer-verified-followup/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-verified-followup -kind: external -task_type: binary_classification -description: Whether a first-time reviewer returns with another review in the first 2 windows after debut (cold-start retention). -entity_table: reviewers -entity_col: reviewer_id -target_col: followup -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-product-avg-rating/manifest.yaml b/thejoin-amazon-tools/tasks/predict-product-avg-rating/manifest.yaml deleted file mode 100644 index e1f1e10e12f0f213ca53d8f8337b893d97af5c59..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-product-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-avg-rating -kind: external -task_type: regression -description: Predict the mean rating a tool product will receive across all reviews in the next window. -entity_table: products -entity_col: product_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-product-distinct-reviewers/manifest.yaml b/thejoin-amazon-tools/tasks/predict-product-distinct-reviewers/manifest.yaml deleted file mode 100644 index cf8864f61b044abdbfee3a11991ae2959aa9dcfc..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-product-distinct-reviewers/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-distinct-reviewers -kind: external -task_type: regression -description: Predict the number of unique reviewers who will review a tool product in the next window. -entity_table: products -entity_col: product_id -target_col: distinct_reviewers_next -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-product-high-rating/manifest.yaml b/thejoin-amazon-tools/tasks/predict-product-high-rating/manifest.yaml deleted file mode 100644 index 03259b166eeb7c34289ed86b10aaab6d607088dd..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-product-high-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-high-rating -kind: external -task_type: binary_classification -description: Predict whether a tool product will maintain an average rating above 4 in the next window. -entity_table: products -entity_col: product_id -target_col: high_rated_next -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-product-multi-negative-review/manifest.yaml b/thejoin-amazon-tools/tasks/predict-product-multi-negative-review/manifest.yaml deleted file mode 100644 index efc69454921429716c3d35f1e445e7b686acc5ea..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-product-multi-negative-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-multi-negative-review -kind: external -task_type: binary_classification -description: Whether the product receives 2+ low-rating reviews in the next window (rare negative burst). -entity_table: products -entity_col: product_id -target_col: neg_cluster -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-product-negative-review-event/manifest.yaml b/thejoin-amazon-tools/tasks/predict-product-negative-review-event/manifest.yaml deleted file mode 100644 index 9f22c2da692bcd83362b09cb43cde98a87a848e5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-product-negative-review-event/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-negative-review-event -kind: external -task_type: binary_classification -description: Whether the product receives at least one negative (1-star) review in the next window. -entity_table: products -entity_col: product_id -target_col: neg_hit -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-product-rating-change/manifest.yaml b/thejoin-amazon-tools/tasks/predict-product-rating-change/manifest.yaml deleted file mode 100644 index 9128c34149a47583c622f6d7bbbb7d0263210d49..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-product-rating-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-change -kind: external -task_type: regression -description: Predict the change in mean rating a tool product receives between the current and next window. -entity_table: products -entity_col: product_id -target_col: rating_change_next -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-product-rating-trend/manifest.yaml b/thejoin-amazon-tools/tasks/predict-product-rating-trend/manifest.yaml deleted file mode 100644 index 68f2638ab588185fc8907161bd274535e28e3f22..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-product-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a tool product's mean rating will increase in the next window compared to the current window. -entity_table: products -entity_col: product_id -target_col: rating_trending_up_next -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-product-review-spike-event/manifest.yaml b/thejoin-amazon-tools/tasks/predict-product-review-spike-event/manifest.yaml deleted file mode 100644 index 6b0e847f8d8759e08b3eefd7166b2bf43051c62b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-product-review-spike-event/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-review-spike-event -kind: external -task_type: binary_classification -description: Whether the product receives 5+ reviews in the next window (rare viral spike). -entity_table: products -entity_col: product_id -target_col: spike -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-product-top-reviewed/manifest.yaml b/thejoin-amazon-tools/tasks/predict-product-top-reviewed/manifest.yaml deleted file mode 100644 index 565d8209f9af0a1b2a0265ff5b86559c3836d1c9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-product-top-reviewed/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-reviewed -kind: external -task_type: binary_classification -description: Predict whether a tool product will be among the top 25% most highly rated products in the next window. -entity_table: products -entity_col: product_id -target_col: top_reviewed_next -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-product-unverified-review-rare/manifest.yaml b/thejoin-amazon-tools/tasks/predict-product-unverified-review-rare/manifest.yaml deleted file mode 100644 index 6e478cf9084fa808485cb309fe2019bd62519882..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-product-unverified-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-unverified-review-rare -kind: external -task_type: binary_classification -description: Whether the product receives at least one unverified-purchase review in the next window (rare given 92.5% verified base). -entity_table: products -entity_col: product_id -target_col: unverified_hit -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-active/manifest.yaml b/thejoin-amazon-tools/tasks/predict-reviewer-active/manifest.yaml deleted file mode 100644 index 75bd9a72029f504f6435cd3b5921ba77c391007e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-reviewer-active/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post at least one tool review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_active_next -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-avg-rating/manifest.yaml b/thejoin-amazon-tools/tasks/predict-reviewer-avg-rating/manifest.yaml deleted file mode 100644 index c2d484cc6c6cf5c655c1ed27c07aa374bf391cab..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-reviewer-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-avg-rating -kind: external -task_type: regression -description: Predict the mean rating a reviewer will assign across their tool reviews in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-tools/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index e81af745cede3739f8bd726aeb3b5f5de89934e9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a tool reviewer will stop posting reviews entirely in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_next -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-long-review-rare/manifest.yaml b/thejoin-amazon-tools/tasks/predict-reviewer-long-review-rare/manifest.yaml deleted file mode 100644 index 3a81ebb449c0985f501552bd82388c2f15eecec7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-reviewer-long-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-long-review-rare -kind: external -task_type: binary_classification -description: Whether the reviewer posts at least one long-form review (review_len indicator) in the next window — rare detailed-post event. -entity_table: reviewers -entity_col: reviewer_id -target_col: long_post -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-midrating-rare/manifest.yaml b/thejoin-amazon-tools/tasks/predict-reviewer-midrating-rare/manifest.yaml deleted file mode 100644 index 901c5165d5f60383bebdbb11251622f01c74d1d9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-reviewer-midrating-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-midrating-rare -kind: external -task_type: binary_classification -description: Whether the reviewer posts at least one mid-rating (2 or 3-star) review in the next window — rare vs mean rating 4.44. -entity_table: reviewers -entity_col: reviewer_id -target_col: mid_event -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-multi-review-burst/manifest.yaml b/thejoin-amazon-tools/tasks/predict-reviewer-multi-review-burst/manifest.yaml deleted file mode 100644 index e409448e19fab20ec513396e512addf18075ed90..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-reviewer-multi-review-burst/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-multi-review-burst -kind: external -task_type: binary_classification -description: Whether the reviewer posts 3+ reviews in the next window (rare prolific burst). -entity_table: reviewers -entity_col: reviewer_id -target_col: burst -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-negative-review-event/manifest.yaml b/thejoin-amazon-tools/tasks/predict-reviewer-negative-review-event/manifest.yaml deleted file mode 100644 index cd94817a315964e04a4577211fae4dc8d7f592a8..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-reviewer-negative-review-event/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-negative-review-event -kind: external -task_type: binary_classification -description: Whether the reviewer posts at least one 1-star negative review (rare) in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: neg_review -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-tools/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index 213f360104c89decddeec04b10ce816b3124a868..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a reviewer who was previously active will return to post another tool review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: returns_next -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-review-count/manifest.yaml b/thejoin-amazon-tools/tasks/predict-reviewer-review-count/manifest.yaml deleted file mode 100644 index 6b29c4087d8172725ef50debd97a28fe32d66444..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-reviewer-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-count -kind: external -task_type: regression -description: Predict how many tool reviews a reviewer will submit in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: review_count_next -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-verbosity-per-star/manifest.yaml b/thejoin-amazon-tools/tasks/predict-reviewer-verbosity-per-star/manifest.yaml deleted file mode 100644 index 59174854cad3f31de3956ad3aab1c0b45eea9a88..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-reviewer-verbosity-per-star/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verbosity-per-star -kind: external -task_type: regression -description: Predict the mean ratio of review length to star rating, capturing how verbose reviewers are relative to their satisfaction with tools. -entity_table: reviewers -entity_col: reviewer_id -target_col: verbosity_per_star_next -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-verified-purchase-rare/manifest.yaml b/thejoin-amazon-tools/tasks/predict-reviewer-verified-purchase-rare/manifest.yaml deleted file mode 100644 index 12e930dd9125c7b8eee069b1d4548594b1ac2269..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-reviewer-verified-purchase-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-purchase-rare -kind: external -task_type: binary_classification -description: Whether the reviewer posts at least one verified-purchase review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_verify -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-tools/tasks/predict-reviewer-voted-review-rare/manifest.yaml b/thejoin-amazon-tools/tasks/predict-reviewer-voted-review-rare/manifest.yaml deleted file mode 100644 index 1a1f29047684bedaa7357317924a31fadd410f0d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-tools/tasks/predict-reviewer-voted-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-voted-review-rare -kind: external -task_type: binary_classification -description: Whether the reviewer receives at least one helpful vote on a new review in the next window (rare helpful-vote event). -entity_table: reviewers -entity_col: reviewer_id -target_col: got_vote -time_col: timestamp -timedelta: 55 days 23:31:12 -manifest_version: 1 diff --git a/thejoin-amazon-toys/README.md b/thejoin-amazon-toys/README.md deleted file mode 100644 index 20b7c4ecb8ac5243ef0c3b6fe4487b9f73ae2bed..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/README.md +++ /dev/null @@ -1,62 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-toys ---- - -# recommendations-amazon-toys - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-new-product-fast-followup` | external | binary_classification | Whether a brand-new product receives a follow-up review within 1 lookforward window. | -| `predict-new-product-long-tail` | external | binary_classification | Whether a newly-listed product still receives reviews over a 4-window horizon. | -| `predict-new-product-repeat-review` | external | binary_classification | Whether a newly-listed product receives a repeat review within its first 2 windows. | -| `predict-new-product-second-review` | external | binary_classification | Whether a newly-listed product ever gets a second review within first 2 windows. | -| `predict-new-product-traction` | external | binary_classification | Whether a newly-listed product gains review traction within first 3 windows. | -| `predict-new-reviewer-fast-return` | external | binary_classification | Whether a brand-new reviewer returns quickly (within 1 lookforward window). | -| `predict-new-reviewer-long-horizon` | external | binary_classification | Whether a first-time reviewer remains active over a long 4-window horizon. | -| `predict-new-reviewer-repeat` | external | binary_classification | Whether a newly-appearing reviewer posts a repeat review within their first 2 windows. | -| `predict-new-reviewer-second-review` | external | binary_classification | Whether a brand-new reviewer ever writes a second review in the first 2 windows. | -| `predict-new-reviewer-stick` | external | binary_classification | Whether a first-time reviewer sticks around (any repeat event) in first 3 windows. | -| `predict-product-avg-rating` | external | regression | Predict the mean rating a toy product will receive across all reviews in the next window. | -| `predict-product-distinct-reviewers` | external | regression | Predict the number of unique reviewers who will review a toy product in the next window. | -| `predict-product-high-price-one-star` | external | binary_classification | Whether a premium-priced product receives a 1-star review next window (rare premium complaint). | -| `predict-product-high-rating` | external | binary_classification | Predict whether a toy product will maintain an average rating above 4 in the next window. | -| `predict-product-multiple-one-stars` | external | binary_classification | Whether the product gets 2 or more 1-star reviews next window. | -| `predict-product-one-star-event` | external | binary_classification | Whether the product receives at least one 1-star review next window. | -| `predict-product-premium-review` | external | binary_classification | Whether a premium-priced toy product receives any review next window. | -| `predict-product-premium-verified-sale` | external | binary_classification | Whether a premium-priced product receives any verified-purchase review next window. | -| `predict-product-rating-change` | external | regression | Predict the change in mean rating a toy product receives between the current and next window. | -| `predict-product-rating-trend` | external | binary_classification | Predict whether a toy product's mean rating will increase in the next window compared to the current window. | -| `predict-product-top-rated` | external | binary_classification | Predict whether a toy product will be among the top 25% most highly rated products in the next window. | -| `predict-product-total-rating-mass` | external | regression | Predict the total sum of all ratings a toy product receives in the next window as a measure of review engagement concentration. | -| `predict-reviewer-active` | external | binary_classification | Predict whether a reviewer will post at least one toy review in the next window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a toy reviewer will stop posting reviews entirely in the next window. | -| `predict-reviewer-long-one-star-rant` | external | binary_classification | Whether the reviewer writes a long 1-star rant (low rating + high review_len) next window. | -| `predict-reviewer-multi-verified-burst` | external | binary_classification | Whether the reviewer posts 3 or more verified reviews next window (rare burst). | -| `predict-reviewer-one-star-rant` | external | binary_classification | Whether the reviewer posts at least one 1-star review next window. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a reviewer who was previously active will return to post another toy review in the next window. | -| `predict-reviewer-review-count` | external | regression | Predict how many toy reviews a reviewer will submit in the next window. | -| `predict-reviewer-verified-purchase-rare` | external | binary_classification | Whether the reviewer posts at least one verified-purchase review next window. | -| `predict-reviewer-voted-review-rare` | external | binary_classification | Whether the reviewer posts a review that receives helpful votes next window (rare endorsement). | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-toys") -task = relbench.load_task("recommendations-amazon-toys", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-toys/manifest.yaml b/thejoin-amazon-toys/manifest.yaml deleted file mode 100644 index 926980b1a02f2367056b6386d29a9cd5b65c2f93..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-toys -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - products: - pkey: product_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - product_id: products diff --git a/thejoin-amazon-toys/schema.svg b/thejoin-amazon-toys/schema.svg deleted file mode 100644 index c8baa3740773e6dbf64cc15cac70308367f0a941..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->products:w - - - -reviews:e->reviewers:w - - -products - -products - -19K rows - -product_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -157K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -500K rows - -reviewer_id - -FK - -product_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-toys/tasks/predict-new-product-fast-followup/manifest.yaml b/thejoin-amazon-toys/tasks/predict-new-product-fast-followup/manifest.yaml deleted file mode 100644 index d9b95dbee16dfff8e547eca974a5d63a50ba33d1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-new-product-fast-followup/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-fast-followup -kind: external -task_type: binary_classification -description: Whether a brand-new product receives a follow-up review within 1 lookforward window. -entity_table: products -entity_col: product_id -target_col: cold_fast_followup -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-new-product-long-tail/manifest.yaml b/thejoin-amazon-toys/tasks/predict-new-product-long-tail/manifest.yaml deleted file mode 100644 index 46913136c7545e822f8ea9980445961554d8c27e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-new-product-long-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-long-tail -kind: external -task_type: binary_classification -description: Whether a newly-listed product still receives reviews over a 4-window horizon. -entity_table: products -entity_col: product_id -target_col: cold_long_tail -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-new-product-repeat-review/manifest.yaml b/thejoin-amazon-toys/tasks/predict-new-product-repeat-review/manifest.yaml deleted file mode 100644 index 0bc6cc5b237d927101f13613c2fe30b65456b899..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-new-product-repeat-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-repeat-review -kind: external -task_type: binary_classification -description: Whether a newly-listed product receives a repeat review within its first 2 windows. -entity_table: products -entity_col: product_id -target_col: cold_product_repeat -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-new-product-second-review/manifest.yaml b/thejoin-amazon-toys/tasks/predict-new-product-second-review/manifest.yaml deleted file mode 100644 index 0c0017aa6871fcc0e5492e1f3add03932f80bc70..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-new-product-second-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-second-review -kind: external -task_type: binary_classification -description: Whether a newly-listed product ever gets a second review within first 2 windows. -entity_table: products -entity_col: product_id -target_col: cold_product_second -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-new-product-traction/manifest.yaml b/thejoin-amazon-toys/tasks/predict-new-product-traction/manifest.yaml deleted file mode 100644 index 26e64278aa4c7d9288d99b3bcfd534fc74d1714d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-new-product-traction/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-product-traction -kind: external -task_type: binary_classification -description: Whether a newly-listed product gains review traction within first 3 windows. -entity_table: products -entity_col: product_id -target_col: cold_traction -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-new-reviewer-fast-return/manifest.yaml b/thejoin-amazon-toys/tasks/predict-new-reviewer-fast-return/manifest.yaml deleted file mode 100644 index 609329fc7dbbe03f90acea507fb7633b01463c58..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-new-reviewer-fast-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-fast-return -kind: external -task_type: binary_classification -description: Whether a brand-new reviewer returns quickly (within 1 lookforward window). -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_fast_return -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-new-reviewer-long-horizon/manifest.yaml b/thejoin-amazon-toys/tasks/predict-new-reviewer-long-horizon/manifest.yaml deleted file mode 100644 index 80538720a7ae30dc559e1a1ce6c6dcbaab93ac6f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-new-reviewer-long-horizon/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-long-horizon -kind: external -task_type: binary_classification -description: Whether a first-time reviewer remains active over a long 4-window horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_long_horizon -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-new-reviewer-repeat/manifest.yaml b/thejoin-amazon-toys/tasks/predict-new-reviewer-repeat/manifest.yaml deleted file mode 100644 index 68225f1b60f07c6a3dfe9b0de2b6755af6bd3578..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-new-reviewer-repeat/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-repeat -kind: external -task_type: binary_classification -description: Whether a newly-appearing reviewer posts a repeat review within their first 2 windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_repeat -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-new-reviewer-second-review/manifest.yaml b/thejoin-amazon-toys/tasks/predict-new-reviewer-second-review/manifest.yaml deleted file mode 100644 index c71b8a31787e0a8a8f24dcec3c26f49aa47a4576..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-new-reviewer-second-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-second-review -kind: external -task_type: binary_classification -description: Whether a brand-new reviewer ever writes a second review in the first 2 windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_second_review -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-new-reviewer-stick/manifest.yaml b/thejoin-amazon-toys/tasks/predict-new-reviewer-stick/manifest.yaml deleted file mode 100644 index 7da2cc434719c558b53faac4201aa2922fe40e62..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-new-reviewer-stick/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-stick -kind: external -task_type: binary_classification -description: Whether a first-time reviewer sticks around (any repeat event) in first 3 windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: cold_stick -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-avg-rating/manifest.yaml b/thejoin-amazon-toys/tasks/predict-product-avg-rating/manifest.yaml deleted file mode 100644 index 1a240b281b03f83b70b479e748adedf43b7d1b7f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-product-avg-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-avg-rating -kind: external -task_type: regression -description: Predict the mean rating a toy product will receive across all reviews in the next window. -entity_table: products -entity_col: product_id -target_col: avg_rating_next -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-distinct-reviewers/manifest.yaml b/thejoin-amazon-toys/tasks/predict-product-distinct-reviewers/manifest.yaml deleted file mode 100644 index 047523cbb32fdbc3bd9cd4e0738174affe52e22e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-product-distinct-reviewers/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-distinct-reviewers -kind: external -task_type: regression -description: Predict the number of unique reviewers who will review a toy product in the next window. -entity_table: products -entity_col: product_id -target_col: distinct_reviewers_next -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-high-price-one-star/manifest.yaml b/thejoin-amazon-toys/tasks/predict-product-high-price-one-star/manifest.yaml deleted file mode 100644 index 1a7e13f5d7f084a7ac8669fb2d6e1d579561fb8b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-product-high-price-one-star/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-high-price-one-star -kind: external -task_type: binary_classification -description: Whether a premium-priced product receives a 1-star review next window (rare premium complaint). -entity_table: products -entity_col: product_id -target_col: premium_one_star -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-high-rating/manifest.yaml b/thejoin-amazon-toys/tasks/predict-product-high-rating/manifest.yaml deleted file mode 100644 index 1f689175939cf4f68c02e10808ebabb8a8707a39..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-product-high-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-high-rating -kind: external -task_type: binary_classification -description: Predict whether a toy product will maintain an average rating above 4 in the next window. -entity_table: products -entity_col: product_id -target_col: high_rated_next -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-multiple-one-stars/manifest.yaml b/thejoin-amazon-toys/tasks/predict-product-multiple-one-stars/manifest.yaml deleted file mode 100644 index 64e60d07b33a5e51bc5ec47db02be20dd94bacf4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-product-multiple-one-stars/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-multiple-one-stars -kind: external -task_type: binary_classification -description: Whether the product gets 2 or more 1-star reviews next window. -entity_table: products -entity_col: product_id -target_col: multi_one_star -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-one-star-event/manifest.yaml b/thejoin-amazon-toys/tasks/predict-product-one-star-event/manifest.yaml deleted file mode 100644 index 2905afa54f662323ead4d2abb4303728b821b05c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-product-one-star-event/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-one-star-event -kind: external -task_type: binary_classification -description: Whether the product receives at least one 1-star review next window. -entity_table: products -entity_col: product_id -target_col: got_one_star -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-premium-review/manifest.yaml b/thejoin-amazon-toys/tasks/predict-product-premium-review/manifest.yaml deleted file mode 100644 index 7adaeb72fcc86659c60d4a681748bc2a28caad21..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-product-premium-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-premium-review -kind: external -task_type: binary_classification -description: Whether a premium-priced toy product receives any review next window. -entity_table: products -entity_col: product_id -target_col: premium_review -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-premium-verified-sale/manifest.yaml b/thejoin-amazon-toys/tasks/predict-product-premium-verified-sale/manifest.yaml deleted file mode 100644 index b966ad786359a9316d1bf7ab7e67a1978222ad70..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-product-premium-verified-sale/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-premium-verified-sale -kind: external -task_type: binary_classification -description: Whether a premium-priced product receives any verified-purchase review next window. -entity_table: products -entity_col: product_id -target_col: premium_verified -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-rating-change/manifest.yaml b/thejoin-amazon-toys/tasks/predict-product-rating-change/manifest.yaml deleted file mode 100644 index 4527f4804892e11bca74700d5fc81d5344031158..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-product-rating-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-change -kind: external -task_type: regression -description: Predict the change in mean rating a toy product receives between the current and next window. -entity_table: products -entity_col: product_id -target_col: rating_change_next -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-rating-trend/manifest.yaml b/thejoin-amazon-toys/tasks/predict-product-rating-trend/manifest.yaml deleted file mode 100644 index b3de28be88ac507eea1e51ab93187a02c3a1fc75..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-product-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a toy product's mean rating will increase in the next window compared to the current window. -entity_table: products -entity_col: product_id -target_col: rating_trending_up_next -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-top-rated/manifest.yaml b/thejoin-amazon-toys/tasks/predict-product-top-rated/manifest.yaml deleted file mode 100644 index 25596389795e56f6ba7f6362c16bb7cc8495ad8b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-product-top-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-top-rated -kind: external -task_type: binary_classification -description: Predict whether a toy product will be among the top 25% most highly rated products in the next window. -entity_table: products -entity_col: product_id -target_col: top_rated_next -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-product-total-rating-mass/manifest.yaml b/thejoin-amazon-toys/tasks/predict-product-total-rating-mass/manifest.yaml deleted file mode 100644 index c2e6bebd08b4e7a85a50920d452f77051f0d804c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-product-total-rating-mass/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-total-rating-mass -kind: external -task_type: regression -description: Predict the total sum of all ratings a toy product receives in the next window as a measure of review engagement concentration. -entity_table: products -entity_col: product_id -target_col: total_rating_mass_next -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-reviewer-active/manifest.yaml b/thejoin-amazon-toys/tasks/predict-reviewer-active/manifest.yaml deleted file mode 100644 index 7400b5dd82245221cb99d8fbd6649560a6bca7e1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-reviewer-active/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active -kind: external -task_type: binary_classification -description: Predict whether a reviewer will post at least one toy review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_active_next -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-toys/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index b88b4097880e60394fc88553d67589237eac3942..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a toy reviewer will stop posting reviews entirely in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_next -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-reviewer-long-one-star-rant/manifest.yaml b/thejoin-amazon-toys/tasks/predict-reviewer-long-one-star-rant/manifest.yaml deleted file mode 100644 index 3811ded9aeef3b0b17b08c198babd1626e0bd17c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-reviewer-long-one-star-rant/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-long-one-star-rant -kind: external -task_type: binary_classification -description: Whether the reviewer writes a long 1-star rant (low rating + high review_len) next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: long_rant -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-reviewer-multi-verified-burst/manifest.yaml b/thejoin-amazon-toys/tasks/predict-reviewer-multi-verified-burst/manifest.yaml deleted file mode 100644 index 9969c4c34874af5857a58243a14b85f0e63331e0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-reviewer-multi-verified-burst/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-multi-verified-burst -kind: external -task_type: binary_classification -description: Whether the reviewer posts 3 or more verified reviews next window (rare burst). -entity_table: reviewers -entity_col: reviewer_id -target_col: multi_verified -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-reviewer-one-star-rant/manifest.yaml b/thejoin-amazon-toys/tasks/predict-reviewer-one-star-rant/manifest.yaml deleted file mode 100644 index 2776a0fbfbbbe9b0d80db98d63906cbe0e6c38e9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-reviewer-one-star-rant/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-one-star-rant -kind: external -task_type: binary_classification -description: Whether the reviewer posts at least one 1-star review next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: posted_one_star -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-reviewer-return/manifest.yaml b/thejoin-amazon-toys/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index ad8dd89af2856643f09e5e5ebeeb630101ed933f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a reviewer who was previously active will return to post another toy review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: returns_next -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-reviewer-review-count/manifest.yaml b/thejoin-amazon-toys/tasks/predict-reviewer-review-count/manifest.yaml deleted file mode 100644 index 8e9de0303120284e44551d35d2b93d50284b8391..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-reviewer-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-count -kind: external -task_type: regression -description: Predict how many toy reviews a reviewer will submit in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: review_count_next -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-reviewer-verified-purchase-rare/manifest.yaml b/thejoin-amazon-toys/tasks/predict-reviewer-verified-purchase-rare/manifest.yaml deleted file mode 100644 index 1be543366ab22456ca7faa2ada8fc37ef32e12be..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-reviewer-verified-purchase-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-purchase-rare -kind: external -task_type: binary_classification -description: Whether the reviewer posts at least one verified-purchase review next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: had_verified -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-toys/tasks/predict-reviewer-voted-review-rare/manifest.yaml b/thejoin-amazon-toys/tasks/predict-reviewer-voted-review-rare/manifest.yaml deleted file mode 100644 index 7cd3e4b8d8656c35ac1074fc4ebdeaef909e7889..0000000000000000000000000000000000000000 --- a/thejoin-amazon-toys/tasks/predict-reviewer-voted-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-voted-review-rare -kind: external -task_type: binary_classification -description: Whether the reviewer posts a review that receives helpful votes next window (rare endorsement). -entity_table: reviewers -entity_col: reviewer_id -target_col: voted_review -time_col: timestamp -timedelta: 57 days 02:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/README.md b/thejoin-amazon-video-games/README.md deleted file mode 100644 index d930096a45d28522baeffd6578287b0e346a9e7e..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/README.md +++ /dev/null @@ -1,98 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: recommendations-amazon-video-games ---- - -# recommendations-amazon-video-games - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-game-appears-reviews` | external | binary_classification | Whether a game receives at least one review in the next window. | -| `predict-game-churn` | external | binary_classification | Predict whether a game receives no reviews in the next time window (loss of interest) | -| `predict-game-churn-h4` | external | binary_classification | Predict whether a game receives no reviews over the next 4x window (long-horizon product dormancy). | -| `predict-game-churn-h6` | external | binary_classification | Predict whether a game receives no reviews over the next 6x window (long-horizon product dormancy). | -| `predict-game-churn-h8` | external | binary_classification | Predict whether a game receives no reviews over the next 8x window (extended product dormancy). | -| `predict-game-length-floor` | external | binary_classification | Predict whether the minimum review length for a game will exceed 100 characters next window (consistently detailed reviews). | -| `predict-game-length-per-rating` | external | regression | Average review length per rating point for a game (review_len / rating). | -| `predict-game-low-rating-risk` | external | binary_classification | Predict if a game's mean rating will drop below 4.0 next window. | -| `predict-game-max-review-length` | external | regression | Predict the length of the longest review a game receives next window (superfan indicator). | -| `predict-game-mean-rating` | external | regression | Predict the mean rating a video game receives in the next time window | -| `predict-game-min-rating` | external | regression | Predict the minimum rating a game will receive next window (reputation floor). | -| `predict-game-min-review-length` | external | regression | Predict the shortest review length a game will receive next window (concise complaints indicator). | -| `predict-game-rating-trend` | external | binary_classification | Predict whether a game's mean rating will increase next window compared to the current window. | -| `predict-game-rating-volatility` | external | regression | Predict the standard deviation of ratings a game receives next window. | -| `predict-game-return-h4` | external | binary_classification | Predict whether a dormant game receives reviews again within the next 4x window. | -| `predict-game-return-h6` | external | binary_classification | Predict whether a dormant game receives reviews again within the next 6x window. | -| `predict-game-return-h8` | external | binary_classification | Predict whether a dormant game receives reviews again within the next 8x window (extended revival). | -| `predict-game-returns` | external | binary_classification | Predict whether an inactive game will receive new reviews next window. | -| `predict-game-review-concentration` | external | regression | Predict a game's share of total platform reviews next window. | -| `predict-game-review-count` | external | regression | Predict the number of reviews a video game receives in the next time window | -| `predict-game-review-count-surge` | external | binary_classification | Predict whether a game gets unusually high attention (rating count above 10) next window. | -| `predict-game-review-length-change` | external | regression | Predict the change in mean review length for a game between current and next window. | -| `predict-game-review-surge` | external | binary_classification | Predict whether a game will receive a surge of long-form reviews (sum review_len > 5000) next window. | -| `predict-game-time-until-next-review-h4` | external | regression | Predict days until a game receives its next review over a 4x horizon. | -| `predict-game-time-until-next-review-h6` | external | regression | Predict days until a game receives its next review over a 6x horizon. | -| `predict-game-time-until-next-review-h8` | external | regression | Predict days until a game receives its next review over an 8x horizon (extended inter-event interval). | -| `predict-game-top-rated-window` | external | binary_classification | Predict if the game's mean rating next window will exceed 4.5 (top tier). | -| `predict-game-top-review-volume` | external | binary_classification | Predict whether a game will rank in the top 25% by number of reviews next window. | -| `predict-game-unverified-dominant` | external | binary_classification | Predict whether a game will have mostly unverified reviews (verified share below 0.5) next window, a review authenticity concern. | -| `predict-game-verified-count` | external | regression | Predict the count of verified-purchase reviews a game will receive next window (authentic demand signal). | -| `predict-game-verified-share` | external | regression | Predict the share of verified-purchase reviews a game will receive next window. | -| `predict-game-zero-verified` | external | binary_classification | Predict whether a game will have no verified-purchase reviews (sum verified == 0) next window. | -| `predict-reviewer-active-writer` | external | binary_classification | Predict if a reviewer will write reviews averaging more than 500 characters next window (engaged writer). | -| `predict-reviewer-appears-reviews` | external | binary_classification | Whether a reviewer posts any review in the next window. | -| `predict-reviewer-brief-reviews` | external | binary_classification | Predict if a reviewer will write short-form reviews (mean review length under 200 chars) next window. | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will write no reviews in the next time window | -| `predict-reviewer-churn-h4` | external | binary_classification | Predict whether a reviewer posts no reviews over the next 4x window (long-horizon churn). | -| `predict-reviewer-churn-h5` | external | binary_classification | Predict whether a reviewer posts no reviews over the next 5x window (long-horizon churn). | -| `predict-reviewer-churn-h6` | external | binary_classification | Predict whether a reviewer posts no reviews over the next 6x window (long-horizon churn). | -| `predict-reviewer-churn-h8` | external | binary_classification | Predict whether a reviewer posts no reviews over the next 8x window (extended churn). | -| `predict-reviewer-distinct-games` | external | regression | Predict how many distinct games a reviewer will review next window. | -| `predict-reviewer-high-rating-streak` | external | binary_classification | Predict whether a reviewer's mean rating will stay above 4.5 next window (generous reviewer). | -| `predict-reviewer-length-per-star` | external | regression | Average characters of a reviewer's review text per star given next window. | -| `predict-reviewer-long-form-writer` | external | binary_classification | Predict whether the reviewer's longest review next window exceeds 2000 characters (long-form writer). | -| `predict-reviewer-max-rating` | external | regression | Predict the highest rating a reviewer will give next window. | -| `predict-reviewer-max-review-len` | external | regression | Predict the length of the longest review a reviewer will write next window. | -| `predict-reviewer-mean-rating` | external | regression | Predict the mean rating a reviewer gives across their game reviews in the next time window | -| `predict-reviewer-mean-review-long-window` | external | regression | Predict a reviewer's mean review length over an extended horizon (2x window). | -| `predict-reviewer-min-rating` | external | regression | Predict the harshest rating a reviewer will give next window (negative sentiment floor). | -| `predict-reviewer-polarized` | external | binary_classification | Predict whether a reviewer will give any very low ratings (min rating <= 2) next window. | -| `predict-reviewer-rating-range-hot` | external | binary_classification | Predict whether a reviewer gives only perfect ratings (min rating == 5) next window (fan-mode streak). | -| `predict-reviewer-rating-sum` | external | regression | Predict the sum of ratings a reviewer will give next window (engagement-weighted sentiment). | -| `predict-reviewer-rating-trend` | external | binary_classification | Predict whether a reviewer's average rating will increase next window. | -| `predict-reviewer-return-h4` | external | binary_classification | Predict whether an inactive reviewer reactivates within the next 4x window. | -| `predict-reviewer-return-h5` | external | binary_classification | Predict whether an inactive reviewer reactivates within the next 5x window. | -| `predict-reviewer-return-h6` | external | binary_classification | Predict whether an inactive reviewer reactivates within the next 6x window. | -| `predict-reviewer-return-h8` | external | binary_classification | Predict whether an inactive reviewer reactivates within the next 8x window (extended reactivation). | -| `predict-reviewer-returns` | external | binary_classification | Predict whether an inactive reviewer will return to post a review next window. | -| `predict-reviewer-review-count` | external | regression | Predict the number of reviews a reviewer writes in the next time window | -| `predict-reviewer-review-length` | external | regression | Predict the average review length (in chars) a reviewer will write next window. | -| `predict-reviewer-review-length-volatility` | external | regression | Predict the standard deviation of review lengths written by a reviewer next window. | -| `predict-reviewer-time-until-next-review-h4` | external | regression | Predict days until a reviewer's next review over a 4x horizon. | -| `predict-reviewer-time-until-next-review-h6` | external | regression | Predict days until a reviewer's next review over a 6x horizon. | -| `predict-reviewer-time-until-next-review-h8` | external | regression | Predict days until a reviewer's next review over an 8x horizon (extended inter-event interval). | -| `predict-reviewer-total-verified` | external | regression | Predict the total number of verified-purchase reviews a reviewer writes next window. | -| `predict-reviewer-verified-only` | external | binary_classification | Predict whether all reviews by a reviewer next window are verified purchases (mean verified = 1). | -| `predict-reviewer-verified-ratio` | external | binary_classification | Predict whether all of a reviewer's reviews in the next time window are verified purchases | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("recommendations-amazon-video-games") -task = relbench.load_task("recommendations-amazon-video-games", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon-video-games/manifest.yaml b/thejoin-amazon-video-games/manifest.yaml deleted file mode 100644 index 4c5593e30ab40a3ab3620c7e7e285d9c8f6ce219..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-amazon-video-games -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - games: - pkey: game_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - game_id: games diff --git a/thejoin-amazon-video-games/schema.svg b/thejoin-amazon-video-games/schema.svg deleted file mode 100644 index e330038a5335c74054b396adc6d1c225c81c1978..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -reviews:e->games:w - - - -reviews:e->reviewers:w - - -games - -games - -17K rows - -game_id - -PK - -price - -float - -avg_rating - -float - -n_reviews - -int - -title - -str - -brand - -str - -category - -str - - - -reviewers - -reviewers - -55K rows - -reviewer_id - -PK - -reviewer_name - -str - - - -reviews - -reviews - -498K rows - -reviewer_id - -FK - -game_id - -FK - -timestamp - -TIME - -rating - -int - -review_len - -int - -vote - -str - -verified - -bool - - - - \ No newline at end of file diff --git a/thejoin-amazon-video-games/tasks/predict-game-appears-reviews/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-appears-reviews/manifest.yaml deleted file mode 100644 index f2d2fed11e959307c2774c2ddff80d7dd69a9649..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-appears-reviews/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-appears-reviews -kind: external -task_type: binary_classification -description: Whether a game receives at least one review in the next window. -entity_table: games -entity_col: game_id -target_col: has_review -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-churn-h4/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-churn-h4/manifest.yaml deleted file mode 100644 index 2700590beceebbccd2642e6ac3575373835f6a22..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-churn-h4/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-churn-h4 -kind: external -task_type: binary_classification -description: Predict whether a game receives no reviews over the next 4x window (long-horizon product dormancy). -entity_table: games -entity_col: game_id -target_col: game_churned_h4 -time_col: timestamp -timedelta: 222 days 08:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-churn-h6/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-churn-h6/manifest.yaml deleted file mode 100644 index 065df3ee2614bdd7e3564e2178011b5df6e4ddc3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-churn-h6/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-churn-h6 -kind: external -task_type: binary_classification -description: Predict whether a game receives no reviews over the next 6x window (long-horizon product dormancy). -entity_table: games -entity_col: game_id -target_col: game_churned_h6 -time_col: timestamp -timedelta: 333 days 12:57:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-churn-h8/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-churn-h8/manifest.yaml deleted file mode 100644 index 9ff8d1c186454101dcf3cb043928167cb0dc7c06..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-churn-h8/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-churn-h8 -kind: external -task_type: binary_classification -description: Predict whether a game receives no reviews over the next 8x window (extended product dormancy). -entity_table: games -entity_col: game_id -target_col: game_churned_h8 -time_col: timestamp -timedelta: 444 days 17:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-churn/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-churn/manifest.yaml deleted file mode 100644 index 3b8847e7d2b1327299b20862e4cfd9a6e1f4991c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-churn -kind: external -task_type: binary_classification -description: Predict whether a game receives no reviews in the next time window (loss of interest) -entity_table: games -entity_col: game_id -target_col: predict_game_churn -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-length-floor/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-length-floor/manifest.yaml deleted file mode 100644 index 0c0604b099691fc59cf91660ef7e6049b7997b4c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-length-floor/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-length-floor -kind: external -task_type: binary_classification -description: Predict whether the minimum review length for a game will exceed 100 characters next window (consistently detailed reviews). -entity_table: games -entity_col: game_id -target_col: detailed_reviews -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-length-per-rating/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-length-per-rating/manifest.yaml deleted file mode 100644 index efa7b47e144e720c9a8740fa13288f8d8b95c85b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-length-per-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-length-per-rating -kind: external -task_type: regression -description: Average review length per rating point for a game (review_len / rating). -entity_table: games -entity_col: game_id -target_col: chars_per_star -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-low-rating-risk/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-low-rating-risk/manifest.yaml deleted file mode 100644 index 5cdaa016be7e7b6b58e02e1a13871b72583d74e5..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-low-rating-risk/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-low-rating-risk -kind: external -task_type: binary_classification -description: Predict if a game's mean rating will drop below 4.0 next window. -entity_table: games -entity_col: game_id -target_col: low_rating_flag -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-max-review-length/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-max-review-length/manifest.yaml deleted file mode 100644 index a3538320c8f7eecaab747f40fb48f8179af226e7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-max-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-max-review-length -kind: external -task_type: regression -description: Predict the length of the longest review a game receives next window (superfan indicator). -entity_table: games -entity_col: game_id -target_col: longest_review -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-mean-rating/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-mean-rating/manifest.yaml deleted file mode 100644 index 769e4132f36828206dc752ce502aa079c8734f18..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-mean-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-mean-rating -kind: external -task_type: regression -description: Predict the mean rating a video game receives in the next time window -entity_table: games -entity_col: game_id -target_col: pred_rating -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-min-rating/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-min-rating/manifest.yaml deleted file mode 100644 index 4c649644301d83dbfc554943ac92f853ba4d6577..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-min-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-min-rating -kind: external -task_type: regression -description: Predict the minimum rating a game will receive next window (reputation floor). -entity_table: games -entity_col: game_id -target_col: worst_rating -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-min-review-length/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-min-review-length/manifest.yaml deleted file mode 100644 index dceea93f6447b81074a797781840fea26f11b0ff..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-min-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-min-review-length -kind: external -task_type: regression -description: Predict the shortest review length a game will receive next window (concise complaints indicator). -entity_table: games -entity_col: game_id -target_col: min_len -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-rating-trend/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-rating-trend/manifest.yaml deleted file mode 100644 index 6bcfdaadb75edf49b40b872b595bb0184f37c996..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a game's mean rating will increase next window compared to the current window. -entity_table: games -entity_col: game_id -target_col: rating_trend_up -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-rating-volatility/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-rating-volatility/manifest.yaml deleted file mode 100644 index be4dbba402c6edb97b7cfe08f3681c826c37569b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings a game receives next window. -entity_table: games -entity_col: game_id -target_col: rating_std -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-return-h4/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-return-h4/manifest.yaml deleted file mode 100644 index 1e81bec37af886764e19c59b4bf952fff73a8649..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-return-h4/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-return-h4 -kind: external -task_type: binary_classification -description: Predict whether a dormant game receives reviews again within the next 4x window. -entity_table: games -entity_col: game_id -target_col: game_returned_h4 -time_col: timestamp -timedelta: 222 days 08:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-return-h6/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-return-h6/manifest.yaml deleted file mode 100644 index 7f8971d5e873b886c9b04ac24380ac4cc0f25308..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-return-h6/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-return-h6 -kind: external -task_type: binary_classification -description: Predict whether a dormant game receives reviews again within the next 6x window. -entity_table: games -entity_col: game_id -target_col: game_returned_h6 -time_col: timestamp -timedelta: 333 days 12:57:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-return-h8/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-return-h8/manifest.yaml deleted file mode 100644 index 76f960b479c14b9e93bbb87367e0e96211d3801b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-return-h8/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-return-h8 -kind: external -task_type: binary_classification -description: Predict whether a dormant game receives reviews again within the next 8x window (extended revival). -entity_table: games -entity_col: game_id -target_col: game_returned_h8 -time_col: timestamp -timedelta: 444 days 17:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-returns/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-returns/manifest.yaml deleted file mode 100644 index 63f0a0ce1aba10de970e0404424ea96b6b43a145..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-returns/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-returns -kind: external -task_type: binary_classification -description: Predict whether an inactive game will receive new reviews next window. -entity_table: games -entity_col: game_id -target_col: game_returns -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-review-concentration/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-review-concentration/manifest.yaml deleted file mode 100644 index 3c9e1e6ddf823e7da861bab228377114b1e8dbc1..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-review-concentration/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-review-concentration -kind: external -task_type: regression -description: Predict a game's share of total platform reviews next window. -entity_table: games -entity_col: game_id -target_col: review_share -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-review-count-surge/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-review-count-surge/manifest.yaml deleted file mode 100644 index 60141bec27c5274f012c9fccfc6e0b5e8ad7d563..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-review-count-surge/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-review-count-surge -kind: external -task_type: binary_classification -description: Predict whether a game gets unusually high attention (rating count above 10) next window. -entity_table: games -entity_col: game_id -target_col: attention_surge -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-review-count/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-review-count/manifest.yaml deleted file mode 100644 index f9fa3c375e0f3b3d1145def2f8ca6bcb6cbeb52f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-review-count -kind: external -task_type: regression -description: Predict the number of reviews a video game receives in the next time window -entity_table: games -entity_col: game_id -target_col: predict_game_review_count -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-review-length-change/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-review-length-change/manifest.yaml deleted file mode 100644 index ac5ae4355ae2469a05c52e64930ed6901e796ef9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-review-length-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-review-length-change -kind: external -task_type: regression -description: Predict the change in mean review length for a game between current and next window. -entity_table: games -entity_col: game_id -target_col: review_len_delta -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-review-surge/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-review-surge/manifest.yaml deleted file mode 100644 index 70da0956c11ac42524ca8eeb8f48ddcce6f6379f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-review-surge/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-review-surge -kind: external -task_type: binary_classification -description: Predict whether a game will receive a surge of long-form reviews (sum review_len > 5000) next window. -entity_table: games -entity_col: game_id -target_col: review_surge -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-time-until-next-review-h4/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-time-until-next-review-h4/manifest.yaml deleted file mode 100644 index 69a548dbf57723988c1fa67ab1cacadea1f4563a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-time-until-next-review-h4/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-time-until-next-review-h4 -kind: external -task_type: regression -description: Predict days until a game receives its next review over a 4x horizon. -entity_table: games -entity_col: game_id -target_col: days_to_next_game_review_h4 -time_col: timestamp -timedelta: 222 days 08:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-time-until-next-review-h6/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-time-until-next-review-h6/manifest.yaml deleted file mode 100644 index b7b74187a66fc9cd77381cc811d23657642ef559..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-time-until-next-review-h6/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-time-until-next-review-h6 -kind: external -task_type: regression -description: Predict days until a game receives its next review over a 6x horizon. -entity_table: games -entity_col: game_id -target_col: days_to_next_game_review_h6 -time_col: timestamp -timedelta: 333 days 12:57:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-time-until-next-review-h8/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-time-until-next-review-h8/manifest.yaml deleted file mode 100644 index 701d3bff392367cfe9c385083741569e5c328cdf..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-time-until-next-review-h8/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-time-until-next-review-h8 -kind: external -task_type: regression -description: Predict days until a game receives its next review over an 8x horizon (extended inter-event interval). -entity_table: games -entity_col: game_id -target_col: days_to_next_game_review_h8 -time_col: timestamp -timedelta: 444 days 17:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-top-rated-window/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-top-rated-window/manifest.yaml deleted file mode 100644 index 2ea40533931f4b8ce4f61402ea0974d5bfd65516..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-top-rated-window/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-top-rated-window -kind: external -task_type: binary_classification -description: Predict if the game's mean rating next window will exceed 4.5 (top tier). -entity_table: games -entity_col: game_id -target_col: top_rated -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-top-review-volume/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-top-review-volume/manifest.yaml deleted file mode 100644 index 63044c1de31d96a6c8a194e31dffefbb4d7edc21..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-top-review-volume/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-top-review-volume -kind: external -task_type: binary_classification -description: Predict whether a game will rank in the top 25% by number of reviews next window. -entity_table: games -entity_col: game_id -target_col: top_review_volume -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-unverified-dominant/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-unverified-dominant/manifest.yaml deleted file mode 100644 index 1622a805f48db3d0023c9aa5e378c3955a32f8db..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-unverified-dominant/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-unverified-dominant -kind: external -task_type: binary_classification -description: Predict whether a game will have mostly unverified reviews (verified share below 0.5) next window, a review authenticity concern. -entity_table: games -entity_col: game_id -target_col: unverified_majority -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-verified-count/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-verified-count/manifest.yaml deleted file mode 100644 index 53850af2ac4f01f62d4a664d056556f1f7793b97..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-verified-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-verified-count -kind: external -task_type: regression -description: Predict the count of verified-purchase reviews a game will receive next window (authentic demand signal). -entity_table: games -entity_col: game_id -target_col: verified_count -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-verified-share/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-verified-share/manifest.yaml deleted file mode 100644 index 03f4d50ac53779852f6925f54634fc68ec9df97b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-verified-share/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-verified-share -kind: external -task_type: regression -description: Predict the share of verified-purchase reviews a game will receive next window. -entity_table: games -entity_col: game_id -target_col: verified_share -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-game-zero-verified/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-game-zero-verified/manifest.yaml deleted file mode 100644 index f51e500d032dbf0854a595e9c1896ad7ccbe684f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-game-zero-verified/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-game-zero-verified -kind: external -task_type: binary_classification -description: Predict whether a game will have no verified-purchase reviews (sum verified == 0) next window. -entity_table: games -entity_col: game_id -target_col: no_verified -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-active-writer/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-active-writer/manifest.yaml deleted file mode 100644 index 906b3d81155877755f374d8a70a671b0bd4390c4..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-active-writer/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-active-writer -kind: external -task_type: binary_classification -description: Predict if a reviewer will write reviews averaging more than 500 characters next window (engaged writer). -entity_table: reviewers -entity_col: reviewer_id -target_col: active_writer -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-appears-reviews/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-appears-reviews/manifest.yaml deleted file mode 100644 index 66abb41ad8690bf467480849ce4ab6d6194ecaac..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-appears-reviews/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-appears-reviews -kind: external -task_type: binary_classification -description: Whether a reviewer posts any review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: is_active -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-brief-reviews/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-brief-reviews/manifest.yaml deleted file mode 100644 index d7eac123d03553802a0d9102f629939ef94c7c20..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-brief-reviews/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-brief-reviews -kind: external -task_type: binary_classification -description: Predict if a reviewer will write short-form reviews (mean review length under 200 chars) next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: brief_writer -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-churn-h4/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-churn-h4/manifest.yaml deleted file mode 100644 index bb761fea0ed6c8c8cec517bed3613ed782e46b99..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-churn-h4/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-h4 -kind: external -task_type: binary_classification -description: Predict whether a reviewer posts no reviews over the next 4x window (long-horizon churn). -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_h4 -time_col: timestamp -timedelta: 222 days 08:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-churn-h5/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-churn-h5/manifest.yaml deleted file mode 100644 index a6c47eef59fc738c97f21dd83ccee151814ae5e9..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-churn-h5/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-h5 -kind: external -task_type: binary_classification -description: Predict whether a reviewer posts no reviews over the next 5x window (long-horizon churn). -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_h5 -time_col: timestamp -timedelta: 277 days 22:48:00 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-churn-h6/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-churn-h6/manifest.yaml deleted file mode 100644 index 4f60ba9e4725610bb69309fd11f3d82a0df0a4f7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-churn-h6/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-h6 -kind: external -task_type: binary_classification -description: Predict whether a reviewer posts no reviews over the next 6x window (long-horizon churn). -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_h6 -time_col: timestamp -timedelta: 333 days 12:57:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-churn-h8/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-churn-h8/manifest.yaml deleted file mode 100644 index 8386fa980d28f0c56b7c76e32ae03b2c8a16c5fc..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-churn-h8/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn-h8 -kind: external -task_type: binary_classification -description: Predict whether a reviewer posts no reviews over the next 8x window (extended churn). -entity_table: reviewers -entity_col: reviewer_id -target_col: churned_h8 -time_col: timestamp -timedelta: 444 days 17:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index 09ed8d9e00f21f4231d7597188b6362a02fce925..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will write no reviews in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: predict_reviewer_churn -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-distinct-games/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-distinct-games/manifest.yaml deleted file mode 100644 index 430db32283c4c3e580b4f8020f581ff91e8916cc..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-distinct-games/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-distinct-games -kind: external -task_type: regression -description: Predict how many distinct games a reviewer will review next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: distinct_games_reviewed -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-high-rating-streak/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-high-rating-streak/manifest.yaml deleted file mode 100644 index d495cbd0db24cf1005f73a6a5d79c080a40cfa96..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-high-rating-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-high-rating-streak -kind: external -task_type: binary_classification -description: Predict whether a reviewer's mean rating will stay above 4.5 next window (generous reviewer). -entity_table: reviewers -entity_col: reviewer_id -target_col: generous_reviewer -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-length-per-star/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-length-per-star/manifest.yaml deleted file mode 100644 index 8c0d684723edf7214941fe6f160e10ffe8c52983..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-length-per-star/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-length-per-star -kind: external -task_type: regression -description: Average characters of a reviewer's review text per star given next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: len_per_star -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-long-form-writer/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-long-form-writer/manifest.yaml deleted file mode 100644 index 6b59241171a3b8874a62442187718b902955600d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-long-form-writer/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-long-form-writer -kind: external -task_type: binary_classification -description: Predict whether the reviewer's longest review next window exceeds 2000 characters (long-form writer). -entity_table: reviewers -entity_col: reviewer_id -target_col: longform_writer -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-max-rating/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-max-rating/manifest.yaml deleted file mode 100644 index d8096a6508536abf0b4e39e56b013e7a307fe2d0..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-max-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-max-rating -kind: external -task_type: regression -description: Predict the highest rating a reviewer will give next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: max_rating -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-max-review-len/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-max-review-len/manifest.yaml deleted file mode 100644 index d165e850e5e9198d45a4cfa15422b2cf4f617d6d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-max-review-len/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-max-review-len -kind: external -task_type: regression -description: Predict the length of the longest review a reviewer will write next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: max_review_len -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-mean-rating/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-mean-rating/manifest.yaml deleted file mode 100644 index 0c370a8f6089e1941ba208b69d526b7b50181f63..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-mean-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-mean-rating -kind: external -task_type: regression -description: Predict the mean rating a reviewer gives across their game reviews in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: pred_rating -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-mean-review-long-window/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-mean-review-long-window/manifest.yaml deleted file mode 100644 index e62ac341c96d782600efa2dc57d51e18fc43a7b6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-mean-review-long-window/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-mean-review-long-window -kind: external -task_type: regression -description: Predict a reviewer's mean review length over an extended horizon (2x window). -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_len_long -time_col: timestamp -timedelta: 111 days 04:19:12 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-min-rating/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-min-rating/manifest.yaml deleted file mode 100644 index 435749d0183b42315bd4f91d8a9583b2b063932d..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-min-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-min-rating -kind: external -task_type: regression -description: Predict the harshest rating a reviewer will give next window (negative sentiment floor). -entity_table: reviewers -entity_col: reviewer_id -target_col: harshest_rating -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-polarized/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-polarized/manifest.yaml deleted file mode 100644 index 315b8f726c517ee943d72dc8129c9fdffc7e8e52..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-polarized/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-polarized -kind: external -task_type: binary_classification -description: Predict whether a reviewer will give any very low ratings (min rating <= 2) next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: bottom_reviewer -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-rating-range-hot/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-rating-range-hot/manifest.yaml deleted file mode 100644 index 184da1949f53beace55720f4a7c5093f1c2bf962..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-rating-range-hot/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-range-hot -kind: external -task_type: binary_classification -description: Predict whether a reviewer gives only perfect ratings (min rating == 5) next window (fan-mode streak). -entity_table: reviewers -entity_col: reviewer_id -target_col: perfect_spree -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-rating-sum/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-rating-sum/manifest.yaml deleted file mode 100644 index c497ff0006e30c3fbd8a537648c9d1591478a262..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-rating-sum/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-sum -kind: external -task_type: regression -description: Predict the sum of ratings a reviewer will give next window (engagement-weighted sentiment). -entity_table: reviewers -entity_col: reviewer_id -target_col: rating_sum -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-rating-trend/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-rating-trend/manifest.yaml deleted file mode 100644 index 61a221f7abc46abc9520578097be0f3acef6592f..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a reviewer's average rating will increase next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: rating_trend_up -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-return-h4/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-return-h4/manifest.yaml deleted file mode 100644 index 76046b5c9b450cd4649d628eddfebae9974fb145..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-return-h4/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-h4 -kind: external -task_type: binary_classification -description: Predict whether an inactive reviewer reactivates within the next 4x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_h4 -time_col: timestamp -timedelta: 222 days 08:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-return-h5/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-return-h5/manifest.yaml deleted file mode 100644 index 374ef9a7ccfc58c584424c0ae0841abff0caabd7..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-return-h5/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-h5 -kind: external -task_type: binary_classification -description: Predict whether an inactive reviewer reactivates within the next 5x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_h5 -time_col: timestamp -timedelta: 277 days 22:48:00 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-return-h6/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-return-h6/manifest.yaml deleted file mode 100644 index dc2538a00f343f03438000d121107a2582911af6..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-return-h6/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-h6 -kind: external -task_type: binary_classification -description: Predict whether an inactive reviewer reactivates within the next 6x window. -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_h6 -time_col: timestamp -timedelta: 333 days 12:57:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-return-h8/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-return-h8/manifest.yaml deleted file mode 100644 index ce53e4d5f63a4150ed88f50acb372cc23ca2da6b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-return-h8/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return-h8 -kind: external -task_type: binary_classification -description: Predict whether an inactive reviewer reactivates within the next 8x window (extended reactivation). -entity_table: reviewers -entity_col: reviewer_id -target_col: returned_h8 -time_col: timestamp -timedelta: 444 days 17:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-returns/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-returns/manifest.yaml deleted file mode 100644 index e69108cdc664e3ad376cc932e3c741a202f5b075..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-returns/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-returns -kind: external -task_type: binary_classification -description: Predict whether an inactive reviewer will return to post a review next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_returns -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-review-count/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-review-count/manifest.yaml deleted file mode 100644 index 1e636098e30752eba05e4ad7374fde630db67129..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-count -kind: external -task_type: regression -description: Predict the number of reviews a reviewer writes in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: predict_reviewer_review_count -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-review-length-volatility/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-review-length-volatility/manifest.yaml deleted file mode 100644 index c4fcc800651991e4dba4bfc777780236b9bd49e3..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-review-length-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-length-volatility -kind: external -task_type: regression -description: Predict the standard deviation of review lengths written by a reviewer next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: review_len_std -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-review-length/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-review-length/manifest.yaml deleted file mode 100644 index 00b8e2778017a3791a14685a1fb6ae245fbcbe1b..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-length -kind: external -task_type: regression -description: Predict the average review length (in chars) a reviewer will write next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_review_len -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-time-until-next-review-h4/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-time-until-next-review-h4/manifest.yaml deleted file mode 100644 index e2ac44bed3b4f1def3cf5e472d2c5f59d3258d58..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-time-until-next-review-h4/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-review-h4 -kind: external -task_type: regression -description: Predict days until a reviewer's next review over a 4x horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_review_h4 -time_col: timestamp -timedelta: 222 days 08:38:24 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-time-until-next-review-h6/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-time-until-next-review-h6/manifest.yaml deleted file mode 100644 index 6efb1f390e8d5d7594f7133defb44493ae23178c..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-time-until-next-review-h6/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-review-h6 -kind: external -task_type: regression -description: Predict days until a reviewer's next review over a 6x horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_review_h6 -time_col: timestamp -timedelta: 333 days 12:57:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-time-until-next-review-h8/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-time-until-next-review-h8/manifest.yaml deleted file mode 100644 index 953a57a24f2dbcb211751e51098a2d83cd8fb599..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-time-until-next-review-h8/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-time-until-next-review-h8 -kind: external -task_type: regression -description: Predict days until a reviewer's next review over an 8x horizon (extended inter-event interval). -entity_table: reviewers -entity_col: reviewer_id -target_col: days_to_next_review_h8 -time_col: timestamp -timedelta: 444 days 17:16:48 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-total-verified/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-total-verified/manifest.yaml deleted file mode 100644 index 85fa2a1179d95ce9e21ab23910527e7e161e3219..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-total-verified/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-total-verified -kind: external -task_type: regression -description: Predict the total number of verified-purchase reviews a reviewer writes next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: verified_total -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-verified-only/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-verified-only/manifest.yaml deleted file mode 100644 index 9d87292c4ae8731a145a0d2af0d8633e77ade93a..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-verified-only/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-only -kind: external -task_type: binary_classification -description: Predict whether all reviews by a reviewer next window are verified purchases (mean verified = 1). -entity_table: reviewers -entity_col: reviewer_id -target_col: all_verified -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon-video-games/tasks/predict-reviewer-verified-ratio/manifest.yaml b/thejoin-amazon-video-games/tasks/predict-reviewer-verified-ratio/manifest.yaml deleted file mode 100644 index 348dcf75f5f72574e5fbde6d9e6bba3db8cf1376..0000000000000000000000000000000000000000 --- a/thejoin-amazon-video-games/tasks/predict-reviewer-verified-ratio/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-verified-ratio -kind: external -task_type: binary_classification -description: Predict whether all of a reviewer's reviews in the next time window are verified purchases -entity_table: reviewers -entity_col: reviewer_id -target_col: pred_verified -time_col: timestamp -timedelta: 55 days 14:09:36 -manifest_version: 1 diff --git a/thejoin-amazon0302/README.md b/thejoin-amazon0302/README.md deleted file mode 100644 index c9ca1feb63c00a71c073937f8efee61d559de892..0000000000000000000000000000000000000000 --- a/thejoin-amazon0302/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: network-amazon0302 ---- - -# network-amazon0302 - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("network-amazon0302") -task = relbench.load_task("network-amazon0302", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-amazon0302/manifest.yaml b/thejoin-amazon0302/manifest.yaml deleted file mode 100644 index fee7333cfcfd16c8cbbeab0f7a5d14314e77002e..0000000000000000000000000000000000000000 --- a/thejoin-amazon0302/manifest.yaml +++ /dev/null @@ -1,15 +0,0 @@ -name: thejoin-amazon0302 -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - edges: - pkey: null - time_col: null - fkeys: - src: nodes - dst: nodes - nodes: - pkey: node_id - time_col: null - fkeys: {} diff --git a/thejoin-amazon0302/schema.svg b/thejoin-amazon0302/schema.svg deleted file mode 100644 index 772266448526a0b7e1a1a52d58df43f7623c05a9..0000000000000000000000000000000000000000 --- a/thejoin-amazon0302/schema.svg +++ /dev/null @@ -1,41 +0,0 @@ - - -schema - - -edges:e->nodes:w - - - -edges:e->nodes:w - - -edges - -edges - -1M rows - -src - -FK - -dst - -FK - - - -nodes - -nodes - -262K rows - -node_id - -PK - - - - \ No newline at end of file diff --git a/thejoin-apple-podcasts/README.md b/thejoin-apple-podcasts/README.md deleted file mode 100644 index 67dbc8097534afb42933aa4c7378d56bb2f6eab7..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/README.md +++ /dev/null @@ -1,60 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: podcast-apple-podcasts ---- - -# podcast-apple-podcasts - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-author-churn` | external | binary_classification | Predict whether an author stops posting any reviews in the next window. | -| `predict-author-distinct-podcast-count` | external | regression | Number of distinct podcasts an author reviews in the next window. | -| `predict-author-distinct-podcasts` | external | regression | Predict how many distinct podcasts an author reviews in the next window. | -| `predict-author-repeat-last-podcast` | external | binary_classification | Whether the author's next review is for the same podcast as their most recent past review. | -| `predict-author-repeat-last-rating` | external | binary_classification | Whether the author's next rating matches their most recent past rating. | -| `predict-author-review-count` | external | regression | Predict how many reviews an author posts in the next window. | -| `predict-author-review-streak-length` | external | regression | Longest consecutive-day review streak by an author within the next window. | -| `predict-author-time-until-next-review` | external | regression | Days until the author posts their next review. | -| `predict-podcast-churn` | external | binary_classification | Predict whether a podcast stops receiving any reviews in the next window. | -| `predict-podcast-distinct-reviewer-count` | external | regression | Number of distinct authors who review the podcast in the next window. | -| `predict-podcast-high-rating` | external | binary_classification | Predict whether a podcast's mean rating exceeds 4.0 in the next window. | -| `predict-podcast-mean-rating` | external | regression | Predict the mean listener rating a podcast receives in the next window. | -| `predict-podcast-new-author-adoption` | external | binary_classification | Whether the podcast attracts a review from an author who has never reviewed it before. | -| `predict-podcast-rating-change` | external | regression | Predict the change in mean rating for a podcast between the current and next window. | -| `predict-podcast-rating-change-magnitude` | external | regression | Absolute change in the podcast's mean rating between current and next window. | -| `predict-podcast-rating-trend` | external | binary_classification | Predict whether a podcast's mean rating increases in the next window compared to the current window. | -| `predict-podcast-rating-trend-reversal` | external | binary_classification | Whether the direction of change in the podcast's mean rating flips between the current and next window. | -| `predict-podcast-rating-volatility` | external | regression | Predict the standard deviation of ratings a podcast receives in the next window, reflecting audience opinion polarization. | -| `predict-podcast-rating-volatility-numeric` | external | regression | Standard deviation of the podcast's ratings in the next window. | -| `predict-podcast-receives-review` | external | binary_classification | Predict whether a podcast receives at least one review in the next window. | -| `predict-podcast-review-concentration` | external | regression | Predict what fraction of all review activity on the platform a podcast captures in the next window. | -| `predict-podcast-review-count` | external | regression | Predict how many reviews a podcast receives in the next window. | -| `predict-podcast-review-return` | external | binary_classification | Predict whether a podcast that received no reviews in the current window will receive reviews again in the next window. | -| `predict-podcast-review-share` | external | regression | Podcast's share of total reviews across all podcasts in the next window. | -| `predict-podcast-review-streak-length` | external | regression | Longest consecutive-day review streak for a podcast within the next window. | -| `predict-podcast-time-until-next-review` | external | regression | Days until the podcast receives its next review. | -| `predict-podcast-top-rated` | external | binary_classification | Predict whether a podcast will be in the top 25% by mean rating in the next window. | -| `predict-podcast-volume-rank-regression` | external | regression | Podcast's rank by review volume within the window (1 = most reviewed). | -| `predict-podcast-volume-trend-reversal` | external | binary_classification | Whether the direction of change in the podcast's review volume flips between consecutive windows. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("podcast-apple-podcasts") -task = relbench.load_task("podcast-apple-podcasts", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-apple-podcasts/manifest.yaml b/thejoin-apple-podcasts/manifest.yaml deleted file mode 100644 index ba202431c95a02b11bef5a620d61c924147abce1..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-apple-podcasts -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - authors: - pkey: author_id - time_col: null - fkeys: {} - podcasts: - pkey: podcast_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: created_at - fkeys: - podcast_id: podcasts - author_id: authors diff --git a/thejoin-apple-podcasts/schema.svg b/thejoin-apple-podcasts/schema.svg deleted file mode 100644 index 87f7e50d6b8f70444bcad87fac0da3831de97594..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/schema.svg +++ /dev/null @@ -1,65 +0,0 @@ - - -schema - - -reviews:e->authors:w - - - -reviews:e->podcasts:w - - -authors - -authors - -228K rows - -author_id - -PK - - - -podcasts - -podcasts - -26K rows - -podcast_id - -PK - - - -reviews - -reviews - -300K rows - -podcast_id - -FK - -author_id - -FK - -created_at - -TIME - -rating - -int - -title - -str - - - - \ No newline at end of file diff --git a/thejoin-apple-podcasts/tasks/predict-author-churn/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-author-churn/manifest.yaml deleted file mode 100644 index 3646076faf133edb976e9ab12f00e75ae003576a..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-author-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-author-churn -kind: external -task_type: binary_classification -description: Predict whether an author stops posting any reviews in the next window. -entity_table: authors -entity_col: author_id -target_col: author_churn -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-author-distinct-podcast-count/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-author-distinct-podcast-count/manifest.yaml deleted file mode 100644 index c37655e83e5cee50bd2213ca825136e2d440b9e5..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-author-distinct-podcast-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-author-distinct-podcast-count -kind: external -task_type: regression -description: Number of distinct podcasts an author reviews in the next window. -entity_table: authors -entity_col: author_id -target_col: distinct_podcast_count -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-author-distinct-podcasts/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-author-distinct-podcasts/manifest.yaml deleted file mode 100644 index 97a387973ac1b743f4ce90e3ed9c2ecddfcd42b5..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-author-distinct-podcasts/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-author-distinct-podcasts -kind: external -task_type: regression -description: Predict how many distinct podcasts an author reviews in the next window. -entity_table: authors -entity_col: author_id -target_col: distinct_podcasts -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-author-repeat-last-podcast/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-author-repeat-last-podcast/manifest.yaml deleted file mode 100644 index 9e5c27bbcc27dd3f98ba4d3c38f35572160ab3ec..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-author-repeat-last-podcast/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-author-repeat-last-podcast -kind: external -task_type: binary_classification -description: Whether the author's next review is for the same podcast as their most recent past review. -entity_table: authors -entity_col: author_id -target_col: repeats_last_podcast -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-author-repeat-last-rating/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-author-repeat-last-rating/manifest.yaml deleted file mode 100644 index b73dc99e589c80f04ff723c564880c62676ea87d..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-author-repeat-last-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-author-repeat-last-rating -kind: external -task_type: binary_classification -description: Whether the author's next rating matches their most recent past rating. -entity_table: authors -entity_col: author_id -target_col: repeats_last_rating -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-author-review-count/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-author-review-count/manifest.yaml deleted file mode 100644 index d1fac1474ed66891d1879527faf728564198efc4..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-author-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-author-review-count -kind: external -task_type: regression -description: Predict how many reviews an author posts in the next window. -entity_table: authors -entity_col: author_id -target_col: author_review_count -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-author-review-streak-length/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-author-review-streak-length/manifest.yaml deleted file mode 100644 index 11a67394e3446e332875688d4578242605680a93..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-author-review-streak-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-author-review-streak-length -kind: external -task_type: regression -description: Longest consecutive-day review streak by an author within the next window. -entity_table: authors -entity_col: author_id -target_col: author_review_streak -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-author-time-until-next-review/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-author-time-until-next-review/manifest.yaml deleted file mode 100644 index 97c6362670b076a4b2e481108d53539d2516a327..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-author-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-author-time-until-next-review -kind: external -task_type: regression -description: Days until the author posts their next review. -entity_table: authors -entity_col: author_id -target_col: days_to_next_review -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-churn/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-churn/manifest.yaml deleted file mode 100644 index e3bf7c8974033d26108ef2eba9ac9fd80534bdc1..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-churn -kind: external -task_type: binary_classification -description: Predict whether a podcast stops receiving any reviews in the next window. -entity_table: podcasts -entity_col: podcast_id -target_col: podcast_churn -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-distinct-reviewer-count/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-distinct-reviewer-count/manifest.yaml deleted file mode 100644 index 6c2c5094f5cab224ad015d38bbd3a6af14fd54a3..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-distinct-reviewer-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-distinct-reviewer-count -kind: external -task_type: regression -description: Number of distinct authors who review the podcast in the next window. -entity_table: podcasts -entity_col: podcast_id -target_col: distinct_reviewer_count -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-high-rating/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-high-rating/manifest.yaml deleted file mode 100644 index 5b1186b8fa10ee020dafc35690fc12c361750b12..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-high-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-high-rating -kind: external -task_type: binary_classification -description: Predict whether a podcast's mean rating exceeds 4.0 in the next window. -entity_table: podcasts -entity_col: podcast_id -target_col: high_rating -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-mean-rating/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-mean-rating/manifest.yaml deleted file mode 100644 index 2a37fa549b9214f6d4be7e3854cb9a686dc70479..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-mean-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-mean-rating -kind: external -task_type: regression -description: Predict the mean listener rating a podcast receives in the next window. -entity_table: podcasts -entity_col: podcast_id -target_col: mean_rating -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-new-author-adoption/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-new-author-adoption/manifest.yaml deleted file mode 100644 index 2143a27d713dbf437592f8b16875acc9b38a5b26..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-new-author-adoption/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-new-author-adoption -kind: external -task_type: binary_classification -description: Whether the podcast attracts a review from an author who has never reviewed it before. -entity_table: podcasts -entity_col: podcast_id -target_col: attracts_new_author -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-rating-change-magnitude/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-rating-change-magnitude/manifest.yaml deleted file mode 100644 index 1ef43b40d99b01ab768e10d1f476d7c33b32c94a..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-rating-change-magnitude/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-rating-change-magnitude -kind: external -task_type: regression -description: Absolute change in the podcast's mean rating between current and next window. -entity_table: podcasts -entity_col: podcast_id -target_col: rating_abs_delta -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-rating-change/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-rating-change/manifest.yaml deleted file mode 100644 index fd72ea17c7679ebb654c1e564ca2c3028a528a96..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-rating-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-rating-change -kind: external -task_type: regression -description: Predict the change in mean rating for a podcast between the current and next window. -entity_table: podcasts -entity_col: podcast_id -target_col: rating_change -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-rating-trend-reversal/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-rating-trend-reversal/manifest.yaml deleted file mode 100644 index f857d697bdce3e3cd4e960959cf1cde33283b36e..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-rating-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-rating-trend-reversal -kind: external -task_type: binary_classification -description: Whether the direction of change in the podcast's mean rating flips between the current and next window. -entity_table: podcasts -entity_col: podcast_id -target_col: rating_trend_reverses -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-rating-trend/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-rating-trend/manifest.yaml deleted file mode 100644 index 283f7ce90016e9afb24c64954c9f25637228da05..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a podcast's mean rating increases in the next window compared to the current window. -entity_table: podcasts -entity_col: podcast_id -target_col: rating_trend -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-rating-volatility-numeric/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-rating-volatility-numeric/manifest.yaml deleted file mode 100644 index 72fd17765dd6d95b7dfe852beffd793338bd787e..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-rating-volatility-numeric/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-rating-volatility-numeric -kind: external -task_type: regression -description: Standard deviation of the podcast's ratings in the next window. -entity_table: podcasts -entity_col: podcast_id -target_col: rating_stddev -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-rating-volatility/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-rating-volatility/manifest.yaml deleted file mode 100644 index 33b9797afebaefb71d274a8b9d605dc4ca931a3b..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of ratings a podcast receives in the next window, reflecting audience opinion polarization. -entity_table: podcasts -entity_col: podcast_id -target_col: rating_volatility -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-receives-review/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-receives-review/manifest.yaml deleted file mode 100644 index 21b0def553c12e5cf6592de8ed4f6fe039ef947f..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-receives-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-receives-review -kind: external -task_type: binary_classification -description: Predict whether a podcast receives at least one review in the next window. -entity_table: podcasts -entity_col: podcast_id -target_col: receives_review -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-review-concentration/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-review-concentration/manifest.yaml deleted file mode 100644 index 9ee830dae5ca5196da262e4dcff38d744f6e3416..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-review-concentration/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-review-concentration -kind: external -task_type: regression -description: Predict what fraction of all review activity on the platform a podcast captures in the next window. -entity_table: podcasts -entity_col: podcast_id -target_col: review_concentration -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-review-count/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-review-count/manifest.yaml deleted file mode 100644 index be3f20fac65ff933a09ab5b87ce1033b05df80d7..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-review-count -kind: external -task_type: regression -description: Predict how many reviews a podcast receives in the next window. -entity_table: podcasts -entity_col: podcast_id -target_col: review_count -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-review-return/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-review-return/manifest.yaml deleted file mode 100644 index bc4b08f8f3d92f73634c8e57dc3d57c9aadb9b64..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-review-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-review-return -kind: external -task_type: binary_classification -description: Predict whether a podcast that received no reviews in the current window will receive reviews again in the next window. -entity_table: podcasts -entity_col: podcast_id -target_col: podcast_review_return -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-review-share/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-review-share/manifest.yaml deleted file mode 100644 index 0008ead016a63bd29c1e18b05f2a16a78a2aeebd..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-review-share/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-review-share -kind: external -task_type: regression -description: Podcast's share of total reviews across all podcasts in the next window. -entity_table: podcasts -entity_col: podcast_id -target_col: review_share -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-review-streak-length/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-review-streak-length/manifest.yaml deleted file mode 100644 index 12c7494d838cc6262bd253ec0ab9274a83cf0d22..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-review-streak-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-review-streak-length -kind: external -task_type: regression -description: Longest consecutive-day review streak for a podcast within the next window. -entity_table: podcasts -entity_col: podcast_id -target_col: review_streak -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-time-until-next-review/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-time-until-next-review/manifest.yaml deleted file mode 100644 index 13027d0a95fe98a042e6cd9d4f8badc6f7c24428..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-time-until-next-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-time-until-next-review -kind: external -task_type: regression -description: Days until the podcast receives its next review. -entity_table: podcasts -entity_col: podcast_id -target_col: days_to_next_review -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-top-rated/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-top-rated/manifest.yaml deleted file mode 100644 index cbd0438abb049953edf2b119683f34caecc3d6de..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-top-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-top-rated -kind: external -task_type: binary_classification -description: Predict whether a podcast will be in the top 25% by mean rating in the next window. -entity_table: podcasts -entity_col: podcast_id -target_col: top_rated_podcast -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-volume-rank-regression/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-volume-rank-regression/manifest.yaml deleted file mode 100644 index bfc6c86b849dd96d4acb5825feab42927f0fd566..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-volume-rank-regression/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-volume-rank-regression -kind: external -task_type: regression -description: Podcast's rank by review volume within the window (1 = most reviewed). -entity_table: podcasts -entity_col: podcast_id -target_col: review_volume_rank -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-apple-podcasts/tasks/predict-podcast-volume-trend-reversal/manifest.yaml b/thejoin-apple-podcasts/tasks/predict-podcast-volume-trend-reversal/manifest.yaml deleted file mode 100644 index 489618bf99dc2f51648298d114865c9055a89010..0000000000000000000000000000000000000000 --- a/thejoin-apple-podcasts/tasks/predict-podcast-volume-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-podcast-volume-trend-reversal -kind: external -task_type: binary_classification -description: Whether the direction of change in the podcast's review volume flips between consecutive windows. -entity_table: podcasts -entity_col: podcast_id -target_col: review_volume_trend_reverses -time_col: created_at -timedelta: 1 days 11:45:58.380000 -manifest_version: 1 diff --git a/thejoin-arnaud-citeseer/README.md b/thejoin-arnaud-citeseer/README.md deleted file mode 100644 index f08381a8b122713ea4bdba751183ab44c77d5aa9..0000000000000000000000000000000000000000 --- a/thejoin-arnaud-citeseer/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: ctu-arnaud-citeseer ---- - -# ctu-arnaud-citeseer - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("ctu-arnaud-citeseer") -task = relbench.load_task("ctu-arnaud-citeseer", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-arnaud-citeseer/manifest.yaml b/thejoin-arnaud-citeseer/manifest.yaml deleted file mode 100644 index 3a245353ff38d185a58ce9d24286b7d4fae1580b..0000000000000000000000000000000000000000 --- a/thejoin-arnaud-citeseer/manifest.yaml +++ /dev/null @@ -1,18 +0,0 @@ -name: thejoin-arnaud-citeseer -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - cites: - pkey: null - time_col: null - fkeys: {} - content: - pkey: null - time_col: null - fkeys: - paper_id: paper - paper: - pkey: paper_id - time_col: null - fkeys: {} diff --git a/thejoin-arnaud-citeseer/schema.svg b/thejoin-arnaud-citeseer/schema.svg deleted file mode 100644 index 5b4893a753c2010b1f386120864ff3bd9177e680..0000000000000000000000000000000000000000 --- a/thejoin-arnaud-citeseer/schema.svg +++ /dev/null @@ -1,61 +0,0 @@ - - -schema - - -content:e->paper:w - - -cites - -cites - -5K rows - -cited_paper_id - -str - -citing_paper_id - -str - - - -content - -content - -105K rows - -paper_id - -FK - -word_cited_id - -str - -class_label - -str - - - -paper - -paper - -3K rows - -paper_id - -PK - -class_label - -str - - - - \ No newline at end of file diff --git a/thejoin-arnaud-nwecensusmid2014/README.md b/thejoin-arnaud-nwecensusmid2014/README.md deleted file mode 100644 index 9af90805ed0d5a227a2d78311f61ac48831bbb45..0000000000000000000000000000000000000000 --- a/thejoin-arnaud-nwecensusmid2014/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: ctu-arnaud-nwecensusmid2014 ---- - -# ctu-arnaud-nwecensusmid2014 - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("ctu-arnaud-nwecensusmid2014") -task = relbench.load_task("ctu-arnaud-nwecensusmid2014", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-arnaud-nwecensusmid2014/manifest.yaml b/thejoin-arnaud-nwecensusmid2014/manifest.yaml deleted file mode 100644 index cc15ab188793f2995a70ae5709516fac15bad5be..0000000000000000000000000000000000000000 --- a/thejoin-arnaud-nwecensusmid2014/manifest.yaml +++ /dev/null @@ -1,17 +0,0 @@ -name: thejoin-arnaud-nwecensusmid2014 -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - females: - pkey: null - time_col: null - fkeys: {} - males: - pkey: null - time_col: null - fkeys: {} - person: - pkey: null - time_col: null - fkeys: 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-int - -9 - -int - -10 - -int - -11 - -int - -12 - -int - -13 - -int - -14 - -int - -15 - -int - -16 - -int - -17 - -int - -18 - -int - -19 - -int - -20 - -int - -21 - -int - -22 - -int - -23 - -int - -24 - -int - -25 - -int - -26 - -int - -27 - -int - -28 - -int - -29 - -int - -30 - -int - -31 - -int - -32 - -int - -33 - -int - -34 - -int - -35 - -int - -36 - -int - -37 - -int - -38 - -int - -39 - -int - -40 - -int - -41 - -int - -42 - -int - -43 - -int - -44 - -int - -45 - -int - -46 - -int - -47 - -int - -48 - -int - -49 - -int - -50 - -int - -51 - -int - -52 - -int - -53 - -int - -54 - -int - -55 - -int - -56 - -int - -57 - -int - -58 - -int - -59 - -int - -60 - -int - -61 - -int - -62 - -int - -63 - -int - -64 - -int - -65 - -int - -66 - -int - -67 - -int - -68 - -int - -69 - -int - -70 - -int - -71 - -int - -72 - -int - -73 - -int - -74 - -int - -75 - -int - -76 - -int - -77 - -int - -78 - -int - -79 - -int - -80 - -int - -81 - -int - -82 - -int - -83 - -int - -84 - -int - -85 - -int - -86 - -int - -87 - -int - -88 - -int - -89 - -int - -90 - -int - -oa11cd - -str - -lsoa11cd - -str - - - \ No newline at end of file diff --git a/thejoin-atherosclerosis/README.md b/thejoin-atherosclerosis/README.md deleted file mode 100644 index 394ea6a2ca666535dfa190bafe4c9123a429de95..0000000000000000000000000000000000000000 --- a/thejoin-atherosclerosis/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: ctu-atherosclerosis ---- - -# ctu-atherosclerosis - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("ctu-atherosclerosis") -task = relbench.load_task("ctu-atherosclerosis", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-atherosclerosis/manifest.yaml b/thejoin-atherosclerosis/manifest.yaml deleted file mode 100644 index f5f07870a96ae9d7cb55f698af1608aaa518f8df..0000000000000000000000000000000000000000 --- a/thejoin-atherosclerosis/manifest.yaml +++ /dev/null @@ -1,24 +0,0 @@ -name: thejoin-atherosclerosis -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - contr: - pkey: null - time_col: null - fkeys: - ico: entry - death: - pkey: __PK__ - time_col: null - fkeys: - ico: entry - entry: - pkey: ico - time_col: null - fkeys: {} - letter: - pkey: __PK__ - time_col: null - fkeys: - ico: entry diff --git a/thejoin-atherosclerosis/schema.svg b/thejoin-atherosclerosis/schema.svg deleted file mode 100644 index b9fe7848db87e49ea6b4b9de4a76eea7fef61137..0000000000000000000000000000000000000000 --- a/thejoin-atherosclerosis/schema.svg +++ /dev/null @@ -1,837 +0,0 @@ - - -schema - - -contr:e->entry:w - - - -death:e->entry:w - - - -letter:e->entry:w - - -contr - -contr - -11K rows - -ico - -FK - -mesvys - -float - -poccig - -float - -jinaone - -float - -hodn0 - -float - -rok0 - -float - -hmot - -float - -syst - -float - -diast - -float - -tric - -float - -subsc - -float - -hypersd - -float - -hypers - -float - -hyperd - -float - -hypchl - -float - -hyptgl - -float - -chlst - -float - -chlstmg - -float - -trigl - -float - -triglmg - -float - -hdl - -float - -hdlmg - -float - -glykemie - -float - -kysmoc - -float - -ldl - -float - -rokvys - -int - -poradk - -int - -zmcharza - -int - -zmtelakt - -int - -aktpozam - -int - -zmdiet - -int - -lektlak - -int - -zmkour - -int - -pracnes - -int - -bolhr - -int - -boldk - -int - -dusn - -int - -hodnsk - -int - -moc - -int - -lekchol - -str - -srdce - -str - -hypert - -str - -cevmoz - -str - -diab - -str - -rok1 - -str - -hodn2 - -str - -rok2 - -str - -hodn3 - -str - -rok3 - -str - -hodn4 - -str - -rok4 - -str - -hodn11 - -str - -rok11 - -str - -hodn12 - -str - -rok12 - -str - -hodn13 - -str - -rok13 - -str - -hodn14 - -str - -rok14 - -str - -hodn15 - -str - -rok15 - -str - -hodn21 - -str - -rok21 - -str - -hodn23 - -str - -rok23 - -str - -hodn1 - -bool - - - -entry - -entry - -1K rows - -ico - -PK - -konskup - -int - -roknar - -int - -rokvstup - -int - -mesvstup - -int - -stav - -int - -vzdelani - -int - -zodpov - -int - -telaktza - -int - -aktpozam - -int - -doprava - -int - -dopratrv - -int - -koureni - -int - -alkohol - -int - -pivo10 - -int - -vino - -int - -lihov - -int - -pivomn - -int - -vinomn - -int - -lihmn - -int - -kava - -int - -caj - -int - -cukr - -int - -im - -int - -ht - -int - -ict - -int - -diabet - -int - -diabd - -int - -diabl - -int - -hyplip - -int - -diabtrv - -int - -bolhr - -int - -boldk - -int - -dusnost - -int - -vyska - -int - -vaha - -int - -syst1 - -int - -diast1 - -int - -syst2 - -int - -tric - -int - -subsc - -int - -chlst - -int - -trigl - -int - -moc - -int - -rarisk - -int - -obezrisk - -int - -kourrisk - -int - -htrisk - -int - -cholrisk - -int - -dobakour - -str - -byvkurak - -str - -pivo7 - -str - -pivo12 - -str - -iml - -str - -htd - -str - -htl - -str - -ictl - -str - -hypld - -str - -hypll - -str - -imtrv - -str - -httrv - -str - -icttrv - -str - -hypltrv - -str - -diast2 - -str - - - -death - -death - -389 rows - -__PK__ - -PK - -ico - -FK - -mesumr - -int - -rokumr - -int - -pricumr - -int - -denumr - -str - - - -letter - -letter - -403 rows - -__PK__ - -PK - -ico - -FK - -rokdot - -int - -lekchol - -int - -lektk - -int - -nemoc1 - -int - -rok1 - -int - -hyptk - -int - -hyplp - -int - -cukrovka - -int - -odcuins - -int - -docuins - -int - -ap - -int - -si - -int - -bdk - -int - -rokbdk1 - -int - -cigdenmin - -int - -jinadieod - -int - -vaha - -int - -mesdot - -str - -nemoc2 - -str - -rok2 - -str - -nemoc3 - -str - -rok3 - -str - -nemoc4 - -str - -rok4 - -str - -nemoc5 - -str - -rok5 - -str - -rokhyptk - -str - -rokhyplp - -str - -rokcukr - -str - -cukrtab - -str - -odcutab - -str - -docutab - -str - -cukrins - -str - -roksi - -str - -mm - -str - -rokmm - -str - -dusnost - -str - -rokdus - -str - -duschuze - -str - -dusbeh - -str - -dusrovin - -str - -duklid - -str - -dusnoc - -str - -kurak - -str - -kurakbyv - -str - -rokprkour - -str - -kourlet - -str - -cigden - -str - -kourodlet - -str - -dymka - -str - -pased - -str - -pamirna - -str - -pavelka - -str - -papred10 - -str - -dieta - -str - -diecuod - -str - -dietukod - -str - -jinadie - -str - -vahapred10 - -str - - - - \ No newline at end of file diff --git a/thejoin-atp-tennis/README.md b/thejoin-atp-tennis/README.md deleted file mode 100644 index 7b67b9dd39d650ae953540953cf69373d5c499ec..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/README.md +++ /dev/null @@ -1,82 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: sports-atp-tennis ---- - -# sports-atp-tennis - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-loser-appears-matches` | external | binary_classification | Whether a player loses any match next window. | -| `predict-loser-double-fault-rate` | external | regression | Loser-side player's double fault rate (l_df / l_svpt) next window. | -| `predict-loser-first-serve-win-rate` | external | regression | Loser-side player's first-serve win rate (l_1st_won / l_1st_in) next window. | -| `predict-player-ace-rate-derived` | external | regression | Predict a player's ace rate (aces per service point) as winner next window. | -| `predict-player-ace-server` | external | binary_classification | Predict whether a player averages more than 7 aces per winning match next window (elite server). | -| `predict-player-avg-aces-as-winner` | external | regression | Predict the average number of aces per match a player (as winner) will hit next window. | -| `predict-player-avg-break-points-saved` | external | regression | Predict the average break points saved per match a player (winning) achieves next window. | -| `predict-player-avg-match-duration` | external | regression | Predict the average match duration (minutes) for matches involving a player over the next time window (using winner_id FK) | -| `predict-player-bp-save-rate` | external | regression | Predict a player's break-point save rate (bp_saved / bp_faced) next window. | -| `predict-player-bp-save-rate-loser` | external | regression | Predict a player's break-point save rate (saved / faced) in losses next window. | -| `predict-player-churn-4m` | external | binary_classification | Predict whether a player has no match wins over the next 4-window horizon (early retirement marker). | -| `predict-player-churn-6m` | external | binary_classification | Predict whether a player plays no matches (as winner) in the next 6-window horizon (long-horizon retirement signal). | -| `predict-player-churn-7m` | external | binary_classification | Predict whether a player has no match wins across a 7-window horizon (long-term dropout). | -| `predict-player-churn-8m` | external | binary_classification | Predict whether a player plays no matches in the next 8-window horizon (deep retirement horizon). | -| `predict-player-df-prone-loser` | external | binary_classification | Predict whether a player averages more than 4 double faults per losing match next window. | -| `predict-player-df-rate-derived` | external | regression | Predict the rate of double-faults per service point for a player as winner next window. | -| `predict-player-distinct-surfaces` | external | regression | Predict how many distinct court surfaces a player will win matches on next window. | -| `predict-player-distinct-tournaments` | external | regression | Predict how many distinct tournaments a player will win a match in next window. | -| `predict-player-first-serve-in-rate` | external | regression | Predict the first-serve-in rate (1st_in / svpt) for the winning player next window. | -| `predict-player-first-serve-win-rate` | external | regression | Predict the win rate on first serve (1st_won / 1st_in) for a winning player next window. | -| `predict-player-long-match` | external | binary_classification | Predict if a player (winning) averages match duration > 120 minutes next window (grinder). | -| `predict-player-loser-ace-mean` | external | regression | Predict the average aces a player hits when losing next window (strong-serve losers). | -| `predict-player-loser-bp-faced-sum` | external | regression | Predict the total break points faced by a player in losses next window (pressure indicator). | -| `predict-player-loser-churn-5m` | external | binary_classification | Predict whether a player has no loss events in the next 5-window horizon (long-horizon exit). | -| `predict-player-loser-return-6m` | external | binary_classification | Predict whether an inactive player appears again (as loser) in the next 6-window horizon, signalling a comeback. | -| `predict-player-loss-count` | external | regression | Predict the number of matches a player loses over the next time window | -| `predict-player-match-duration-change` | external | regression | Predict the change in a player's mean match duration (as winner) between current and next window. | -| `predict-player-max-aces-winner` | external | regression | Predict peak aces hit by a player in a match (as winner) next window. | -| `predict-player-ranking-points-trend` | external | binary_classification | Predict whether a player's mean ranking points as winner will increase next window. | -| `predict-player-return-5m` | external | binary_classification | Predict whether an inactive player returns to win a match within the next 5-window horizon (comeback). | -| `predict-player-return-6m` | external | binary_classification | Predict whether an inactive player reactivates with a match win in the next 6-window horizon. | -| `predict-player-return-7m` | external | binary_classification | Predict whether a retired-looking player returns to competitive wins over the next 7-window horizon. | -| `predict-player-return-8m` | external | binary_classification | Predict whether a long-inactive player comes out of retirement with at least one win in the next 8-window horizon. | -| `predict-player-second-serve-in-rate` | external | regression | Predict the proportion of second serve wins out of service points for a player as winner next window. | -| `predict-player-second-serve-win-rate` | external | regression | Predict second-serve win rate (2nd_won / svpt) for a player next window (approximate). | -| `predict-player-time-until-next-loss-6m` | external | regression | Predict days until the player's next loss event across a 6-window horizon (match participation layoff). | -| `predict-player-time-until-next-match-4m` | external | regression | Predict days until the player's next match win, evaluated over a 4-window horizon. | -| `predict-player-time-until-next-match-5m` | external | regression | Predict days until the player's next match win across a 5-window horizon. | -| `predict-player-time-until-next-match-6m` | external | regression | Predict days until the player's next match win across a 6-window horizon (longer layoff signal). | -| `predict-player-time-until-next-match-8m` | external | regression | Predict days until the player's next match win across an 8-window horizon (captures long hiatuses / retirements). | -| `predict-player-top-ace-rate` | external | binary_classification | Predict whether a player will be in the top 25% of players by mean aces per match won next window. | -| `predict-player-win-churn` | external | binary_classification | Predict whether a player wins no matches in the next time window (winless period) | -| `predict-player-win-concentration` | external | regression | Predict a player's share of total match wins on the tour next window. | -| `predict-player-win-count` | external | regression | Predict the number of matches a player wins over the next time window | -| `predict-player-win-return` | external | binary_classification | Predict whether an inactive player will return to win a match next window. | -| `predict-winner-ace-per-serve` | external | regression | Winner's ace rate per service point (w_ace / w_svpt) next window. | -| `predict-winner-appears-matches` | external | binary_classification | Whether a player wins any match next window. | -| `predict-winner-break-point-save-rate` | external | regression | Winner's break point save rate (w_bp_saved / w_bp_faced) next window. | -| `predict-winner-first-serve-in-rate` | external | regression | Winner's first-serve in rate (w_1st_in / w_svpt) next window. | -| `predict-winner-first-serve-win-rate` | external | regression | Winner's first-serve win rate (w_1st_won / w_1st_in) next window. | -| `predict-winner-match-duration-avg` | external | regression | Average winning match duration (minutes) next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("sports-atp-tennis") -task = relbench.load_task("sports-atp-tennis", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-atp-tennis/manifest.yaml b/thejoin-atp-tennis/manifest.yaml deleted file mode 100644 index 8bf26a8ad84a080c18d310325ce6f082497bf740..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/manifest.yaml +++ /dev/null @@ -1,25 +0,0 @@ -name: thejoin-atp-tennis -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - matches: - pkey: match_id - time_col: tourney_date - fkeys: - winner_id: players - loser_id: players - tourney_id: tournaments - players: - pkey: player_id - time_col: null - fkeys: {} - rankings: - pkey: null - time_col: ranking_date - fkeys: - player_id: players - tournaments: - pkey: tourney_id - time_col: null - fkeys: {} diff --git a/thejoin-atp-tennis/schema.svg b/thejoin-atp-tennis/schema.svg deleted file mode 100644 index ac851d5ec141bc994ae614e9521533681c2f11cc..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/schema.svg +++ /dev/null @@ -1,321 +0,0 @@ - - -schema - - -matches:e->players:w - - - -matches:e->players:w - - - -matches:e->tournaments:w - - - -rankings:e->players:w - - -matches - -matches - -112K rows - -match_id - -PK - -tourney_id - -FK - -winner_id - -FK - -loser_id - -FK - -tourney_date - -TIME - -winner_age - -float - -loser_age - -float - -draw_size - -int - -match_num - -int - -winner_seed - -int - -winner_ht - -int - -loser_seed - -int - -loser_ht - -int - -best_of - -int - -minutes - -int - -w_ace - -int - -w_df - -int - -w_svpt - -int - -w_1st_in - -int - -w_1st_won - -int - -w_2nd_won - -int - -w_sv_gms - -int - -w_bp_saved - -int - -w_bp_faced - -int - -l_ace - -int - -l_df - -int - -l_svpt - -int - -l_1st_in - -int - -l_1st_won - -int - -l_2nd_won - -int - -l_sv_gms - -int - -l_bp_saved - -int - -l_bp_faced - -int - -winner_rank - -int - -winner_rank_points - -int - -loser_rank - -int - -loser_rank_points - -int - -tourney_name - -str - -surface - -str - -tourney_level - -str - -winner_entry - -str - -winner_name - -str - -winner_hand - -str - -winner_ioc - -str - -loser_entry - -str - -loser_name - -str - -loser_hand - -str - -loser_ioc - -str - -score - -str - -round - -str - - - -players - -players - -66K rows - -player_id - -PK - -dob - -int - -height - -int - -name_first - -str - -name_last - -str - -hand - -str - -ioc - -str - -wikidata_id - -str - - - -tournaments - -tournaments - -5K rows - -tourney_id - -PK - -draw_size - -int - -tourney_name - -str - -surface - -str - -tourney_level - -str - - - -rankings - -rankings - -92K rows - -player_id - -FK - -ranking_date - -TIME - -rank - -int - -points - -int - - - - \ No newline at end of file diff --git a/thejoin-atp-tennis/tasks/predict-loser-appears-matches/manifest.yaml b/thejoin-atp-tennis/tasks/predict-loser-appears-matches/manifest.yaml deleted file mode 100644 index 25ccbe42f0e186349349304a1a1ce4f6b8d0d363..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-loser-appears-matches/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-loser-appears-matches -kind: external -task_type: binary_classification -description: Whether a player loses any match next window. -entity_table: players -entity_col: loser_id -target_col: loses_any -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-loser-double-fault-rate/manifest.yaml b/thejoin-atp-tennis/tasks/predict-loser-double-fault-rate/manifest.yaml deleted file mode 100644 index 1e1ac85bee05ece5e424a3639e22f8fa3dc07b73..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-loser-double-fault-rate/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-loser-double-fault-rate -kind: external -task_type: regression -description: Loser-side player's double fault rate (l_df / l_svpt) next window. -entity_table: players -entity_col: loser_id -target_col: df_rate -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-loser-first-serve-win-rate/manifest.yaml b/thejoin-atp-tennis/tasks/predict-loser-first-serve-win-rate/manifest.yaml deleted file mode 100644 index dfd9b950bc33d7187af0100d715106b6ffd8aee1..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-loser-first-serve-win-rate/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-loser-first-serve-win-rate -kind: external -task_type: regression -description: Loser-side player's first-serve win rate (l_1st_won / l_1st_in) next window. -entity_table: players -entity_col: loser_id -target_col: l_first_win_rate -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-ace-rate-derived/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-ace-rate-derived/manifest.yaml deleted file mode 100644 index ed1a7e38a005a6d5a640cb691cf96c839a712b86..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-ace-rate-derived/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-ace-rate-derived -kind: external -task_type: regression -description: Predict a player's ace rate (aces per service point) as winner next window. -entity_table: players -entity_col: winner_id -target_col: ace_rate -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-ace-server/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-ace-server/manifest.yaml deleted file mode 100644 index fb9879ae83fe6a2429e9d3529bb72c10a8fe3e28..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-ace-server/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-ace-server -kind: external -task_type: binary_classification -description: Predict whether a player averages more than 7 aces per winning match next window (elite server). -entity_table: players -entity_col: winner_id -target_col: ace_server -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-avg-aces-as-winner/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-avg-aces-as-winner/manifest.yaml deleted file mode 100644 index 7e196114e53e8532e71217092533c901ebe56a4d..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-avg-aces-as-winner/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-avg-aces-as-winner -kind: external -task_type: regression -description: Predict the average number of aces per match a player (as winner) will hit next window. -entity_table: players -entity_col: winner_id -target_col: avg_aces -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-avg-break-points-saved/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-avg-break-points-saved/manifest.yaml deleted file mode 100644 index 9e879bf415c6478f9b85eddde6c42c254d122281..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-avg-break-points-saved/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-avg-break-points-saved -kind: external -task_type: regression -description: Predict the average break points saved per match a player (winning) achieves next window. -entity_table: players -entity_col: winner_id -target_col: avg_bp_saved -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-avg-match-duration/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-avg-match-duration/manifest.yaml deleted file mode 100644 index e254e450c86f75fb2c9e04bdcbb8b7e9cba8023c..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-avg-match-duration/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-avg-match-duration -kind: external -task_type: regression -description: Predict the average match duration (minutes) for matches involving a player over the next time window (using winner_id FK) -entity_table: players -entity_col: winner_id -target_col: pred_minutes -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-bp-save-rate-loser/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-bp-save-rate-loser/manifest.yaml deleted file mode 100644 index faa876cc474d5351e97e51d66e1e826791d93bb3..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-bp-save-rate-loser/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-bp-save-rate-loser -kind: external -task_type: regression -description: Predict a player's break-point save rate (saved / faced) in losses next window. -entity_table: players -entity_col: loser_id -target_col: bp_save_rate_loser -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-bp-save-rate/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-bp-save-rate/manifest.yaml deleted file mode 100644 index 378503e1054f5dcc2327b2a6d9f57f0d6e7df612..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-bp-save-rate/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-bp-save-rate -kind: external -task_type: regression -description: Predict a player's break-point save rate (bp_saved / bp_faced) next window. -entity_table: players -entity_col: winner_id -target_col: bp_save_rate -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-churn-4m/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-churn-4m/manifest.yaml deleted file mode 100644 index 8879759a111d2c2a14431833b4639dcc60a84231..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-churn-4m/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-churn-4m -kind: external -task_type: binary_classification -description: Predict whether a player has no match wins over the next 4-window horizon (early retirement marker). -entity_table: players -entity_col: winner_id -target_col: churn_4m -time_col: tourney_date -timedelta: 409 days 15:21:36 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-churn-6m/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-churn-6m/manifest.yaml deleted file mode 100644 index 030e8d279d32afde4d6741238de1e7da09262d16..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-churn-6m/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-churn-6m -kind: external -task_type: binary_classification -description: Predict whether a player plays no matches (as winner) in the next 6-window horizon (long-horizon retirement signal). -entity_table: players -entity_col: winner_id -target_col: churn_6m -time_col: tourney_date -timedelta: 614 days 11:02:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-churn-7m/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-churn-7m/manifest.yaml deleted file mode 100644 index dfe9f15c061082ffddb4c242e677d9fc9b8ecec7..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-churn-7m/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-churn-7m -kind: external -task_type: binary_classification -description: Predict whether a player has no match wins across a 7-window horizon (long-term dropout). -entity_table: players -entity_col: winner_id -target_col: churn_7m -time_col: tourney_date -timedelta: 716 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-churn-8m/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-churn-8m/manifest.yaml deleted file mode 100644 index 9c5c73e0a64845d9cafc1dabc03480071cf51f9c..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-churn-8m/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-churn-8m -kind: external -task_type: binary_classification -description: Predict whether a player plays no matches in the next 8-window horizon (deep retirement horizon). -entity_table: players -entity_col: winner_id -target_col: churn_8m -time_col: tourney_date -timedelta: 819 days 06:43:12 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-df-prone-loser/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-df-prone-loser/manifest.yaml deleted file mode 100644 index ce964a920cf55c1381723bc375a9ef2d37397588..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-df-prone-loser/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-df-prone-loser -kind: external -task_type: binary_classification -description: Predict whether a player averages more than 4 double faults per losing match next window. -entity_table: players -entity_col: loser_id -target_col: df_prone -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-df-rate-derived/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-df-rate-derived/manifest.yaml deleted file mode 100644 index 0ce598b4788b4f4ce9c3dda85c737a25c874daf5..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-df-rate-derived/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-df-rate-derived -kind: external -task_type: regression -description: Predict the rate of double-faults per service point for a player as winner next window. -entity_table: players -entity_col: winner_id -target_col: df_rate -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-distinct-surfaces/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-distinct-surfaces/manifest.yaml deleted file mode 100644 index 73713e8fb9e9f0bfd4b4a916461fd36d1c905c5a..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-distinct-surfaces/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-distinct-surfaces -kind: external -task_type: regression -description: Predict how many distinct court surfaces a player will win matches on next window. -entity_table: players -entity_col: winner_id -target_col: distinct_surfaces -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-distinct-tournaments/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-distinct-tournaments/manifest.yaml deleted file mode 100644 index 99a06f93d6662b21262454c3bae68584d5300f86..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-distinct-tournaments/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-distinct-tournaments -kind: external -task_type: regression -description: Predict how many distinct tournaments a player will win a match in next window. -entity_table: players -entity_col: winner_id -target_col: distinct_tournaments_won -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-first-serve-in-rate/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-first-serve-in-rate/manifest.yaml deleted file mode 100644 index b07f3b35b4b7eea3744b23db8edfa03e817c8b20..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-first-serve-in-rate/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-first-serve-in-rate -kind: external -task_type: regression -description: Predict the first-serve-in rate (1st_in / svpt) for the winning player next window. -entity_table: players -entity_col: winner_id -target_col: first_serve_in_rate -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-first-serve-win-rate/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-first-serve-win-rate/manifest.yaml deleted file mode 100644 index 7b4b1f0fd42370712ad3b1cd4ef7d547e6ec7540..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-first-serve-win-rate/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-first-serve-win-rate -kind: external -task_type: regression -description: Predict the win rate on first serve (1st_won / 1st_in) for a winning player next window. -entity_table: players -entity_col: winner_id -target_col: first_serve_win_rate -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-long-match/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-long-match/manifest.yaml deleted file mode 100644 index bc993b48a59a611be1a4a9219782eb73739b7630..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-long-match/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-long-match -kind: external -task_type: binary_classification -description: Predict if a player (winning) averages match duration > 120 minutes next window (grinder). -entity_table: players -entity_col: winner_id -target_col: long_match -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-loser-ace-mean/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-loser-ace-mean/manifest.yaml deleted file mode 100644 index d122d264049ebbe6754a199ace5efa321069bec0..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-loser-ace-mean/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-loser-ace-mean -kind: external -task_type: regression -description: Predict the average aces a player hits when losing next window (strong-serve losers). -entity_table: players -entity_col: loser_id -target_col: aces_as_loser -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-loser-bp-faced-sum/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-loser-bp-faced-sum/manifest.yaml deleted file mode 100644 index 89fdc745e4219b31dc2b569f0d8b0e901d9d416f..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-loser-bp-faced-sum/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-loser-bp-faced-sum -kind: external -task_type: regression -description: Predict the total break points faced by a player in losses next window (pressure indicator). -entity_table: players -entity_col: loser_id -target_col: bp_faced_loss -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-loser-churn-5m/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-loser-churn-5m/manifest.yaml deleted file mode 100644 index 53bc15427f4837805be5276bbe3943b0f23178f1..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-loser-churn-5m/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-loser-churn-5m -kind: external -task_type: binary_classification -description: Predict whether a player has no loss events in the next 5-window horizon (long-horizon exit). -entity_table: players -entity_col: loser_id -target_col: loser_churn_5m -time_col: tourney_date -timedelta: 512 days 01:12:00 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-loser-return-6m/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-loser-return-6m/manifest.yaml deleted file mode 100644 index 29e5d514f868430ca340fd6172f6d7cb6538524a..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-loser-return-6m/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-loser-return-6m -kind: external -task_type: binary_classification -description: Predict whether an inactive player appears again (as loser) in the next 6-window horizon, signalling a comeback. -entity_table: players -entity_col: loser_id -target_col: loser_return_6m -time_col: tourney_date -timedelta: 614 days 11:02:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-loss-count/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-loss-count/manifest.yaml deleted file mode 100644 index b0a6dadbd84f30f9f8f98b5a33a4622c4275f99f..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-loss-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-loss-count -kind: external -task_type: regression -description: Predict the number of matches a player loses over the next time window -entity_table: players -entity_col: loser_id -target_col: predict_player_loss_count -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-match-duration-change/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-match-duration-change/manifest.yaml deleted file mode 100644 index adfa7e3b30f2e8a376458183589241953652c575..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-match-duration-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-match-duration-change -kind: external -task_type: regression -description: Predict the change in a player's mean match duration (as winner) between current and next window. -entity_table: players -entity_col: winner_id -target_col: duration_delta -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-max-aces-winner/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-max-aces-winner/manifest.yaml deleted file mode 100644 index 760b026c74adc7e7ae5b74701a1cd05daf653ff2..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-max-aces-winner/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-max-aces-winner -kind: external -task_type: regression -description: Predict peak aces hit by a player in a match (as winner) next window. -entity_table: players -entity_col: winner_id -target_col: max_aces -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-ranking-points-trend/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-ranking-points-trend/manifest.yaml deleted file mode 100644 index 3844ff50159e69c4d88ec154f0bcfc6824c46581..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-ranking-points-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-ranking-points-trend -kind: external -task_type: binary_classification -description: Predict whether a player's mean ranking points as winner will increase next window. -entity_table: players -entity_col: winner_id -target_col: rank_points_trend_up -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-return-5m/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-return-5m/manifest.yaml deleted file mode 100644 index b3f5e3de0e5521027eb5e6dd934ffc441938b5d7..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-return-5m/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-return-5m -kind: external -task_type: binary_classification -description: Predict whether an inactive player returns to win a match within the next 5-window horizon (comeback). -entity_table: players -entity_col: winner_id -target_col: return_5m -time_col: tourney_date -timedelta: 512 days 01:12:00 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-return-6m/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-return-6m/manifest.yaml deleted file mode 100644 index 6fa682427f5efaab1cf0ae3ab9676241d713b68e..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-return-6m/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-return-6m -kind: external -task_type: binary_classification -description: Predict whether an inactive player reactivates with a match win in the next 6-window horizon. -entity_table: players -entity_col: winner_id -target_col: return_6m -time_col: tourney_date -timedelta: 614 days 11:02:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-return-7m/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-return-7m/manifest.yaml deleted file mode 100644 index f2dc15f7af3bfd5756966861a2ae75a126738673..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-return-7m/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-return-7m -kind: external -task_type: binary_classification -description: Predict whether a retired-looking player returns to competitive wins over the next 7-window horizon. -entity_table: players -entity_col: winner_id -target_col: return_7m -time_col: tourney_date -timedelta: 716 days 20:52:48 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-return-8m/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-return-8m/manifest.yaml deleted file mode 100644 index c19d10c2e591a8aef4946d3f4c2ff29e7b335dd9..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-return-8m/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-return-8m -kind: external -task_type: binary_classification -description: Predict whether a long-inactive player comes out of retirement with at least one win in the next 8-window horizon. -entity_table: players -entity_col: winner_id -target_col: return_8m -time_col: tourney_date -timedelta: 819 days 06:43:12 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-second-serve-in-rate/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-second-serve-in-rate/manifest.yaml deleted file mode 100644 index 3415ec80ecbe50e829bf6779684b45f5ef59dcf6..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-second-serve-in-rate/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-second-serve-in-rate -kind: external -task_type: regression -description: Predict the proportion of second serve wins out of service points for a player as winner next window. -entity_table: players -entity_col: winner_id -target_col: second_serve_rate -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-second-serve-win-rate/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-second-serve-win-rate/manifest.yaml deleted file mode 100644 index 868dea30ed1529d06f6cada705c5783749020188..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-second-serve-win-rate/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-second-serve-win-rate -kind: external -task_type: regression -description: Predict second-serve win rate (2nd_won / svpt) for a player next window (approximate). -entity_table: players -entity_col: winner_id -target_col: second_serve_win_rate -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-time-until-next-loss-6m/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-time-until-next-loss-6m/manifest.yaml deleted file mode 100644 index 1c03b2b7b753fabee8e369e00224555ce9ec7649..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-time-until-next-loss-6m/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-time-until-next-loss-6m -kind: external -task_type: regression -description: Predict days until the player's next loss event across a 6-window horizon (match participation layoff). -entity_table: players -entity_col: loser_id -target_col: days_to_next_loss_6m -time_col: tourney_date -timedelta: 614 days 11:02:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-time-until-next-match-4m/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-time-until-next-match-4m/manifest.yaml deleted file mode 100644 index 6d507cd842cf801549f0e04e821a3b4b6a9471a9..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-time-until-next-match-4m/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-time-until-next-match-4m -kind: external -task_type: regression -description: Predict days until the player's next match win, evaluated over a 4-window horizon. -entity_table: players -entity_col: winner_id -target_col: days_to_next_4m -time_col: tourney_date -timedelta: 409 days 15:21:36 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-time-until-next-match-5m/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-time-until-next-match-5m/manifest.yaml deleted file mode 100644 index ce5a42c19b85e98c1ad1fa75940fc867feddeb65..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-time-until-next-match-5m/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-time-until-next-match-5m -kind: external -task_type: regression -description: Predict days until the player's next match win across a 5-window horizon. -entity_table: players -entity_col: winner_id -target_col: days_to_next_5m -time_col: tourney_date -timedelta: 512 days 01:12:00 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-time-until-next-match-6m/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-time-until-next-match-6m/manifest.yaml deleted file mode 100644 index 59d8102d9fc8668a26c6e7670f48d07d841ed097..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-time-until-next-match-6m/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-time-until-next-match-6m -kind: external -task_type: regression -description: Predict days until the player's next match win across a 6-window horizon (longer layoff signal). -entity_table: players -entity_col: winner_id -target_col: days_to_next_6m -time_col: tourney_date -timedelta: 614 days 11:02:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-time-until-next-match-8m/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-time-until-next-match-8m/manifest.yaml deleted file mode 100644 index 43e10fbe7875e0f0f25e14c866854c615fee7482..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-time-until-next-match-8m/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-time-until-next-match-8m -kind: external -task_type: regression -description: Predict days until the player's next match win across an 8-window horizon (captures long hiatuses / retirements). -entity_table: players -entity_col: winner_id -target_col: days_to_next_8m -time_col: tourney_date -timedelta: 819 days 06:43:12 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-top-ace-rate/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-top-ace-rate/manifest.yaml deleted file mode 100644 index 8991530808eeaf9a6757033098aea1147149477d..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-top-ace-rate/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-top-ace-rate -kind: external -task_type: binary_classification -description: Predict whether a player will be in the top 25% of players by mean aces per match won next window. -entity_table: players -entity_col: winner_id -target_col: top_ace_rate -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-win-churn/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-win-churn/manifest.yaml deleted file mode 100644 index b10bfcd200bea27ead3f02f212e5659acc20addc..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-win-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-win-churn -kind: external -task_type: binary_classification -description: Predict whether a player wins no matches in the next time window (winless period) -entity_table: players -entity_col: winner_id -target_col: predict_player_win_churn -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-win-concentration/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-win-concentration/manifest.yaml deleted file mode 100644 index d028fbf2165af1c02a87f6d7543019f78315f779..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-win-concentration/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-win-concentration -kind: external -task_type: regression -description: Predict a player's share of total match wins on the tour next window. -entity_table: players -entity_col: winner_id -target_col: win_share -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-win-count/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-win-count/manifest.yaml deleted file mode 100644 index 2ec417814fba0ff77f8cf34595efc1d6347ca5a1..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-win-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-win-count -kind: external -task_type: regression -description: Predict the number of matches a player wins over the next time window -entity_table: players -entity_col: winner_id -target_col: predict_player_win_count -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-player-win-return/manifest.yaml b/thejoin-atp-tennis/tasks/predict-player-win-return/manifest.yaml deleted file mode 100644 index 382b30acc0e9c4acba33cf9fc7b2d5a812f27182..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-player-win-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-win-return -kind: external -task_type: binary_classification -description: Predict whether an inactive player will return to win a match next window. -entity_table: players -entity_col: winner_id -target_col: player_win_return -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-winner-ace-per-serve/manifest.yaml b/thejoin-atp-tennis/tasks/predict-winner-ace-per-serve/manifest.yaml deleted file mode 100644 index 09a0e92140a2fac5a9dea2ce1eb195392a57b5d3..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-winner-ace-per-serve/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-winner-ace-per-serve -kind: external -task_type: regression -description: Winner's ace rate per service point (w_ace / w_svpt) next window. -entity_table: players -entity_col: winner_id -target_col: ace_per_serve -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-winner-appears-matches/manifest.yaml b/thejoin-atp-tennis/tasks/predict-winner-appears-matches/manifest.yaml deleted file mode 100644 index 956623f2dffa7e30497c9f6dc42d7ed544c72d61..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-winner-appears-matches/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-winner-appears-matches -kind: external -task_type: binary_classification -description: Whether a player wins any match next window. -entity_table: players -entity_col: winner_id -target_col: wins_any -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-winner-break-point-save-rate/manifest.yaml b/thejoin-atp-tennis/tasks/predict-winner-break-point-save-rate/manifest.yaml deleted file mode 100644 index ccd64fc904e3e6cee1869b89530932d66d9660a3..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-winner-break-point-save-rate/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-winner-break-point-save-rate -kind: external -task_type: regression -description: Winner's break point save rate (w_bp_saved / w_bp_faced) next window. -entity_table: players -entity_col: winner_id -target_col: bp_save_rate -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-winner-first-serve-in-rate/manifest.yaml b/thejoin-atp-tennis/tasks/predict-winner-first-serve-in-rate/manifest.yaml deleted file mode 100644 index e0fb4c87c7ab26f4332244907ee53d168eb5d9d2..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-winner-first-serve-in-rate/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-winner-first-serve-in-rate -kind: external -task_type: regression -description: Winner's first-serve in rate (w_1st_in / w_svpt) next window. -entity_table: players -entity_col: winner_id -target_col: first_serve_in_rate -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-winner-first-serve-win-rate/manifest.yaml b/thejoin-atp-tennis/tasks/predict-winner-first-serve-win-rate/manifest.yaml deleted file mode 100644 index d8b45bc10977a868f255e39fd8437fd44313957e..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-winner-first-serve-win-rate/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-winner-first-serve-win-rate -kind: external -task_type: regression -description: Winner's first-serve win rate (w_1st_won / w_1st_in) next window. -entity_table: players -entity_col: winner_id -target_col: first_serve_win_rate -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-atp-tennis/tasks/predict-winner-match-duration-avg/manifest.yaml b/thejoin-atp-tennis/tasks/predict-winner-match-duration-avg/manifest.yaml deleted file mode 100644 index 4211c2cb800367144d53c9996a5f22f1fc630a95..0000000000000000000000000000000000000000 --- a/thejoin-atp-tennis/tasks/predict-winner-match-duration-avg/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-winner-match-duration-avg -kind: external -task_type: regression -description: Average winning match duration (minutes) next window. -entity_table: players -entity_col: winner_id -target_col: avg_minutes -time_col: tourney_date -timedelta: 102 days 09:50:24 -manifest_version: 1 diff --git a/thejoin-australianfootball/README.md b/thejoin-australianfootball/README.md deleted file mode 100644 index 86c3f78646d3dd024fdad965dc22bd1181c45856..0000000000000000000000000000000000000000 --- a/thejoin-australianfootball/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: ctu-australianfootball ---- - -# ctu-australianfootball - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("ctu-australianfootball") -task = relbench.load_task("ctu-australianfootball", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-australianfootball/manifest.yaml b/thejoin-australianfootball/manifest.yaml deleted file mode 100644 index d685eca998bd7f99aa55dc88db8548107a20e87f..0000000000000000000000000000000000000000 --- a/thejoin-australianfootball/manifest.yaml +++ /dev/null @@ -1,26 +0,0 @@ -name: thejoin-australianfootball -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - match_stats: - pkey: null - time_col: null - fkeys: - mid: matches - pid: players - tid: teams - matches: - pkey: mid - time_col: start_dt - fkeys: - tid1: teams - tid2: teams - players: - pkey: pid - time_col: dob - fkeys: {} - teams: - pkey: tid - time_col: null - fkeys: {} diff --git a/thejoin-australianfootball/schema.svg b/thejoin-australianfootball/schema.svg deleted file mode 100644 index 601f6baca6106475b2527bf8da866617340cc690..0000000000000000000000000000000000000000 --- a/thejoin-australianfootball/schema.svg +++ /dev/null @@ -1,365 +0,0 @@ - - -schema - - -match_stats:e->matches:w - - - -match_stats:e->players:w - - - -match_stats:e->teams:w - - - -matches:e->teams:w - - - -matches:e->teams:w - - -match_stats - -match_stats - -134K rows - -mid - -FK - -pid - -FK - -tid - -FK - -ki - -int - -mk - -int - -hb - -int - -di - -int - -gl - -int - -bh - -int - -ho - -int - -tk - -int - -rb - -int - -if - -int - -cl - -int - -cg - -int - -ff - -int - -fa - -int - -br - -int - -cp - -int - -up - -int - -cm - -int - -mi - -int - -1_p - -int - -bo - -int - -ga - -int - -pp - -int - -loc - -str - - - -matches - -matches - -3K rows - -mid - -PK - -tid1 - -FK - -tid2 - -FK - -start_dt - -TIME - -season - -int - -att - -int - -margin - -int - -win_score - -int - -win_tid - -int - -lose_score - -int - -lose_tid - -int - -h_tid - -int - -h_score - -int - -h_q1g - -int - -h_q2g - -int - -h_q3g - -int - -h_q4g - -int - -h_etg - -int - -h_q1b - -int - -h_q2b - -int - -h_q3b - -int - -h_q4b - -int - -h_etb - -int - -a_tid - -int - -a_score - -int - -a_q1g - -int - -a_q2g - -int - -a_q3g - -int - -a_q4g - -int - -a_etg - -int - -a_q1b - -int - -a_q2b - -int - -a_q3b - -int - -a_q4b - -int - -a_etb - -int - -target - -int - -round - -str - -tid1_loc - -str - -tid2_loc - -str - -venue - -str - -win_loc - -str - -lose_loc - -str - - - -players - -players - -2K rows - -pid - -PK - -dob - -TIME - -height - -int - -weight - -int - -first_name - -str - -last_name - -str - - - -teams - -teams - -18 rows - -tid - -PK - -tname - -str - - - - \ No newline at end of file diff --git a/thejoin-basketball-men/README.md b/thejoin-basketball-men/README.md deleted file mode 100644 index 90f87623bca1c0c09c53fe51f47b9321d45e68d3..0000000000000000000000000000000000000000 --- a/thejoin-basketball-men/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: ctu-basketball-men ---- - -# ctu-basketball-men - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("ctu-basketball-men") -task = relbench.load_task("ctu-basketball-men", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-basketball-men/manifest.yaml b/thejoin-basketball-men/manifest.yaml deleted file mode 100644 index f8a2e4d6108abd6b7ef733039c6eedd887a32f4e..0000000000000000000000000000000000000000 --- a/thejoin-basketball-men/manifest.yaml +++ /dev/null @@ -1,44 +0,0 @@ -name: thejoin-basketball-men -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - awards_coaches: - pkey: id - time_col: year - fkeys: {} - awards_players: - pkey: null - time_col: year - fkeys: - player_id: players - coaches: - pkey: null - time_col: year - fkeys: {} - draft: - pkey: id - time_col: null - fkeys: {} - player_allstar: - pkey: null - time_col: season_id - fkeys: - player_id: players - players: - pkey: player_id - time_col: null - fkeys: {} - players_teams: - pkey: id - time_col: year - fkeys: - player_id: players - series_post: - pkey: id - time_col: year - fkeys: {} - teams: - pkey: null - time_col: year - fkeys: {} diff --git a/thejoin-basketball-men/schema.svg b/thejoin-basketball-men/schema.svg deleted file mode 100644 index 4aafc9b7e8463b77ff511e7ac04182c5bd3426fb..0000000000000000000000000000000000000000 --- a/thejoin-basketball-men/schema.svg +++ /dev/null @@ -1,869 +0,0 @@ - - -schema - - -awards_players:e->players:w - - - -player_allstar:e->players:w - - - -players_teams:e->players:w - - - -awards_coaches - -awards_coaches - -61 rows - -id - -PK - -year - -TIME - -coach_id - -str - -award - -str - -lg_id - -str - -note - -str - - - -awards_players - -awards_players - -2K rows - -player_id - -FK - -year - -TIME - -award - -str - -lg_id - -str - -note - -str - -pos - -str - - - -players - -players - -5K rows - -player_id - -PK - -height - -float - -firstseason - -int - -lastseason - -int - -weight - -int - -use_first - -str - -first_name - -str - -middle_name - -str - -last_name - -str - -name_given - -str - -full_given_name - -str - -name_suffix - -str - -name_nick - -str - -pos - -str - -college - -str - -college_other - -str - -birth_city - -str - -birth_state - -str - -birth_country - -str - -high_school - -str - -hs_city - -str - -hs_state - -str - -hs_country - -str - -death_date - -str - -race - -str - -birth_date - -datetime - - - -coaches - -coaches - -2K rows - -year - -TIME - -stint - -int - -won - -int - -lost - -int - -post_wins - -int - -post_losses - -int - -coach_id - -str - -tm_id - -str - -lg_id - -str - - - -draft - -draft - -9K rows - -id - -PK - -draft_year - -int - -draft_round - -int - -draft_selection - -int - -draft_overall - -int - -tm_id - -str - -first_name - -str - -last_name - -str - -suffix_name - -str - -player_id - -str - -draft_from - -str - -lg_id - -str - - - -player_allstar - -player_allstar - -2K rows - -player_id - -FK - -season_id - -TIME - -games_played - -int - -minutes - -int - -points - -int - -o_rebounds - -int - -d_rebounds - -int - -rebounds - -int - -assists - -int - -steals - -int - -blocks - -int - -turnovers - -int - -personal_fouls - -int - -fg_attempted - -int - -fg_made - -int - -ft_attempted - -int - -ft_made - -int - -three_attempted - -int - -three_made - -int - -last_name - -str - -first_name - -str - -conference - -str - -league_id - -str - - - -players_teams - -players_teams - -24K rows - -id - -PK - -player_id - -FK - -year - -TIME - -stint - -int - -gp - -int - -gs - -int - -minutes - -int - -points - -int - -o_rebounds - -int - -d_rebounds - -int - -rebounds - -int - -assists - -int - -steals - -int - -blocks - -int - -turnovers - -int - -pf - -int - -fg_attempted - -int - -fg_made - -int - -ft_attempted - -int - -ft_made - -int - -three_attempted - -int - -three_made - -int - -post_gp - -int - -post_gs - -int - -post_minutes - -int - -post_points - -int - -posto_rebounds - -int - -postd_rebounds - -int - -post_rebounds - -int - -post_assists - -int - -post_steals - -int - -post_blocks - -int - -post_turnovers - -int - -post_pf - -int - -postfg_attempted - -int - -postfg_made - -int - -postft_attempted - -int - -postft_made - -int - -postthree_attempted - -int - -postthree_made - -int - -tm_id - -str - -lg_id - -str - -note - -str - - - -series_post - -series_post - -775 rows - -id - -PK - -year - -TIME - -w - -int - -l - -int - -round - -str - -series - -str - -tm_id_winner - -str - -lg_id_winner - -str - -tm_id_loser - -str - -lg_id_loser - -str - - - -teams - -teams - -2K rows - -year - -TIME - -rank - -int - -conf_rank - -int - -o_fgm - -int - -o_fga - -int - -o_ftm - -int - -o_fta - -int - -o_3pm - -int - -o_3pa - -int - -o_oreb - -int - -o_dreb - -int - -o_reb - -int - -o_asts - -int - -o_pf - -int - -o_stl - -int - -o_to - -int - -o_blk - -int - -o_pts - -int - -d_fgm - -int - -d_fga - -int - -d_ftm - -int - -d_fta - -int - -d_3pm - -int - -d_3pa - -int - -d_oreb - -int - -d_dreb - -int - -d_reb - -int - -d_asts - -int - -d_pf - -int - -d_stl - -int - -d_to - -int - -d_blk - -int - -d_pts - -int - -o_tm_rebound - -int - -d_tm_rebound - -int - -home_won - -int - -home_lost - -int - -away_won - -int - -away_lost - -int - -neut_won - -int - -neut_loss - -int - -conf_won - -int - -conf_loss - -int - -div_won - -int - -div_loss - -int - -pace - -int - -won - -int - -lost - -int - -games - -int - -min - -int - -attendance - -int - -lg_id - -str - -tm_id - -str - -franch_id - -str - -conf_id - -str - -div_id - -str - -playoff - -str - -name - -str - -arena - -str - -bbtm_id - -str - - - \ No newline at end of file diff --git a/thejoin-basketball-women/README.md b/thejoin-basketball-women/README.md deleted file mode 100644 index 2a1ec479756443f49586bf2ba3cf17ca941d47b1..0000000000000000000000000000000000000000 --- a/thejoin-basketball-women/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: ctu-basketball-women ---- - -# ctu-basketball-women - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("ctu-basketball-women") -task = relbench.load_task("ctu-basketball-women", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-basketball-women/manifest.yaml b/thejoin-basketball-women/manifest.yaml deleted file mode 100644 index 4c0a37fb78055cf8c34cd90ed7f924f6079ef9a9..0000000000000000000000000000000000000000 --- a/thejoin-basketball-women/manifest.yaml +++ /dev/null @@ -1,39 +0,0 @@ -name: thejoin-basketball-women -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - awards_players: - pkey: null - time_col: year - fkeys: - player_id: players - coaches: - pkey: null - time_col: year - fkeys: {} - draft: - pkey: null - time_col: draft_year - fkeys: {} - players: - pkey: bio_id - time_col: null - fkeys: {} - players_teams: - pkey: null - time_col: year - fkeys: - player_id: players - series_post: - pkey: null - time_col: year - fkeys: {} - teams: - pkey: null - time_col: year - fkeys: {} - teams_post: - pkey: null - time_col: year - fkeys: {} diff --git a/thejoin-basketball-women/schema.svg b/thejoin-basketball-women/schema.svg deleted file mode 100644 index 093241ec3351aacdd95131aeeb55a352e562724d..0000000000000000000000000000000000000000 --- a/thejoin-basketball-women/schema.svg +++ /dev/null @@ -1,781 +0,0 @@ - - -schema - - -awards_players:e->players:w - - - -players_teams:e->players:w - - - -awards_players - -awards_players - -159 rows - -player_id - -FK - -year - -TIME - -award - -str - -lg_id - -str - -note - -str - -pos - -str - -name - -str - - - -players - -players - -893 rows - -bio_id - -PK - -firstseason - -int - -lastseason - -int - -height - -int - -weight - -int - -first_name - -str - -middle_name - -str - -last_name - -str - -full_given_name - -str - -married_name - -str - -name_nick - -str - -pos - -str - -college - -str - -college_other - -str - -birth_city - -str - -birth_state - -str - -birth_country - -str - -high_school - -str - -hs_city - -str - -hs_state - -str - -hs_country - -str - -death_date - -str - -name_given - -null - -birth_date - -datetime - - - -coaches - -coaches - -267 rows - -year - -TIME - -stint - -int - -won - -int - -lost - -int - -post_wins - -int - -post_losses - -int - -coach_id - -str - -full_name - -str - -tm_id - -str - -lg_id - -str - -player_coach - -bool - - - -draft - -draft - -774 rows - -draft_year - -TIME - -draft_round - -int - -draft_selection - -int - -draft_overall - -int - -tm_id - -str - -first_name - -str - -last_name - -str - -full_name - -str - -draft_from - -str - -lg_id - -str - -played_pro - -str - -notes - -str - -pick_route - -str - -suffix_name - -null - -player_id - -null - - - -players_teams - -players_teams - -3K rows - -player_id - -FK - -year - -TIME - -stint - -int - -gp - -int - -gs - -int - -minutes - -int - -points - -int - -o_rebounds - -int - -d_rebounds - -int - -rebounds - -int - -assists - -int - -steals - -int - -blocks - -int - -turnovers - -int - -pf - -int - -fg_attempted - -int - -fg_made - -int - -ft_attempted - -int - -ft_made - -int - -three_attempted - -int - -three_made - -int - -dq - -int - -post_gp - -int - -post_gs - -int - -post_minutes - -int - -post_points - -int - -posto_rebounds - -int - -postd_rebounds - -int - -post_rebounds - -int - -post_assists - -int - -post_steals - -int - -post_blocks - -int - -post_turnovers - -int - -post_pf - -int - -postfg_attempted - -int - -postfg_made - -int - -postft_attempted - -int - -postft_made - -int - -postthree_attempted - -int - -postthree_made - -int - -post_dq - -int - -player_name - -str - -tm_id - -str - -lg_id - -str - - - -series_post - -series_post - -104 rows - -year - -TIME - -w - -int - -l - -int - -round - -str - -series - -str - -tm_id_winner - -str - -lg_id_winner - -str - -tm_id_loser - -str - -lg_id_loser - -str - - - -teams - -teams - -234 rows - -year - -TIME - -rank - -int - -seeded - -int - -o_fgm - -int - -o_fga - -int - -o_ftm - -int - -o_fta - -int - -o_3pm - -int - -o_3pa - -int - -o_oreb - -int - -o_dreb - -int - -o_reb - -int - -o_asts - -int - -o_pf - -int - -o_stl - -int - -o_to - -int - -o_blk - -int - -o_pts - -int - -d_fgm - -int - -d_fga - -int - -d_ftm - -int - -d_fta - -int - -d_3pm - -int - -d_3pa - -int - -d_oreb - -int - -d_dreb - -int - -d_reb - -int - -d_asts - -int - -d_pf - -int - -d_stl - -int - -d_to - -int - -d_blk - -int - -d_pts - -int - -tm_orb - -int - -tm_drb - -int - -tm_trb - -int - -opptm_orb - -int - -opptm_drb - -int - -opptm_trb - -int - -won - -int - -lost - -int - -gp - -int - -home_w - -int - -home_l - -int - -away_w - -int - -away_l - -int - -conf_w - -int - -conf_l - -int - -min - -int - -attend - -int - -lg_id - -str - -tm_id - -str - -franch_id - -str - -conf_id - -str - -first_round - -str - -semis - -str - -finals - -str - -name - -str - -arena - -str - -div_id - -null - -playoff - -bool - - - -teams_post - -teams_post - -123 rows - -year - -TIME - -w - -int - -l - -int - -tm_id - -str - -lg_id - -str - - - \ No newline at end of file diff --git a/thejoin-beeradvocate/README.md b/thejoin-beeradvocate/README.md deleted file mode 100644 index 410a010a5bfc2c2976f7a56939cafa94dda085ba..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/README.md +++ /dev/null @@ -1,93 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: food-beeradvocate ---- - -# food-beeradvocate - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-beer-appearance-palate-ratio` | external | regression | Ratio of appearance score to palate score for the beer (visual vs mouthfeel balance). | -| `predict-beer-aroma-to-taste-ratio` | external | regression | Ratio of aroma score to taste score — measures how aromatic the beer is relative to taste perception. | -| `predict-beer-avg-review-length` | external | regression | Predict the mean review length for a beer in the next time window | -| `predict-beer-churn` | external | binary_classification | Predict whether a beer will receive zero reviews in the next time window | -| `predict-beer-epic-review-rare` | external | binary_classification | Whether the beer receives an unusually long (>=3000 chars) epic review next window. | -| `predict-beer-high-rating` | external | binary_classification | Whether mean overall rating for this beer exceeds 4 next window. | -| `predict-beer-highly-rated` | external | binary_classification | Whether the beer's average overall rating exceeds 4.0 next window (quality flag). | -| `predict-beer-low-rating` | external | binary_classification | Whether mean overall rating falls below 3 next window. | -| `predict-beer-max-overall` | external | regression | Maximum overall rating received next window. | -| `predict-beer-mean-appearance` | external | regression | Mean appearance rating for the beer next window. | -| `predict-beer-mean-aroma` | external | regression | Mean aroma rating for the beer next window. | -| `predict-beer-mean-overall` | external | regression | Mean overall rating the beer receives next window. | -| `predict-beer-mean-palate` | external | regression | Mean palate rating for the beer next window. | -| `predict-beer-mean-taste` | external | regression | Mean taste rating the beer receives next window. | -| `predict-beer-min-overall` | external | regression | Minimum overall rating received next window. | -| `predict-beer-overall-to-taste-ratio` | external | regression | Overall rating divided by taste rating (perception gap). | -| `predict-beer-perfect-appearance-rare` | external | binary_classification | Whether the beer receives at least one perfect appearance score (5.0) next window. | -| `predict-beer-perfect-aroma-rare` | external | binary_classification | Whether the beer receives at least one perfect aroma score (5.0) next window. | -| `predict-beer-perfect-overall-rare` | external | binary_classification | Whether the beer receives at least one perfect overall score (5.0) next window. | -| `predict-beer-perfect-palate-rare` | external | binary_classification | Whether the beer receives at least one perfect palate score (5.0) next window. | -| `predict-beer-perfect-taste-rare` | external | binary_classification | Whether the beer receives at least one perfect taste score (5.0) next window. | -| `predict-beer-rating-change` | external | regression | Predict the change in mean overall rating for a beer between the current and next window. | -| `predict-beer-rating-trend` | external | binary_classification | Predict whether a beer's mean overall rating increases in the next window compared to the current window. | -| `predict-beer-rating-volatility` | external | regression | Predict the standard deviation of overall ratings received by a beer in the next window, indicating rating consistency. | -| `predict-beer-review-concentration` | external | regression | Predict what fraction of all review activity a beer captures in the next window. | -| `predict-beer-review-count` | external | regression | Predict the number of reviews a beer will receive in the next time window | -| `predict-beer-review-existence` | external | binary_classification | Whether the beer receives any review in the next window. | -| `predict-beer-review-return` | external | binary_classification | Predict whether a beer that received no reviews in the current window will be reviewed again in the next window. | -| `predict-beer-sum-review-len` | external | regression | Sum of review lengths for this beer next window. | -| `predict-beer-top-rated` | external | binary_classification | Predict whether a beer will be in the top 25% by mean overall rating in the next window. | -| `predict-beer-total-review-length` | external | regression | Total review text length received for the beer next window (engagement depth). | -| `predict-beer-viral-burst-rare` | external | binary_classification | Whether the beer experiences a viral burst (a very rare high-review-count event) next window. | -| `predict-new-beer-five-window-cold-start` | external | binary_classification | Whether a newly-introduced beer sustains reviewer interest across a 5-window cold-start horizon. | -| `predict-new-beer-repeat-cold-start` | external | binary_classification | Whether a newly-reviewed beer will get any subsequent reviews within its first lookforward windows. | -| `predict-new-beer-repeat-long-cold-start` | external | binary_classification | Whether a newly-introduced beer survives a longer cold-start review horizon. | -| `predict-new-beer-three-window-cold-start` | external | binary_classification | Whether a newly-introduced beer garners any review across a 3-window cold-start horizon. | -| `predict-new-beer-tight-cold-start` | external | binary_classification | Whether a newly-rated beer receives another review in its very first window (tight horizon). | -| `predict-new-reviewer-five-window-cold-start` | external | binary_classification | Whether a first-time reviewer demonstrates durable engagement over a 5-window cold-start horizon. | -| `predict-new-reviewer-repeat-cold-start` | external | binary_classification | Whether a brand-new reviewer will post any repeat review within their first lookforward windows. | -| `predict-new-reviewer-repeat-long-cold-start` | external | binary_classification | Whether a brand-new reviewer stays engaged across a longer cold-start horizon. | -| `predict-new-reviewer-three-window-cold-start` | external | binary_classification | Whether a first-time reviewer posts any review over a 3-window cold-start horizon. | -| `predict-new-reviewer-tight-cold-start` | external | binary_classification | Whether a first-time reviewer is active in the very first window after joining (tight horizon). | -| `predict-reviewer-churn` | external | binary_classification | Predict whether a reviewer will write zero reviews in the next time window | -| `predict-reviewer-distinct-beers` | external | regression | Predict how many distinct beers a reviewer will review in the next window. | -| `predict-reviewer-extended-count` | external | regression | Number of reviews by reviewer over extended horizon. | -| `predict-reviewer-gives-perfect-rare` | external | binary_classification | Whether the reviewer awards a perfect overall 5.0 to any beer next window. | -| `predict-reviewer-gives-zero-rare` | external | binary_classification | Whether the reviewer posts a review with overall score of 0 (pan) next window. | -| `predict-reviewer-harsh-rater` | external | binary_classification | Whether reviewer's mean overall rating is below 3 next window. | -| `predict-reviewer-harsh-review` | external | binary_classification | Whether the reviewer gives at least one overall rating at or below 2.0 next window. | -| `predict-reviewer-has-review` | external | binary_classification | Predict whether a reviewer will submit any review in the next time window | -| `predict-reviewer-long-review` | external | binary_classification | Whether reviewer's longest review next window exceeds 1500 chars. | -| `predict-reviewer-mean-overall` | external | regression | Mean overall rating the reviewer gives next window (generosity indicator). | -| `predict-reviewer-mean-overall-given` | external | regression | Mean overall rating this reviewer assigns next window. | -| `predict-reviewer-mean-taste` | external | regression | Mean taste rating assigned by this reviewer next window. | -| `predict-reviewer-return` | external | binary_classification | Predict whether a reviewer who was inactive in the current window returns to post reviews in the next window. | -| `predict-reviewer-review-count` | external | regression | Predict the number of reviews a reviewer will write in the next time window | -| `predict-reviewer-review-existence` | external | binary_classification | Whether the reviewer writes any review in the next window. | -| `predict-reviewer-review-length` | external | regression | Predict the mean review length written by a reviewer in the next time window | -| `predict-reviewer-review-length-change` | external | regression | Predict the change in mean review length written by a reviewer between the current and next window. | -| `predict-reviewer-sum-review-len` | external | regression | Sum of review lengths written by reviewer next window. | -| `predict-reviewer-top-active` | external | binary_classification | Predict whether a reviewer will be in the top 25% most active (by review count) in the next window. | -| `predict-reviewer-writes-epic-rare` | external | binary_classification | Whether the reviewer writes an epic-length review (>=3000 chars) next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("food-beeradvocate") -task = relbench.load_task("food-beeradvocate", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-beeradvocate/manifest.yaml b/thejoin-beeradvocate/manifest.yaml deleted file mode 100644 index 01c77a0a975e79f40dc715bdada6c3103c0d8cf9..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-beeradvocate -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - beers: - pkey: beer_id - time_col: null - fkeys: {} - reviewers: - pkey: reviewer_id - time_col: null - fkeys: {} - reviews: - pkey: null - time_col: timestamp - fkeys: - reviewer_id: reviewers - beer_id: beers diff --git a/thejoin-beeradvocate/schema.svg b/thejoin-beeradvocate/schema.svg deleted file mode 100644 index 2e968e2a319fec3482d8f8fdad9d270cf923d5d8..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/schema.svg +++ /dev/null @@ -1,97 +0,0 @@ - - -schema - - -reviews:e->beers:w - - - -reviews:e->reviewers:w - - -beers - -beers - -66K rows - -beer_id - -PK - -name - -str - -style - -str - -abv - -str - -brewer_id - -str - - - -reviewers - -reviewers - -33K rows - -reviewer_id - -PK - - - -reviews - -reviews - -2M rows - -reviewer_id - -FK - -beer_id - -FK - -timestamp - -TIME - -overall - -float - -aroma - -float - -appearance - -float - -palate - -float - -taste - -float - -review_len - -int - - - - \ No newline at end of file diff --git a/thejoin-beeradvocate/tasks/predict-beer-appearance-palate-ratio/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-appearance-palate-ratio/manifest.yaml deleted file mode 100644 index bef053c21220bdbe2d7cb0ce1533a60d59159472..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-appearance-palate-ratio/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-appearance-palate-ratio -kind: external -task_type: regression -description: Ratio of appearance score to palate score for the beer (visual vs mouthfeel balance). -entity_table: beers -entity_col: beer_id -target_col: look_vs_palate -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-aroma-to-taste-ratio/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-aroma-to-taste-ratio/manifest.yaml deleted file mode 100644 index a4f9f6291adc159847f938b77a996b6edd659d4f..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-aroma-to-taste-ratio/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-aroma-to-taste-ratio -kind: external -task_type: regression -description: Ratio of aroma score to taste score — measures how aromatic the beer is relative to taste perception. -entity_table: beers -entity_col: beer_id -target_col: aroma_taste_ratio -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-avg-review-length/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-avg-review-length/manifest.yaml deleted file mode 100644 index d2c478ed5f6102db55cf4ebc29784bb50ec63c5f..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-avg-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-avg-review-length -kind: external -task_type: regression -description: Predict the mean review length for a beer in the next time window -entity_table: beers -entity_col: beer_id -target_col: mean_review_len -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-churn/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-churn/manifest.yaml deleted file mode 100644 index 475be255305f21013d35f5a53038469445bafac2..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-churn -kind: external -task_type: binary_classification -description: Predict whether a beer will receive zero reviews in the next time window -entity_table: beers -entity_col: beer_id -target_col: predict_beer_churn -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-epic-review-rare/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-epic-review-rare/manifest.yaml deleted file mode 100644 index bb6020dd702486025d225e2e35a5a2ec106f06e3..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-epic-review-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-epic-review-rare -kind: external -task_type: binary_classification -description: Whether the beer receives an unusually long (>=3000 chars) epic review next window. -entity_table: beers -entity_col: beer_id -target_col: has_epic_review -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-high-rating/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-high-rating/manifest.yaml deleted file mode 100644 index 3eb9261c4e4abc04f899dbb44341f38e218e610f..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-high-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-high-rating -kind: external -task_type: binary_classification -description: Whether mean overall rating for this beer exceeds 4 next window. -entity_table: beers -entity_col: beer_id -target_col: high_rated -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-highly-rated/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-highly-rated/manifest.yaml deleted file mode 100644 index d01df604ffe8c51d1546cf2d116a455cdeed400b..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-highly-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-highly-rated -kind: external -task_type: binary_classification -description: Whether the beer's average overall rating exceeds 4.0 next window (quality flag). -entity_table: beers -entity_col: beer_id -target_col: highly_rated -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-low-rating/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-low-rating/manifest.yaml deleted file mode 100644 index 5808f0b75cc89b0c36ef69be56cd8329d2ac7c73..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-low-rating/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-low-rating -kind: external -task_type: binary_classification -description: Whether mean overall rating falls below 3 next window. -entity_table: beers -entity_col: beer_id -target_col: bad_rated -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-max-overall/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-max-overall/manifest.yaml deleted file mode 100644 index 0a0012a4eaee9c7c4cf0524720914e8d232c01ce..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-max-overall/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-max-overall -kind: external -task_type: regression -description: Maximum overall rating received next window. -entity_table: beers -entity_col: beer_id -target_col: max_overall -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-mean-appearance/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-mean-appearance/manifest.yaml deleted file mode 100644 index e00ed47a72f42daf864b5d0ba1b935c28ad3dae0..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-mean-appearance/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-mean-appearance -kind: external -task_type: regression -description: Mean appearance rating for the beer next window. -entity_table: beers -entity_col: beer_id -target_col: avg_appearance -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-mean-aroma/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-mean-aroma/manifest.yaml deleted file mode 100644 index bb633321dd1cf48479e051a44da8e8c638f5e53b..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-mean-aroma/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-mean-aroma -kind: external -task_type: regression -description: Mean aroma rating for the beer next window. -entity_table: beers -entity_col: beer_id -target_col: avg_aroma -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-mean-overall/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-mean-overall/manifest.yaml deleted file mode 100644 index 913647694da11aab6a4fe10cb1822e1eb84b1ada..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-mean-overall/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-mean-overall -kind: external -task_type: regression -description: Mean overall rating the beer receives next window. -entity_table: beers -entity_col: beer_id -target_col: avg_overall -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-mean-palate/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-mean-palate/manifest.yaml deleted file mode 100644 index 4053c90a7f3f7a245de0fc96a285a75585b5e1ec..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-mean-palate/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-mean-palate -kind: external -task_type: regression -description: Mean palate rating for the beer next window. -entity_table: beers -entity_col: beer_id -target_col: avg_palate -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-mean-taste/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-mean-taste/manifest.yaml deleted file mode 100644 index a4e9408036bab93f539728cadefd33479bd64e18..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-mean-taste/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-mean-taste -kind: external -task_type: regression -description: Mean taste rating the beer receives next window. -entity_table: beers -entity_col: beer_id -target_col: avg_taste -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-min-overall/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-min-overall/manifest.yaml deleted file mode 100644 index 2924535a854a9175935ec9d22170aa9c09eaded7..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-min-overall/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-min-overall -kind: external -task_type: regression -description: Minimum overall rating received next window. -entity_table: beers -entity_col: beer_id -target_col: min_overall -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-overall-to-taste-ratio/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-overall-to-taste-ratio/manifest.yaml deleted file mode 100644 index 307fd93cbb07e1e6a32f4c734073ecbf3fd2b2d8..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-overall-to-taste-ratio/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-overall-to-taste-ratio -kind: external -task_type: regression -description: Overall rating divided by taste rating (perception gap). -entity_table: beers -entity_col: beer_id -target_col: o_t_ratio -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-perfect-appearance-rare/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-perfect-appearance-rare/manifest.yaml deleted file mode 100644 index f5b813045f32aae15168cc8db26af75ce23bcf51..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-perfect-appearance-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-perfect-appearance-rare -kind: external -task_type: binary_classification -description: Whether the beer receives at least one perfect appearance score (5.0) next window. -entity_table: beers -entity_col: beer_id -target_col: has_perfect_appearance -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-perfect-aroma-rare/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-perfect-aroma-rare/manifest.yaml deleted file mode 100644 index 033cd49fc8b681332d38255ec767af04bb77712e..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-perfect-aroma-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-perfect-aroma-rare -kind: external -task_type: binary_classification -description: Whether the beer receives at least one perfect aroma score (5.0) next window. -entity_table: beers -entity_col: beer_id -target_col: has_perfect_aroma -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-perfect-overall-rare/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-perfect-overall-rare/manifest.yaml deleted file mode 100644 index 79c778789e08e38cf39a81865dfae926909a25af..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-perfect-overall-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-perfect-overall-rare -kind: external -task_type: binary_classification -description: Whether the beer receives at least one perfect overall score (5.0) next window. -entity_table: beers -entity_col: beer_id -target_col: has_perfect_overall -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-perfect-palate-rare/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-perfect-palate-rare/manifest.yaml deleted file mode 100644 index 20d8dd8953f15abc36f97b565b00c81e7e5f454a..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-perfect-palate-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-perfect-palate-rare -kind: external -task_type: binary_classification -description: Whether the beer receives at least one perfect palate score (5.0) next window. -entity_table: beers -entity_col: beer_id -target_col: has_perfect_palate -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-perfect-taste-rare/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-perfect-taste-rare/manifest.yaml deleted file mode 100644 index 5c74ce9c6e4c563fa65999cf14f3c423bcda1f8b..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-perfect-taste-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-perfect-taste-rare -kind: external -task_type: binary_classification -description: Whether the beer receives at least one perfect taste score (5.0) next window. -entity_table: beers -entity_col: beer_id -target_col: has_perfect_taste -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-rating-change/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-rating-change/manifest.yaml deleted file mode 100644 index 4e6cc4b42e15754e896b76d08dc2752d03a392b0..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-rating-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-rating-change -kind: external -task_type: regression -description: Predict the change in mean overall rating for a beer between the current and next window. -entity_table: beers -entity_col: beer_id -target_col: rating_change -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-rating-trend/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-rating-trend/manifest.yaml deleted file mode 100644 index 6310ef470ff117e01239e6d4732734542d4c994c..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-rating-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-rating-trend -kind: external -task_type: binary_classification -description: Predict whether a beer's mean overall rating increases in the next window compared to the current window. -entity_table: beers -entity_col: beer_id -target_col: rating_trend -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-rating-volatility/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-rating-volatility/manifest.yaml deleted file mode 100644 index 587bf7cf2e02d69b5372e8f43d89aa7b3c1d6912..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-rating-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-rating-volatility -kind: external -task_type: regression -description: Predict the standard deviation of overall ratings received by a beer in the next window, indicating rating consistency. -entity_table: beers -entity_col: beer_id -target_col: rating_volatility -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-review-concentration/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-review-concentration/manifest.yaml deleted file mode 100644 index 4b5c64cc18aae2a91011b5c06f26427f6ee5a260..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-review-concentration/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-review-concentration -kind: external -task_type: regression -description: Predict what fraction of all review activity a beer captures in the next window. -entity_table: beers -entity_col: beer_id -target_col: review_concentration -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-review-count/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-review-count/manifest.yaml deleted file mode 100644 index 648bb08c5bb1e39ff24019d7ffde74984d76f91f..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-review-count -kind: external -task_type: regression -description: Predict the number of reviews a beer will receive in the next time window -entity_table: beers -entity_col: beer_id -target_col: predict_beer_review_count -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-review-existence/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-review-existence/manifest.yaml deleted file mode 100644 index f1f97aa081d14ce5d314e15d050ae39e60501a39..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-review-existence/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-review-existence -kind: external -task_type: binary_classification -description: Whether the beer receives any review in the next window. -entity_table: beers -entity_col: beer_id -target_col: has_review_next -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-review-return/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-review-return/manifest.yaml deleted file mode 100644 index 3298a0c1e84ee09fed002ea1ecf2eb2d596ed636..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-review-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-review-return -kind: external -task_type: binary_classification -description: Predict whether a beer that received no reviews in the current window will be reviewed again in the next window. -entity_table: beers -entity_col: beer_id -target_col: beer_review_return -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-sum-review-len/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-sum-review-len/manifest.yaml deleted file mode 100644 index 5c4bbecf65d4c321aba74d65df5da1e98253cc54..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-sum-review-len/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-sum-review-len -kind: external -task_type: regression -description: Sum of review lengths for this beer next window. -entity_table: beers -entity_col: beer_id -target_col: total_review_len -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-top-rated/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-top-rated/manifest.yaml deleted file mode 100644 index d9338def9eb6c055f3e033f9fe85bedd17811f1a..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-top-rated/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-top-rated -kind: external -task_type: binary_classification -description: Predict whether a beer will be in the top 25% by mean overall rating in the next window. -entity_table: beers -entity_col: beer_id -target_col: top_rated_beer -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-total-review-length/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-total-review-length/manifest.yaml deleted file mode 100644 index c3ba8e2027aacff9017497568f2653451e24806f..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-total-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-total-review-length -kind: external -task_type: regression -description: Total review text length received for the beer next window (engagement depth). -entity_table: beers -entity_col: beer_id -target_col: total_text_length -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-beer-viral-burst-rare/manifest.yaml b/thejoin-beeradvocate/tasks/predict-beer-viral-burst-rare/manifest.yaml deleted file mode 100644 index 82aba852f0e6840d9547605825331c53c77d6735..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-beer-viral-burst-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-beer-viral-burst-rare -kind: external -task_type: binary_classification -description: Whether the beer experiences a viral burst (a very rare high-review-count event) next window. -entity_table: beers -entity_col: beer_id -target_col: viral_burst -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-new-beer-five-window-cold-start/manifest.yaml b/thejoin-beeradvocate/tasks/predict-new-beer-five-window-cold-start/manifest.yaml deleted file mode 100644 index 27e5f6be525f5209009737befcca63c4ea2e478e..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-new-beer-five-window-cold-start/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-beer-five-window-cold-start -kind: external -task_type: binary_classification -description: Whether a newly-introduced beer sustains reviewer interest across a 5-window cold-start horizon. -entity_table: beers -entity_col: beer_id -target_col: five_window_reviewed -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-new-beer-repeat-cold-start/manifest.yaml b/thejoin-beeradvocate/tasks/predict-new-beer-repeat-cold-start/manifest.yaml deleted file mode 100644 index db69c730421bf670cf56e0b0468de4830133d090..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-new-beer-repeat-cold-start/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-beer-repeat-cold-start -kind: external -task_type: binary_classification -description: Whether a newly-reviewed beer will get any subsequent reviews within its first lookforward windows. -entity_table: beers -entity_col: beer_id -target_col: will_repeat -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-new-beer-repeat-long-cold-start/manifest.yaml b/thejoin-beeradvocate/tasks/predict-new-beer-repeat-long-cold-start/manifest.yaml deleted file mode 100644 index 0a5bde54a0bf711e456e4f00015e3f28a44ef6a7..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-new-beer-repeat-long-cold-start/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-beer-repeat-long-cold-start -kind: external -task_type: binary_classification -description: Whether a newly-introduced beer survives a longer cold-start review horizon. -entity_table: beers -entity_col: beer_id -target_col: will_repeat_long -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-new-beer-three-window-cold-start/manifest.yaml b/thejoin-beeradvocate/tasks/predict-new-beer-three-window-cold-start/manifest.yaml deleted file mode 100644 index 871fd2aef88bcfdd5151d39d216acf777310a9d5..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-new-beer-three-window-cold-start/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-beer-three-window-cold-start -kind: external -task_type: binary_classification -description: Whether a newly-introduced beer garners any review across a 3-window cold-start horizon. -entity_table: beers -entity_col: beer_id -target_col: three_window_reviewed -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-new-beer-tight-cold-start/manifest.yaml b/thejoin-beeradvocate/tasks/predict-new-beer-tight-cold-start/manifest.yaml deleted file mode 100644 index 8ea519446443a27cb798284f01efdcf735b2dbf6..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-new-beer-tight-cold-start/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-beer-tight-cold-start -kind: external -task_type: binary_classification -description: Whether a newly-rated beer receives another review in its very first window (tight horizon). -entity_table: beers -entity_col: beer_id -target_col: tight_reviewed -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-new-reviewer-five-window-cold-start/manifest.yaml b/thejoin-beeradvocate/tasks/predict-new-reviewer-five-window-cold-start/manifest.yaml deleted file mode 100644 index 82c39a9a9f58322e57be45a7565ac0aa969f9fb1..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-new-reviewer-five-window-cold-start/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-five-window-cold-start -kind: external -task_type: binary_classification -description: Whether a first-time reviewer demonstrates durable engagement over a 5-window cold-start horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: five_window_active -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-new-reviewer-repeat-cold-start/manifest.yaml b/thejoin-beeradvocate/tasks/predict-new-reviewer-repeat-cold-start/manifest.yaml deleted file mode 100644 index 4d08c73acbf8e3d6c2f52d24c367caedb6570c2e..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-new-reviewer-repeat-cold-start/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-repeat-cold-start -kind: external -task_type: binary_classification -description: Whether a brand-new reviewer will post any repeat review within their first lookforward windows. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_repeat -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-new-reviewer-repeat-long-cold-start/manifest.yaml b/thejoin-beeradvocate/tasks/predict-new-reviewer-repeat-long-cold-start/manifest.yaml deleted file mode 100644 index b90a4bd6401e6b13b3b7417682b4846ab1155465..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-new-reviewer-repeat-long-cold-start/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-repeat-long-cold-start -kind: external -task_type: binary_classification -description: Whether a brand-new reviewer stays engaged across a longer cold-start horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: will_repeat_long -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-new-reviewer-three-window-cold-start/manifest.yaml b/thejoin-beeradvocate/tasks/predict-new-reviewer-three-window-cold-start/manifest.yaml deleted file mode 100644 index 39f41ea81adbf3af358ca0073a17100995c30fcd..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-new-reviewer-three-window-cold-start/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-three-window-cold-start -kind: external -task_type: binary_classification -description: Whether a first-time reviewer posts any review over a 3-window cold-start horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: three_window_active -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-new-reviewer-tight-cold-start/manifest.yaml b/thejoin-beeradvocate/tasks/predict-new-reviewer-tight-cold-start/manifest.yaml deleted file mode 100644 index 9d351876cb3e67b9cc2c0498bd21be9f2ab91c9e..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-new-reviewer-tight-cold-start/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-new-reviewer-tight-cold-start -kind: external -task_type: binary_classification -description: Whether a first-time reviewer is active in the very first window after joining (tight horizon). -entity_table: reviewers -entity_col: reviewer_id -target_col: tight_active -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-churn/manifest.yaml b/thejoin-beeradvocate/tasks/predict-reviewer-churn/manifest.yaml deleted file mode 100644 index 55662dd24ddcc861e086ce813b12bb250609b59b..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-reviewer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-churn -kind: external -task_type: binary_classification -description: Predict whether a reviewer will write zero reviews in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: predict_reviewer_churn -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-distinct-beers/manifest.yaml b/thejoin-beeradvocate/tasks/predict-reviewer-distinct-beers/manifest.yaml deleted file mode 100644 index 19c63e1861e74d88bd7fe642623e9fd12e16c8a4..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-reviewer-distinct-beers/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-distinct-beers -kind: external -task_type: regression -description: Predict how many distinct beers a reviewer will review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: distinct_beers -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-extended-count/manifest.yaml b/thejoin-beeradvocate/tasks/predict-reviewer-extended-count/manifest.yaml deleted file mode 100644 index b223d33fa16ac2ab5c2f6924df214dc41ff41645..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-reviewer-extended-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-extended-count -kind: external -task_type: regression -description: Number of reviews by reviewer over extended horizon. -entity_table: reviewers -entity_col: reviewer_id -target_col: long_reviews -time_col: timestamp -timedelta: 158 days 02:33:14.370000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-gives-perfect-rare/manifest.yaml b/thejoin-beeradvocate/tasks/predict-reviewer-gives-perfect-rare/manifest.yaml deleted file mode 100644 index 5d196015f2ebfded69d074f1526da02359270eba..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-reviewer-gives-perfect-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-gives-perfect-rare -kind: external -task_type: binary_classification -description: Whether the reviewer awards a perfect overall 5.0 to any beer next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: gives_perfect_score -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-gives-zero-rare/manifest.yaml b/thejoin-beeradvocate/tasks/predict-reviewer-gives-zero-rare/manifest.yaml deleted file mode 100644 index 355debb988b841e96d9a00f0a7d152f26c016be7..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-reviewer-gives-zero-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-gives-zero-rare -kind: external -task_type: binary_classification -description: Whether the reviewer posts a review with overall score of 0 (pan) next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: gives_zero_overall -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-harsh-rater/manifest.yaml b/thejoin-beeradvocate/tasks/predict-reviewer-harsh-rater/manifest.yaml deleted file mode 100644 index 2b26cc5d4cc1113cb72630dd3d90f2ca1aa34b4b..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-reviewer-harsh-rater/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-harsh-rater -kind: external -task_type: binary_classification -description: Whether reviewer's mean overall rating is below 3 next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: harsh_reviewer -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-harsh-review/manifest.yaml b/thejoin-beeradvocate/tasks/predict-reviewer-harsh-review/manifest.yaml deleted file mode 100644 index d06b79b2cc9ac84ff46811c9a861faccb02602a7..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-reviewer-harsh-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-harsh-review -kind: external -task_type: binary_classification -description: Whether the reviewer gives at least one overall rating at or below 2.0 next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: harsh_reviewer -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-has-review/manifest.yaml b/thejoin-beeradvocate/tasks/predict-reviewer-has-review/manifest.yaml deleted file mode 100644 index 1b9199994347e338c1a05654845cfae7b63c0384..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-reviewer-has-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-has-review -kind: external -task_type: binary_classification -description: Predict whether a reviewer will submit any review in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: predict_reviewer_has_review -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-long-review/manifest.yaml b/thejoin-beeradvocate/tasks/predict-reviewer-long-review/manifest.yaml deleted file mode 100644 index c3c975ee5b306137d2c546b33f9e315df6b0af33..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-reviewer-long-review/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-long-review -kind: external -task_type: binary_classification -description: Whether reviewer's longest review next window exceeds 1500 chars. -entity_table: reviewers -entity_col: reviewer_id -target_col: writes_long -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-mean-overall-given/manifest.yaml b/thejoin-beeradvocate/tasks/predict-reviewer-mean-overall-given/manifest.yaml deleted file mode 100644 index 2b0ab5e5bae64f8254c7f9f14e77c2f3803af4ed..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-reviewer-mean-overall-given/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-mean-overall-given -kind: external -task_type: regression -description: Mean overall rating this reviewer assigns next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_over_given -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-mean-overall/manifest.yaml b/thejoin-beeradvocate/tasks/predict-reviewer-mean-overall/manifest.yaml deleted file mode 100644 index 6d20f1897568afe46a69e923d1e2a6f3fdba9098..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-reviewer-mean-overall/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-mean-overall -kind: external -task_type: regression -description: Mean overall rating the reviewer gives next window (generosity indicator). -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_reviewer_rating -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-mean-taste/manifest.yaml b/thejoin-beeradvocate/tasks/predict-reviewer-mean-taste/manifest.yaml deleted file mode 100644 index 50b72d7bc2999e6c1499b87ed19e5d3de69b9fcb..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-reviewer-mean-taste/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-mean-taste -kind: external -task_type: regression -description: Mean taste rating assigned by this reviewer next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: avg_taste_given -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-return/manifest.yaml b/thejoin-beeradvocate/tasks/predict-reviewer-return/manifest.yaml deleted file mode 100644 index bc85368817d2b09fe6bbca0100c140b696555483..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-reviewer-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-return -kind: external -task_type: binary_classification -description: Predict whether a reviewer who was inactive in the current window returns to post reviews in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: reviewer_return -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-review-count/manifest.yaml b/thejoin-beeradvocate/tasks/predict-reviewer-review-count/manifest.yaml deleted file mode 100644 index f5e67dc94f0bcf0aac449fe7eb3bea9ded488842..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-reviewer-review-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-count -kind: external -task_type: regression -description: Predict the number of reviews a reviewer will write in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: predict_reviewer_review_count -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-review-existence/manifest.yaml b/thejoin-beeradvocate/tasks/predict-reviewer-review-existence/manifest.yaml deleted file mode 100644 index dc167766fb49e280715df8906f6c892cbdc91a09..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-reviewer-review-existence/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-existence -kind: external -task_type: binary_classification -description: Whether the reviewer writes any review in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: has_review_next -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-review-length-change/manifest.yaml b/thejoin-beeradvocate/tasks/predict-reviewer-review-length-change/manifest.yaml deleted file mode 100644 index 722f201c2bd8fd3eb6e5357220c552ddd605e121..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-reviewer-review-length-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-length-change -kind: external -task_type: regression -description: Predict the change in mean review length written by a reviewer between the current and next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: review_length_change -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-review-length/manifest.yaml b/thejoin-beeradvocate/tasks/predict-reviewer-review-length/manifest.yaml deleted file mode 100644 index 88b1c155527864400a0108d240866ef79afa5fe6..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-reviewer-review-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-review-length -kind: external -task_type: regression -description: Predict the mean review length written by a reviewer in the next time window -entity_table: reviewers -entity_col: reviewer_id -target_col: pred_review_len -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-sum-review-len/manifest.yaml b/thejoin-beeradvocate/tasks/predict-reviewer-sum-review-len/manifest.yaml deleted file mode 100644 index f3dc0b7ac4f1ea4fb0c5c2e889f692ab624eeacc..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-reviewer-sum-review-len/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-sum-review-len -kind: external -task_type: regression -description: Sum of review lengths written by reviewer next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: total_words -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-top-active/manifest.yaml b/thejoin-beeradvocate/tasks/predict-reviewer-top-active/manifest.yaml deleted file mode 100644 index dac059d341cb48f57d318064e41cb208c4d48d54..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-reviewer-top-active/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-top-active -kind: external -task_type: binary_classification -description: Predict whether a reviewer will be in the top 25% most active (by review count) in the next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: top_active_reviewer -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-beeradvocate/tasks/predict-reviewer-writes-epic-rare/manifest.yaml b/thejoin-beeradvocate/tasks/predict-reviewer-writes-epic-rare/manifest.yaml deleted file mode 100644 index 00dd6692acbab7045ca78967a65d85f8557f0f9c..0000000000000000000000000000000000000000 --- a/thejoin-beeradvocate/tasks/predict-reviewer-writes-epic-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-reviewer-writes-epic-rare -kind: external -task_type: binary_classification -description: Whether the reviewer writes an epic-length review (>=3000 chars) next window. -entity_table: reviewers -entity_col: reviewer_id -target_col: writes_epic_review -time_col: timestamp -timedelta: 52 days 16:51:04.790000 -manifest_version: 1 diff --git a/thejoin-berka/README.md b/thejoin-berka/README.md deleted file mode 100644 index 29e96e9fed573ec2504228067f8d383e2eb9d824..0000000000000000000000000000000000000000 --- a/thejoin-berka/README.md +++ /dev/null @@ -1,68 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: sports-berka ---- - -# sports-berka - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-account-active-day-streak` | external | regression | Longest consecutive sub-period streak of transaction activity in next window. | -| `predict-account-adopts-new-counterparty-bank` | external | binary_classification | Whether the account transacts with a counterparty bank it has never dealt with before. | -| `predict-account-adopts-new-ksymbol` | external | binary_classification | Whether the account introduces a new payment purpose (k_symbol) it has never previously used. | -| `predict-account-adopts-new-operation` | external | binary_classification | Whether the account performs a transaction operation type it has never used before next window. | -| `predict-account-amount-trend-reversal` | external | binary_classification | Whether the direction of change in mean transaction amount flips between current and next window. | -| `predict-account-amount-volatility` | external | regression | Predict the standard deviation of transaction amounts for an account next window. | -| `predict-account-balance-change` | external | regression | Predict the change in an account's mean balance between current and next window. | -| `predict-account-balance-trend` | external | binary_classification | Predict whether an account's mean balance will increase next window compared to the current window. | -| `predict-account-balance-trend-reversal` | external | binary_classification | Whether direction of change in mean account balance flips between current and next window. | -| `predict-account-balance-volatility` | external | regression | Predict the standard deviation of an account's balance across transactions next window. | -| `predict-account-beats-frequency-peer-mean-balance` | external | binary_classification | Whether the account's mean balance exceeds the mean of its transaction-type peer group next window. | -| `predict-account-beats-operation-peer-mean-amount` | external | binary_classification | Whether account's mean transaction amount beats peer-group mean grouped by operation type next window. | -| `predict-account-days-until-next-transaction` | external | regression | Days until the account's next transaction event. | -| `predict-account-distinct-banks` | external | regression | Predict how many distinct partner banks an account transacts with next window. | -| `predict-account-distinct-counterparties` | external | regression | Count of distinct counterparty account numbers the entity interacts with next window. | -| `predict-account-distinct-counterparty-banks` | external | regression | Number of distinct counterparty banks the account transacts with next window. | -| `predict-account-first-card-issuance` | external | binary_classification | Whether any disposition tied to this account experiences its first card issuance next window. | -| `predict-account-has-transaction` | external | binary_classification | Predict whether an account will have any transaction activity in the next time window. | -| `predict-account-high-balance` | external | binary_classification | Predict whether an account will have a mean balance above 40000 in the next time window. | -| `predict-account-high-volume` | external | binary_classification | Predict whether an account's total transaction amount will exceed 10000 in the next time window. | -| `predict-account-log-loan-amount-sum-heavy-tail` | external | regression | Log1p of summed loan principal originated by the account next window. Heavily zero-dominated (few accounts ever take loans); large loans populate the extreme tail. | -| `predict-account-max-balance` | external | regression | Predict the maximum balance observed on an account in the next time window. | -| `predict-account-max-transaction-amount` | external | regression | Predict the largest single transaction amount recorded on an account in the next time window. | -| `predict-account-mean-balance` | external | regression | Predict the average account balance across all transactions in the next time window. | -| `predict-account-mean-transaction-amount` | external | regression | Predict the mean per-transaction amount for an account in the next time window. | -| `predict-account-min-balance` | external | regression | Predict the minimum balance (trough) observed on an account in the next time window. | -| `predict-account-overdraft-risk` | external | binary_classification | Predict whether an account will have a negative balance at some point in the next time window. | -| `predict-account-repeats-last-ksymbol` | external | binary_classification | Whether the account's next transaction has the same k_symbol as its most recent prior transaction. | -| `predict-account-repeats-last-operation` | external | binary_classification | Whether the account's next transaction shares the same operation type as its most recent prior transaction. | -| `predict-account-top-balance` | external | binary_classification | Predict whether an account will be in the top 25% by mean balance next window. | -| `predict-account-transaction-amount-change` | external | regression | Predict the change in an account's mean transaction amount between current and next window. | -| `predict-account-transaction-amount-sum` | external | regression | Predict the total transaction amount (credits and debits) for an account in the next time window. | -| `predict-account-transaction-churn` | external | binary_classification | Predict whether an account will have no transactions in the next time window (inactive account). | -| `predict-account-transaction-concentration` | external | regression | Predict an account's share of total transaction volume on the platform next window. | -| `predict-account-transaction-count` | external | regression | Predict how many transactions will occur on an account in the next time window. | -| `predict-account-transaction-return` | external | binary_classification | Predict whether an inactive account will see new transactions next window. | -| `predict-account-transaction-volume-share` | external | regression | Account's share of total transaction amount across all accounts next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("sports-berka") -task = relbench.load_task("sports-berka", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-berka/manifest.yaml b/thejoin-berka/manifest.yaml deleted file mode 100644 index 3080872414db5de001238299903ce4ea05c05a7d..0000000000000000000000000000000000000000 --- a/thejoin-berka/manifest.yaml +++ /dev/null @@ -1,45 +0,0 @@ -name: thejoin-berka -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - accounts: - pkey: account_id - time_col: date - fkeys: - district_id: district - cards: - pkey: card_id - time_col: issued - fkeys: - disp_id: disp - clients: - pkey: client_id - time_col: null - fkeys: - district_id: district - disp: - pkey: disp_id - time_col: null - fkeys: - client_id: clients - account_id: accounts - district: - pkey: district_id - time_col: null - fkeys: {} - loans: - pkey: loan_id - time_col: date - fkeys: - account_id: accounts - orders: - pkey: order_id - time_col: null - fkeys: - account_id: accounts - transactions: - pkey: trans_id - time_col: date - fkeys: - account_id: accounts diff --git a/thejoin-berka/schema.svg b/thejoin-berka/schema.svg deleted file mode 100644 index a57a0119403dd1b17626a097d508bd6657ebb5e6..0000000000000000000000000000000000000000 --- a/thejoin-berka/schema.svg +++ /dev/null @@ -1,321 +0,0 @@ - - -schema - - -accounts:e->district:w - - - -cards:e->disp:w - - - -clients:e->district:w - - - -disp:e->accounts:w - - - -disp:e->clients:w - - - -loans:e->accounts:w - - - -orders:e->accounts:w - - - -transactions:e->accounts:w - - -accounts - -accounts - -4K rows - -account_id - -PK - -district_id - -FK - -date - -TIME - -frequency - -str - - - -district - -district - -77 rows - -district_id - -PK - -a10 - -float - -a12 - -float - -a13 - -float - -a4 - -int - -a5 - -int - -a6 - -int - -a7 - -int - -a8 - -int - -a9 - -int - -a11 - -int - -a14 - -int - -a15 - -int - -a16 - -int - -a2 - -str - -a3 - -str - - - -cards - -cards - -892 rows - -card_id - -PK - -disp_id - -FK - -issued - -TIME - -type - -str - - - -disp - -disp - -5K rows - -disp_id - -PK - -client_id - -FK - -account_id - -FK - -type - -str - - - -clients - -clients - -5K rows - -client_id - -PK - -district_id - -FK - -gender - -str - -birth_date - -str - - - -loans - -loans - -682 rows - -loan_id - -PK - -account_id - -FK - -date - -TIME - -amount - -int - -duration - -int - -payments - -int - -status - -str - - - -orders - -orders - -6K rows - -order_id - -PK - -account_id - -FK - -amount - -float - -account_to - -int - -bank_to - -str - -k_symbol - -str - - - -transactions - -transactions - -1M rows - -trans_id - -PK - -account_id - -FK - -date - -TIME - -amount - -int - -balance - -int - -account - -int - -type - -str - -operation - -str - -k_symbol - -str - -bank - -str - - - - \ No newline at end of file diff --git a/thejoin-berka/tasks/predict-account-active-day-streak/manifest.yaml b/thejoin-berka/tasks/predict-account-active-day-streak/manifest.yaml deleted file mode 100644 index 8ce461b56a45c7fde3caf7b3345b8679ede5fef3..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-active-day-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-active-day-streak -kind: external -task_type: regression -description: Longest consecutive sub-period streak of transaction activity in next window. -entity_table: accounts -entity_col: account_id -target_col: active_streak -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-adopts-new-counterparty-bank/manifest.yaml b/thejoin-berka/tasks/predict-account-adopts-new-counterparty-bank/manifest.yaml deleted file mode 100644 index e06fbeb7ff0d61956963be44ba10af9393e2ecfa..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-adopts-new-counterparty-bank/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-adopts-new-counterparty-bank -kind: external -task_type: binary_classification -description: Whether the account transacts with a counterparty bank it has never dealt with before. -entity_table: accounts -entity_col: account_id -target_col: adopts_new_bank -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-adopts-new-ksymbol/manifest.yaml b/thejoin-berka/tasks/predict-account-adopts-new-ksymbol/manifest.yaml deleted file mode 100644 index be2df3e3c9a70633a851ecbe284399e80eda0e9d..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-adopts-new-ksymbol/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-adopts-new-ksymbol -kind: external -task_type: binary_classification -description: Whether the account introduces a new payment purpose (k_symbol) it has never previously used. -entity_table: accounts -entity_col: account_id -target_col: adopts_new_ksymbol -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-adopts-new-operation/manifest.yaml b/thejoin-berka/tasks/predict-account-adopts-new-operation/manifest.yaml deleted file mode 100644 index bfce7c180c29fa4bfc9e83c18e023668173e8223..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-adopts-new-operation/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-adopts-new-operation -kind: external -task_type: binary_classification -description: Whether the account performs a transaction operation type it has never used before next window. -entity_table: accounts -entity_col: account_id -target_col: adopts_new_operation -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-amount-trend-reversal/manifest.yaml b/thejoin-berka/tasks/predict-account-amount-trend-reversal/manifest.yaml deleted file mode 100644 index 2b50436ee05049a76019704c977a3d589ecf668e..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-amount-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-amount-trend-reversal -kind: external -task_type: binary_classification -description: Whether the direction of change in mean transaction amount flips between current and next window. -entity_table: accounts -entity_col: account_id -target_col: amount_trend_reverses -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-amount-volatility/manifest.yaml b/thejoin-berka/tasks/predict-account-amount-volatility/manifest.yaml deleted file mode 100644 index d3f7df5af3c9f14a760e4dd5edd10796b814c169..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-amount-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-amount-volatility -kind: external -task_type: regression -description: Predict the standard deviation of transaction amounts for an account next window. -entity_table: accounts -entity_col: account_id -target_col: amount_std -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-balance-change/manifest.yaml b/thejoin-berka/tasks/predict-account-balance-change/manifest.yaml deleted file mode 100644 index 6fe4b51033a4efc796a489b62ee3f09435a7b195..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-balance-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-balance-change -kind: external -task_type: regression -description: Predict the change in an account's mean balance between current and next window. -entity_table: accounts -entity_col: account_id -target_col: balance_delta -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-balance-trend-reversal/manifest.yaml b/thejoin-berka/tasks/predict-account-balance-trend-reversal/manifest.yaml deleted file mode 100644 index 686c27e54b9f5497d1d85e5b23cfa39f21572480..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-balance-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-balance-trend-reversal -kind: external -task_type: binary_classification -description: Whether direction of change in mean account balance flips between current and next window. -entity_table: accounts -entity_col: account_id -target_col: balance_trend_reverses -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-balance-trend/manifest.yaml b/thejoin-berka/tasks/predict-account-balance-trend/manifest.yaml deleted file mode 100644 index 1d5e5eeffbc7e2f284f3a7a572a83ab13545ddd5..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-balance-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-balance-trend -kind: external -task_type: binary_classification -description: Predict whether an account's mean balance will increase next window compared to the current window. -entity_table: accounts -entity_col: account_id -target_col: balance_trend_up -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-balance-volatility/manifest.yaml b/thejoin-berka/tasks/predict-account-balance-volatility/manifest.yaml deleted file mode 100644 index 3f18ebc1c6a89a3f6cf3a4c63b4884b159b6ac09..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-balance-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-balance-volatility -kind: external -task_type: regression -description: Predict the standard deviation of an account's balance across transactions next window. -entity_table: accounts -entity_col: account_id -target_col: balance_std -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-beats-frequency-peer-mean-balance/manifest.yaml b/thejoin-berka/tasks/predict-account-beats-frequency-peer-mean-balance/manifest.yaml deleted file mode 100644 index 7042babd621aab4bcc2f4eac3d492f1363ad4fe0..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-beats-frequency-peer-mean-balance/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-beats-frequency-peer-mean-balance -kind: external -task_type: binary_classification -description: Whether the account's mean balance exceeds the mean of its transaction-type peer group next window. -entity_table: accounts -entity_col: account_id -target_col: beats_peer_balance -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-beats-operation-peer-mean-amount/manifest.yaml b/thejoin-berka/tasks/predict-account-beats-operation-peer-mean-amount/manifest.yaml deleted file mode 100644 index 8fd4519c472790adc63e7ae454db0d3ac9ce07dc..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-beats-operation-peer-mean-amount/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-beats-operation-peer-mean-amount -kind: external -task_type: binary_classification -description: Whether account's mean transaction amount beats peer-group mean grouped by operation type next window. -entity_table: accounts -entity_col: account_id -target_col: beats_peer_amount -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-days-until-next-transaction/manifest.yaml b/thejoin-berka/tasks/predict-account-days-until-next-transaction/manifest.yaml deleted file mode 100644 index f96dd32c0d31bb22a8c73ae5f29d464b3ae230d1..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-days-until-next-transaction/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-days-until-next-transaction -kind: external -task_type: regression -description: Days until the account's next transaction event. -entity_table: accounts -entity_col: account_id -target_col: days_to_next_txn -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-distinct-banks/manifest.yaml b/thejoin-berka/tasks/predict-account-distinct-banks/manifest.yaml deleted file mode 100644 index d286dec4a241db80c03cd169932c1261ce590fcb..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-distinct-banks/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-distinct-banks -kind: external -task_type: regression -description: Predict how many distinct partner banks an account transacts with next window. -entity_table: accounts -entity_col: account_id -target_col: distinct_banks -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-distinct-counterparties/manifest.yaml b/thejoin-berka/tasks/predict-account-distinct-counterparties/manifest.yaml deleted file mode 100644 index ce4e46dfedea1fa8c1cdbaacccc828c014a3a7cc..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-distinct-counterparties/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-distinct-counterparties -kind: external -task_type: regression -description: Count of distinct counterparty account numbers the entity interacts with next window. -entity_table: accounts -entity_col: account_id -target_col: distinct_counterparties -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-distinct-counterparty-banks/manifest.yaml b/thejoin-berka/tasks/predict-account-distinct-counterparty-banks/manifest.yaml deleted file mode 100644 index b420506f9226945a5be5ec9347f865745c3ff1e4..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-distinct-counterparty-banks/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-distinct-counterparty-banks -kind: external -task_type: regression -description: Number of distinct counterparty banks the account transacts with next window. -entity_table: accounts -entity_col: account_id -target_col: distinct_banks -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-first-card-issuance/manifest.yaml b/thejoin-berka/tasks/predict-account-first-card-issuance/manifest.yaml deleted file mode 100644 index 6ca39a969d3f4458b560f9deca419d5dad28cf92..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-first-card-issuance/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-first-card-issuance -kind: external -task_type: binary_classification -description: Whether any disposition tied to this account experiences its first card issuance next window. -entity_table: accounts -entity_col: account_id -target_col: first_card_issued -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-has-transaction/manifest.yaml b/thejoin-berka/tasks/predict-account-has-transaction/manifest.yaml deleted file mode 100644 index c5b3198787a351a7d535c24aa29abf1c2da03733..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-has-transaction/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-has-transaction -kind: external -task_type: binary_classification -description: Predict whether an account will have any transaction activity in the next time window. -entity_table: accounts -entity_col: account_id -target_col: has_transaction -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-high-balance/manifest.yaml b/thejoin-berka/tasks/predict-account-high-balance/manifest.yaml deleted file mode 100644 index 4e2414d56c4536a889ea8eab8f477ce7ce84f075..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-high-balance/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-high-balance -kind: external -task_type: binary_classification -description: Predict whether an account will have a mean balance above 40000 in the next time window. -entity_table: accounts -entity_col: account_id -target_col: is_high_balance -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-high-volume/manifest.yaml b/thejoin-berka/tasks/predict-account-high-volume/manifest.yaml deleted file mode 100644 index 8a0e1aef73cc057912211444040f17b9a8653259..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-high-volume/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-high-volume -kind: external -task_type: binary_classification -description: Predict whether an account's total transaction amount will exceed 10000 in the next time window. -entity_table: accounts -entity_col: account_id -target_col: is_high_volume -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-log-loan-amount-sum-heavy-tail/manifest.yaml b/thejoin-berka/tasks/predict-account-log-loan-amount-sum-heavy-tail/manifest.yaml deleted file mode 100644 index 8f79f1602911adf9be142a8809ddf64eac359a7c..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-log-loan-amount-sum-heavy-tail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-log-loan-amount-sum-heavy-tail -kind: external -task_type: regression -description: Log1p of summed loan principal originated by the account next window. Heavily zero-dominated (few accounts ever take loans); large loans populate the extreme tail. -entity_table: accounts -entity_col: account_id -target_col: log_loan_amount_sum -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-max-balance/manifest.yaml b/thejoin-berka/tasks/predict-account-max-balance/manifest.yaml deleted file mode 100644 index dc7267917e92c64dd0123f93b91fae284edb9e89..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-max-balance/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-max-balance -kind: external -task_type: regression -description: Predict the maximum balance observed on an account in the next time window. -entity_table: accounts -entity_col: account_id -target_col: max_balance -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-max-transaction-amount/manifest.yaml b/thejoin-berka/tasks/predict-account-max-transaction-amount/manifest.yaml deleted file mode 100644 index 943f06daf3cc64a90fdbe1f3e3ac5e1391786bb0..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-max-transaction-amount/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-max-transaction-amount -kind: external -task_type: regression -description: Predict the largest single transaction amount recorded on an account in the next time window. -entity_table: accounts -entity_col: account_id -target_col: max_transaction_amount -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-mean-balance/manifest.yaml b/thejoin-berka/tasks/predict-account-mean-balance/manifest.yaml deleted file mode 100644 index 31ddbb4b08b291e7466b30e13938afa07862f469..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-mean-balance/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-mean-balance -kind: external -task_type: regression -description: Predict the average account balance across all transactions in the next time window. -entity_table: accounts -entity_col: account_id -target_col: mean_balance -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-mean-transaction-amount/manifest.yaml b/thejoin-berka/tasks/predict-account-mean-transaction-amount/manifest.yaml deleted file mode 100644 index 2cb3e2d8b08e1f081c09e4597cd8dd4d3fee88e0..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-mean-transaction-amount/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-mean-transaction-amount -kind: external -task_type: regression -description: Predict the mean per-transaction amount for an account in the next time window. -entity_table: accounts -entity_col: account_id -target_col: mean_transaction_amount -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-min-balance/manifest.yaml b/thejoin-berka/tasks/predict-account-min-balance/manifest.yaml deleted file mode 100644 index d030bbb3c890d73d09cc48a5514f3c18f6ae6197..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-min-balance/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-min-balance -kind: external -task_type: regression -description: Predict the minimum balance (trough) observed on an account in the next time window. -entity_table: accounts -entity_col: account_id -target_col: min_balance -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-overdraft-risk/manifest.yaml b/thejoin-berka/tasks/predict-account-overdraft-risk/manifest.yaml deleted file mode 100644 index 1ccecfd8291473c262beaad9f3dbd05ffb99b9b3..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-overdraft-risk/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-overdraft-risk -kind: external -task_type: binary_classification -description: Predict whether an account will have a negative balance at some point in the next time window. -entity_table: accounts -entity_col: account_id -target_col: goes_negative -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-repeats-last-ksymbol/manifest.yaml b/thejoin-berka/tasks/predict-account-repeats-last-ksymbol/manifest.yaml deleted file mode 100644 index 59fa1ee85b87fed872909a13ee5f32d65b5965d1..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-repeats-last-ksymbol/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-repeats-last-ksymbol -kind: external -task_type: binary_classification -description: Whether the account's next transaction has the same k_symbol as its most recent prior transaction. -entity_table: accounts -entity_col: account_id -target_col: repeats_last_ksymbol -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-repeats-last-operation/manifest.yaml b/thejoin-berka/tasks/predict-account-repeats-last-operation/manifest.yaml deleted file mode 100644 index 7b5fb363414a1ef0ede67d2e781bc1cca41acb44..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-repeats-last-operation/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-repeats-last-operation -kind: external -task_type: binary_classification -description: Whether the account's next transaction shares the same operation type as its most recent prior transaction. -entity_table: accounts -entity_col: account_id -target_col: repeats_last_operation -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-top-balance/manifest.yaml b/thejoin-berka/tasks/predict-account-top-balance/manifest.yaml deleted file mode 100644 index d2eed15d2ee8f7ef9373fa47f7b88a63a054cade..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-top-balance/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-top-balance -kind: external -task_type: binary_classification -description: Predict whether an account will be in the top 25% by mean balance next window. -entity_table: accounts -entity_col: account_id -target_col: top_balance -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-transaction-amount-change/manifest.yaml b/thejoin-berka/tasks/predict-account-transaction-amount-change/manifest.yaml deleted file mode 100644 index 4cd6c1d2afc92ca2ef9d695c64b3bc90b5fa712d..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-transaction-amount-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-transaction-amount-change -kind: external -task_type: regression -description: Predict the change in an account's mean transaction amount between current and next window. -entity_table: accounts -entity_col: account_id -target_col: amount_delta -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-transaction-amount-sum/manifest.yaml b/thejoin-berka/tasks/predict-account-transaction-amount-sum/manifest.yaml deleted file mode 100644 index 8571a5ce995ee3347e92dcc7071d762a3e67bccd..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-transaction-amount-sum/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-transaction-amount-sum -kind: external -task_type: regression -description: Predict the total transaction amount (credits and debits) for an account in the next time window. -entity_table: accounts -entity_col: account_id -target_col: total_transaction_amount -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-transaction-churn/manifest.yaml b/thejoin-berka/tasks/predict-account-transaction-churn/manifest.yaml deleted file mode 100644 index 2286382f820a6d1a8858df296b8f20737f9cda0e..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-transaction-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-transaction-churn -kind: external -task_type: binary_classification -description: Predict whether an account will have no transactions in the next time window (inactive account). -entity_table: accounts -entity_col: account_id -target_col: no_transactions_next_window -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-transaction-concentration/manifest.yaml b/thejoin-berka/tasks/predict-account-transaction-concentration/manifest.yaml deleted file mode 100644 index 702f7e9ef71a0c5706d09f0a611b3e4cd086d463..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-transaction-concentration/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-transaction-concentration -kind: external -task_type: regression -description: Predict an account's share of total transaction volume on the platform next window. -entity_table: accounts -entity_col: account_id -target_col: transaction_share -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-transaction-count/manifest.yaml b/thejoin-berka/tasks/predict-account-transaction-count/manifest.yaml deleted file mode 100644 index fae20627df972c0cfa0bb746c6cc4fe6cac9284d..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-transaction-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-transaction-count -kind: external -task_type: regression -description: Predict how many transactions will occur on an account in the next time window. -entity_table: accounts -entity_col: account_id -target_col: num_transactions -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-transaction-return/manifest.yaml b/thejoin-berka/tasks/predict-account-transaction-return/manifest.yaml deleted file mode 100644 index 03c0ed8ff629585537c867777a96a26fcdd05396..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-transaction-return/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-transaction-return -kind: external -task_type: binary_classification -description: Predict whether an inactive account will see new transactions next window. -entity_table: accounts -entity_col: account_id -target_col: account_returns -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-berka/tasks/predict-account-transaction-volume-share/manifest.yaml b/thejoin-berka/tasks/predict-account-transaction-volume-share/manifest.yaml deleted file mode 100644 index 4ca1ded1b0798194d4a7635e7ce274f2bebf4433..0000000000000000000000000000000000000000 --- a/thejoin-berka/tasks/predict-account-transaction-volume-share/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-account-transaction-volume-share -kind: external -task_type: regression -description: Account's share of total transaction amount across all accounts next window. -entity_table: accounts -entity_col: account_id -target_col: volume_share -time_col: date -timedelta: 17 days 12:28:48 -manifest_version: 1 diff --git a/thejoin-bgp-routing/README.md b/thejoin-bgp-routing/README.md deleted file mode 100644 index 16f9cffe25dffb8cb9c3ae5987c42d76d8ea0124..0000000000000000000000000000000000000000 --- a/thejoin-bgp-routing/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: network-infra-bgp-routing ---- - -# network-infra-bgp-routing - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("network-infra-bgp-routing") -task = relbench.load_task("network-infra-bgp-routing", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bgp-routing/manifest.yaml b/thejoin-bgp-routing/manifest.yaml deleted file mode 100644 index c266a5f77993beb43e47a522274881b94bc2bcdd..0000000000000000000000000000000000000000 --- a/thejoin-bgp-routing/manifest.yaml +++ /dev/null @@ -1,28 +0,0 @@ -name: thejoin-bgp-routing -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - autonomous_systems: - pkey: as_id - time_col: null - fkeys: {} - collectors: - pkey: collector_id - time_col: null - fkeys: {} - prefixes: - pkey: prefix_id - time_col: null - fkeys: {} - rib_entries: - pkey: null - time_col: timestamp - fkeys: - prefix_id: prefixes - origin_as: autonomous_systems - rib_snapshots: - pkey: snapshot_id - time_col: timestamp - fkeys: - collector_id: collectors diff --git a/thejoin-bgp-routing/schema.svg b/thejoin-bgp-routing/schema.svg deleted file mode 100644 index 109799b935cc6cef8e0c58c7a43299a48372728b..0000000000000000000000000000000000000000 --- a/thejoin-bgp-routing/schema.svg +++ /dev/null @@ -1,145 +0,0 @@ - - -schema - - -rib_entries:e->autonomous_systems:w - - - -rib_entries:e->prefixes:w - - - -rib_snapshots:e->collectors:w - - -autonomous_systems - -autonomous_systems - -1K rows - -as_id - -PK - -n_prefixes - -int - -timestamp - -int - -as_name - -str - -org - -str - -info_type - -str - -policy_general - -str - -website - -str - - - -collectors - -collectors - -30 rows - -collector_id - -PK - -n_peers - -int - -source - -str - - - -prefixes - -prefixes - -500 rows - -prefix_id - -PK - -prefix - -str - -is_ipv6 - -bool - - - -rib_entries - -rib_entries - -500 rows - -prefix_id - -FK - -origin_as - -FK - -timestamp - -TIME - - - -rib_snapshots - -rib_snapshots - -1 rows - -snapshot_id - -PK - -collector_id - -FK - -timestamp - -TIME - -n_prefixes - -int - -n_entries - -int - - - - \ No newline at end of file diff --git a/thejoin-biodegradability/README.md b/thejoin-biodegradability/README.md deleted file mode 100644 index a87449f398993da0c57810debf046a315acb2129..0000000000000000000000000000000000000000 --- a/thejoin-biodegradability/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: ctu-biodegradability ---- - -# ctu-biodegradability - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("ctu-biodegradability") -task = relbench.load_task("ctu-biodegradability", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-biodegradability/manifest.yaml b/thejoin-biodegradability/manifest.yaml deleted file mode 100644 index f10fd6c5d41d6d6440732cfd0a33a0bef79a0b64..0000000000000000000000000000000000000000 --- a/thejoin-biodegradability/manifest.yaml +++ /dev/null @@ -1,30 +0,0 @@ -name: thejoin-biodegradability -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - atom: - pkey: atom_id - time_col: null - fkeys: - molecule_id: molecule - bond: - pkey: null - time_col: null - fkeys: - atom_id: atom - atom_id2: atom - gmember: - pkey: null - time_col: null - fkeys: - atom_id: atom - group_id: group - group: - pkey: group_id - time_col: null - fkeys: {} - molecule: - pkey: molecule_id - time_col: null - fkeys: {} diff --git a/thejoin-biodegradability/schema.svg b/thejoin-biodegradability/schema.svg deleted file mode 100644 index 32fdfd131c2d0dcb03e10e2c38631231562a3aeb..0000000000000000000000000000000000000000 --- a/thejoin-biodegradability/schema.svg +++ /dev/null @@ -1,121 +0,0 @@ - - -schema - - -atom:e->molecule:w - - - -bond:e->atom:w - - - -bond:e->atom:w - - - -gmember:e->atom:w - - - -gmember:e->group:w - - -atom - -atom - -7K rows - -atom_id - -PK - -molecule_id - -FK - -type - -str - - - -molecule - -molecule - -328 rows - -molecule_id - -PK - -activity - -float - -logp - -float - -mweight - -float - - - -bond - -bond - -7K rows - -atom_id - -FK - -atom_id2 - -FK - -type - -str - - - -gmember - -gmember - -7K rows - -atom_id - -FK - -group_id - -FK - - - -group - -group - -2K rows - -group_id - -PK - -type - -str - - - - \ No newline at end of file diff --git a/thejoin-bird-address/README.md b/thejoin-bird-address/README.md deleted file mode 100644 index bc9299a3024589095f887f49ad90c42d98542944..0000000000000000000000000000000000000000 --- a/thejoin-bird-address/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-address ---- - -# text2sql-bird-address - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-address") -task = relbench.load_task("text2sql-bird-address", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-address/manifest.yaml b/thejoin-bird-address/manifest.yaml deleted file mode 100644 index aec8a1e4c16891dfcf1586e4853c7b1154a2912a..0000000000000000000000000000000000000000 --- a/thejoin-bird-address/manifest.yaml +++ /dev/null @@ -1,51 +0,0 @@ -name: thejoin-bird-address -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - CBSA: - pkey: cbsa - time_col: null - fkeys: {} - alias: - pkey: __PK__ - time_col: null - fkeys: - zip_code: zip_data - area_code: - pkey: null - time_col: null - fkeys: - zip_code: zip_data - avoid: - pkey: null - time_col: null - fkeys: - zip_code: zip_data - congress: - pkey: cognress_rep_id - time_col: null - fkeys: - abbreviation: state - country: - pkey: null - time_col: null - fkeys: - zip_code: zip_data - state: state - state: - pkey: abbreviation - time_col: null - fkeys: {} - zip_congress: - pkey: null - time_col: null - fkeys: - zip_code: zip_data - district: congress - zip_data: - pkey: zip_code - time_col: null - fkeys: - cbsa: CBSA - state: state diff --git a/thejoin-bird-address/schema.svg b/thejoin-bird-address/schema.svg deleted file mode 100644 index 44a84f37b73b53e60c25ffa4014dce209340fa52..0000000000000000000000000000000000000000 --- a/thejoin-bird-address/schema.svg +++ /dev/null @@ -1,445 +0,0 @@ - - -schema - - -alias:e->zip_data:w - - - -area_code:e->zip_data:w - - - -avoid:e->zip_data:w - - - -congress:e->state:w - - - -country:e->state:w - - - -country:e->zip_data:w - - - -zip_congress:e->congress:w - - - -zip_congress:e->zip_data:w - - - -zip_data:e->CBSA:w - - - -zip_data:e->state:w - - -CBSA - -CBSA - -465 rows - -cbsa - -PK - -cbsa_name - -str - -cbsa_type - -str - - - -alias - -alias - -42K rows - -__PK__ - -PK - -zip_code - -FK - -alias - -str - - - -zip_data - -zip_data - -42K rows - -zip_code - -PK - -state - -FK - -cbsa - -FK - -latitude - -float - -longitude - -float - -elevation - -float - -state_fips - -float - -county_fips - -float - -population_2020 - -float - -population_2010 - -float - -households - -float - -avg_house_value - -float - -avg_income_per_household - -float - -persons_per_household - -float - -white_population - -float - -black_population - -float - -hispanic_population - -float - -asian_population - -float - -american_indian_population - -float - -hawaiian_population - -float - -other_population - -float - -male_population - -float - -female_population - -float - -median_age - -float - -male_median_age - -float - -female_median_age - -float - -residential_mailboxes - -float - -business_mailboxes - -float - -total_delivery_receptacles - -float - -businesses - -float - -1st_quarter_payroll - -float - -annual_payroll - -float - -employees - -float - -water_area - -float - -land_area - -float - -single_family_delivery_units - -float - -multi_family_delivery_units - -float - -total_beneficiaries - -float - -retired_workers - -float - -disabled_workers - -float - -parents_and_widowed - -float - -spouses - -float - -children - -float - -over_65 - -float - -monthly_benefits_all - -float - -monthly_benefits_retired_workers - -float - -monthly_benefits_widowed - -float - -city - -str - -type - -str - -organization - -str - -time_zone - -str - -region - -str - -division - -str - -multi_county - -bool - -daylight_savings - -bool - - - -area_code - -area_code - -54K rows - -zip_code - -FK - -area_code - -int - - - -avoid - -avoid - -24K rows - -zip_code - -FK - -bad_alias - -str - - - -congress - -congress - -540 rows - -cognress_rep_id - -PK - -abbreviation - -FK - -land_area - -float - -district - -int - -first_name - -str - -last_name - -str - -cid - -str - -party - -str - -state - -str - -house - -str - - - -state - -state - -62 rows - -abbreviation - -PK - -name - -str - - - -country - -country - -51K rows - -zip_code - -FK - -state - -FK - -county - -str - - - -zip_congress - -zip_congress - -45K rows - -zip_code - -FK - -district - -FK - - - - \ No newline at end of file diff --git a/thejoin-bird-airline/README.md b/thejoin-bird-airline/README.md deleted file mode 100644 index 80846d55f71dcbcc0c48fe4d86ca5542862ba753..0000000000000000000000000000000000000000 --- a/thejoin-bird-airline/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-airline ---- - -# text2sql-bird-airline - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-airline") -task = relbench.load_task("text2sql-bird-airline", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-airline/manifest.yaml b/thejoin-bird-airline/manifest.yaml deleted file mode 100644 index ca78c49cd56d02861b293095bfd489d1f1e4995e..0000000000000000000000000000000000000000 --- a/thejoin-bird-airline/manifest.yaml +++ /dev/null @@ -1,20 +0,0 @@ -name: thejoin-bird-airline -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - Air Carriers: - pkey: code - time_col: null - fkeys: {} - Airlines: - pkey: null - time_col: fl_date - fkeys: - op_carrier_airline_id: Air Carriers - dest: Airports - origin: Airports - Airports: - pkey: code - time_col: null - fkeys: {} diff --git a/thejoin-bird-airline/schema.svg b/thejoin-bird-airline/schema.svg deleted file mode 100644 index cb8a6b903c853364a520a90a29aba60b77aec27e..0000000000000000000000000000000000000000 --- a/thejoin-bird-airline/schema.svg +++ /dev/null @@ -1,169 +0,0 @@ - - -schema - - -Airlines:e->Air Carriers:w - - - -Airlines:e->Airports:w - - - -Airlines:e->Airports:w - - -Air Carriers - -Air Carriers - -2K rows - -code - -PK - -description - -str - - - -Airlines - -Airlines - -701K rows - -op_carrier_airline_id - -FK - -origin - -FK - -dest - -FK - -fl_date - -TIME - -op_carrier_fl_num - -int - -origin_airport_id - -int - -origin_airport_seq_id - -int - -origin_city_market_id - -int - -dest_airport_id - -int - -dest_airport_seq_id - -int - -dest_city_market_id - -int - -crs_dep_time - -int - -dep_time - -int - -dep_delay - -int - -dep_delay_new - -int - -arr_time - -int - -arr_delay - -int - -arr_delay_new - -int - -cancelled - -int - -crs_elapsed_time - -int - -actual_elapsed_time - -int - -carrier_delay - -int - -weather_delay - -int - -nas_delay - -int - -security_delay - -int - -late_aircraft_delay - -int - -tail_num - -str - -cancellation_code - -str - - - -Airports - -Airports - -7K rows - -code - -PK - -description - -str - - - - \ No newline at end of file diff --git a/thejoin-bird-app-store/README.md b/thejoin-bird-app-store/README.md deleted file mode 100644 index 9412ff59faf945dc92591c374713c7d5a4c75d7d..0000000000000000000000000000000000000000 --- a/thejoin-bird-app-store/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-app-store ---- - -# text2sql-bird-app-store - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-app-store") -task = relbench.load_task("text2sql-bird-app-store", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-app-store/manifest.yaml b/thejoin-bird-app-store/manifest.yaml deleted file mode 100644 index 1619ff9ae2e90c92a07e83fdd9a7d4e76ae6a3b2..0000000000000000000000000000000000000000 --- a/thejoin-bird-app-store/manifest.yaml +++ /dev/null @@ -1,13 +0,0 @@ -name: thejoin-bird-app-store -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - playstore: - pkey: null - time_col: null - fkeys: {} - user_reviews: - pkey: null - time_col: null - fkeys: {} diff --git a/thejoin-bird-app-store/schema.svg b/thejoin-bird-app-store/schema.svg deleted file mode 100644 index 1f6d162bbe28c284e05dd77f735834f704862c16..0000000000000000000000000000000000000000 --- a/thejoin-bird-app-store/schema.svg +++ /dev/null @@ -1,81 +0,0 @@ - - -schema - - -playstore - -playstore - -11K rows - -rating - -float - -reviews - -int - -app - -str - -category - -str - -size - -str - -installs - -str - -type - -str - -price - -str - -content_rating - -str - -genres - -str - - - -user_reviews - -user_reviews - -64K rows - -app - -int - -translated_review - -str - -sentiment - -str - -sentiment_polarity - -str - -sentiment_subjectivity - -str - - - \ No newline at end of file diff --git a/thejoin-bird-authors/README.md b/thejoin-bird-authors/README.md deleted file mode 100644 index 882d3c1970b18ad559e395900dd8c9ae400e3fb6..0000000000000000000000000000000000000000 --- a/thejoin-bird-authors/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-authors ---- - -# text2sql-bird-authors - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-authors") -task = relbench.load_task("text2sql-bird-authors", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-authors/manifest.yaml b/thejoin-bird-authors/manifest.yaml deleted file mode 100644 index d5010461ec61b2b5116ff2f2efff3a0b251854e3..0000000000000000000000000000000000000000 --- a/thejoin-bird-authors/manifest.yaml +++ /dev/null @@ -1,28 +0,0 @@ -name: thejoin-bird-authors -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - Author: - pkey: id - time_col: null - fkeys: {} - Conference: - pkey: id - time_col: null - fkeys: {} - Journal: - pkey: id - time_col: null - fkeys: {} - Paper: - pkey: id - time_col: null - fkeys: - journal_id: Journal - conference_id: Conference - PaperAuthor: - pkey: null - time_col: null - fkeys: - paper_id: Paper diff --git a/thejoin-bird-authors/schema.svg b/thejoin-bird-authors/schema.svg deleted file mode 100644 index 4386845c230fda09b9674bd5845e85d449a10b1b..0000000000000000000000000000000000000000 --- a/thejoin-bird-authors/schema.svg +++ /dev/null @@ -1,141 +0,0 @@ - - -schema - - -Paper:e->Conference:w - - - -Paper:e->Journal:w - - - -PaperAuthor:e->Paper:w - - -Author - -Author - -247K rows - -id - -PK - -name - -str - -affiliation - -str - - - -Conference - -Conference - -5K rows - -id - -PK - -short_name - -str - -full_name - -str - -home_page - -str - - - -Journal - -Journal - -15K rows - -id - -PK - -short_name - -str - -full_name - -str - -home_page - -str - - - -Paper - -Paper - -2M rows - -id - -PK - -conference_id - -FK - -journal_id - -FK - -year - -int - -title - -str - -keyword - -str - - - -PaperAuthor - -PaperAuthor - -2M rows - -paper_id - -FK - -author_id - -int - -name - -str - -affiliation - -str - - - - \ No newline at end of file diff --git a/thejoin-bird-beer-factory/README.md b/thejoin-bird-beer-factory/README.md deleted file mode 100644 index c2da399f53011ee1621186f79cd65ed80dd1fc44..0000000000000000000000000000000000000000 --- a/thejoin-bird-beer-factory/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-beer-factory ---- - -# text2sql-bird-beer-factory - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-beer-factory") -task = relbench.load_task("text2sql-bird-beer-factory", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-beer-factory/manifest.yaml b/thejoin-bird-beer-factory/manifest.yaml deleted file mode 100644 index 9fc759119f4c3ea4c8e5f69632a2a7005e0070df..0000000000000000000000000000000000000000 --- a/thejoin-bird-beer-factory/manifest.yaml +++ /dev/null @@ -1,37 +0,0 @@ -name: thejoin-bird-beer-factory -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - customers: - pkey: customer_id - time_col: first_purchase_date - fkeys: {} - geolocation: - pkey: __PK__ - time_col: null - fkeys: - location_id: location - location: - pkey: __PK__ - time_col: null - fkeys: - location_id: geolocation - rootbeer: - pkey: root_beer_id - time_col: purchase_date - fkeys: - location_id: geolocation - rootbeerbrand: - pkey: brand_id - time_col: first_brewed_year - fkeys: {} - rootbeerreview: - pkey: null - time_col: review_date - fkeys: {} - transaction: - pkey: transaction_id - time_col: transaction_date - fkeys: - location_id: location diff --git a/thejoin-bird-beer-factory/schema.svg b/thejoin-bird-beer-factory/schema.svg deleted file mode 100644 index adb5c922bab534a72a8535f558f6e674bf7ba9fb..0000000000000000000000000000000000000000 --- a/thejoin-bird-beer-factory/schema.svg +++ /dev/null @@ -1,329 +0,0 @@ - - -schema - - -geolocation:e->location:w - - - -location:e->geolocation:w - - - -rootbeer:e->geolocation:w - - - -transaction:e->location:w - - -customers - -customers - -554 rows - -customer_id - -PK - -first_purchase_date - -TIME - -zip_code - -int - -first - -str - -last - -str - -street_address - -str - -city - -str - -state - -str - -email - -str - -phone_number - -str - -gender - -str - -subscribed_to_email_list - -bool - - - -geolocation - -geolocation - -3 rows - -__PK__ - -PK - -location_id - -FK - -latitude - -float - -longitude - -float - - - -location - -location - -3 rows - -__PK__ - -PK - -location_id - -FK - -zip_code - -int - -location_name - -str - -street_address - -str - -city - -str - -state - -str - - - -rootbeer - -rootbeer - -6K rows - -root_beer_id - -PK - -location_id - -FK - -purchase_date - -TIME - -brand_id - -int - -container_type - -str - - - -rootbeerbrand - -rootbeerbrand - -24 rows - -brand_id - -PK - -first_brewed_year - -TIME - -wholesale_cost - -float - -current_retail_price - -int - -brand_name - -str - -brewery_name - -str - -city - -str - -state - -str - -country - -str - -description - -str - -website - -str - -facebook_page - -str - -twitter - -str - -cane_sugar - -bool - -corn_syrup - -bool - -honey - -bool - -artificial_sweetener - -bool - -caffeinated - -bool - -alcoholic - -bool - -available_in_cans - -bool - -available_in_bottles - -bool - -available_in_kegs - -bool - - - -rootbeerreview - -rootbeerreview - -713 rows - -review_date - -TIME - -customer_id - -int - -brand_id - -int - -star_rating - -int - -review - -str - - - -transaction - -transaction - -6K rows - -transaction_id - -PK - -location_id - -FK - -transaction_date - -TIME - -credit_card_number - -int - -customer_id - -int - -root_beer_id - -int - -purchase_price - -int - -credit_card_type - -str - - - - \ No newline at end of file diff --git a/thejoin-bird-bike-share-1/README.md b/thejoin-bird-bike-share-1/README.md deleted file mode 100644 index aa140d5ab81fba1c8e7cdc3092f244adb2c973fb..0000000000000000000000000000000000000000 --- a/thejoin-bird-bike-share-1/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-bike-share-1 ---- - -# text2sql-bird-bike-share-1 - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-bike-share-1") -task = relbench.load_task("text2sql-bird-bike-share-1", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-bike-share-1/manifest.yaml b/thejoin-bird-bike-share-1/manifest.yaml deleted file mode 100644 index 5b5a0943cfa93bea957d6d29d6b78c51d324b1f4..0000000000000000000000000000000000000000 --- a/thejoin-bird-bike-share-1/manifest.yaml +++ /dev/null @@ -1,22 +0,0 @@ -name: thejoin-bird-bike-share-1 -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - station: - pkey: id - time_col: installation_date - fkeys: {} - status: - pkey: null - time_col: null - fkeys: - station_id: station - trip: - pkey: id - time_col: start_date - fkeys: {} - weather: - pkey: null - time_col: date - fkeys: {} diff --git a/thejoin-bird-bike-share-1/schema.svg b/thejoin-bird-bike-share-1/schema.svg deleted file mode 100644 index 41af14e67761bdb4d8b0444ef2a97ee03fd97494..0000000000000000000000000000000000000000 --- a/thejoin-bird-bike-share-1/schema.svg +++ /dev/null @@ -1,225 +0,0 @@ - - -schema - - -status:e->station:w - - - -station - -station - -70 rows - -id - -PK - -installation_date - -TIME - -lat - -float - -long - -float - -dock_count - -int - -name - -str - -city - -str - - - -status - -status - -60M rows - -station_id - -FK - -bikes_available - -int - -docks_available - -int - -time - -str - - - -trip - -trip - -659K rows - -id - -PK - -start_date - -TIME - -duration - -int - -start_station_id - -int - -end_station_id - -int - -bike_id - -int - -zip_code - -int - -start_station_name - -str - -end_station_name - -str - -subscription_type - -str - -end_date - -datetime - - - -weather - -weather - -4K rows - -date - -TIME - -max_sea_level_pressure_inches - -float - -mean_sea_level_pressure_inches - -float - -min_sea_level_pressure_inches - -float - -max_temperature_f - -int - -mean_temperature_f - -int - -min_temperature_f - -int - -max_dew_point_f - -int - -mean_dew_point_f - -int - -min_dew_point_f - -int - -max_humidity - -int - -mean_humidity - -int - -min_humidity - -int - -max_visibility_miles - -int - -mean_visibility_miles - -int - -min_visibility_miles - -int - -max_wind_speed_mph - -int - -mean_wind_speed_mph - -int - -max_gust_speed_mph - -int - -cloud_cover - -int - -wind_dir_degrees - -int - -precipitation_inches - -str - -events - -str - -zip_code - -str - - - \ No newline at end of file diff --git a/thejoin-bird-book-publishing-company/README.md b/thejoin-bird-book-publishing-company/README.md deleted file mode 100644 index 7e42aa503c9c05a205ca9e2c7600b0b35d6e17de..0000000000000000000000000000000000000000 --- a/thejoin-bird-book-publishing-company/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-book-publishing-company ---- - -# text2sql-bird-book-publishing-company - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-book-publishing-company") -task = relbench.load_task("text2sql-bird-book-publishing-company", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-book-publishing-company/manifest.yaml b/thejoin-bird-book-publishing-company/manifest.yaml deleted file mode 100644 index f6b797d9d834b0f9761af81a435e3ad651267326..0000000000000000000000000000000000000000 --- a/thejoin-bird-book-publishing-company/manifest.yaml +++ /dev/null @@ -1,59 +0,0 @@ -name: thejoin-bird-book-publishing-company -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - authors: - pkey: au_id - time_col: null - fkeys: {} - discounts: - pkey: null - time_col: null - fkeys: - stor_id: stores - employee: - pkey: emp_id - time_col: hire_date - fkeys: - job_id: jobs - pub_id: publishers - jobs: - pkey: job_id - time_col: null - fkeys: {} - pub_info: - pkey: __PK__ - time_col: null - fkeys: - pub_id: publishers - publishers: - pkey: pub_id - time_col: null - fkeys: {} - roysched: - pkey: null - time_col: null - fkeys: - title_id: titles - sales: - pkey: null - time_col: ord_date - fkeys: - stor_id: stores - title_id: titles - stores: - pkey: stor_id - time_col: null - fkeys: {} - titleauthor: - pkey: null - time_col: null - fkeys: - au_id: authors - title_id: titles - titles: - pkey: title_id - time_col: pubdate - fkeys: - pub_id: publishers diff --git a/thejoin-bird-book-publishing-company/schema.svg b/thejoin-bird-book-publishing-company/schema.svg deleted file mode 100644 index 7628faa79a76741efc3ba3535f869b6e5064a366..0000000000000000000000000000000000000000 --- a/thejoin-bird-book-publishing-company/schema.svg +++ /dev/null @@ -1,393 +0,0 @@ - - -schema - - -discounts:e->stores:w - - - -employee:e->jobs:w - - - -employee:e->publishers:w - - - -pub_info:e->publishers:w - - - -roysched:e->titles:w - - - -sales:e->stores:w - - - -sales:e->titles:w - - - -titleauthor:e->authors:w - - - -titleauthor:e->titles:w - - - -titles:e->publishers:w - - -authors - -authors - -23 rows - -au_id - -PK - -au_lname - -str - -au_fname - -str - -phone - -str - -address - -str - -city - -str - -state - -str - -zip - -str - -contract - -bool - - - -discounts - -discounts - -3 rows - -stor_id - -FK - -discount - -float - -lowqty - -int - -highqty - -int - -discounttype - -str - - - -stores - -stores - -6 rows - -stor_id - -PK - -stor_name - -str - -stor_address - -str - -city - -str - -state - -str - -zip - -str - - - -employee - -employee - -43 rows - -emp_id - -PK - -job_id - -FK - -pub_id - -FK - -hire_date - -TIME - -job_lvl - -int - -fname - -str - -minit - -str - -lname - -str - - - -jobs - -jobs - -14 rows - -job_id - -PK - -min_lvl - -int - -max_lvl - -int - -job_desc - -str - - - -publishers - -publishers - -8 rows - -pub_id - -PK - -pub_name - -str - -city - -str - -state - -str - -country - -str - - - -pub_info - -pub_info - -7 rows - -__PK__ - -PK - -pub_id - -FK - -logo - -str - -pr_info - -str - - - -roysched - -roysched - -86 rows - -title_id - -FK - -lorange - -int - -hirange - -int - -royalty - -int - - - -titles - -titles - -18 rows - -title_id - -PK - -pub_id - -FK - -pubdate - -TIME - -price - -float - -advance - -int - -royalty - -int - -ytd_sales - -int - -title - -str - -type - -str - -notes - -str - - - -sales - -sales - -21 rows - -stor_id - -FK - -title_id - -FK - -ord_date - -TIME - -qty - -int - -ord_num - -str - -payterms - -str - - - -titleauthor - -titleauthor - -25 rows - -au_id - -FK - -title_id - -FK - -au_ord - -int - -royaltyper - -int - - - - \ No newline at end of file diff --git a/thejoin-bird-books/README.md b/thejoin-bird-books/README.md deleted file mode 100644 index 7df6cfe72ca3ccbd4a2c2d5115bd07de85347537..0000000000000000000000000000000000000000 --- a/thejoin-bird-books/README.md +++ /dev/null @@ -1,47 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-books ---- - -# text2sql-bird-books - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-customer-address-diversity` | external | regression | Predict how many distinct delivery addresses a customer ships orders to in the next window. | -| `predict-customer-churn` | external | binary_classification | Predict whether a customer will place no orders in the next time window. | -| `predict-customer-distinct-shipping-methods` | external | regression | Predict how many distinct shipping methods a customer uses in the next window. | -| `predict-customer-high-value-order` | external | binary_classification | Predict whether a customer will place an order using a premium shipping method (method_id >= 2) in the next window. | -| `predict-customer-new-order` | external | binary_classification | Predict whether a customer will place at least one order in the next time window. | -| `predict-customer-new-shipping-method-adoption` | external | binary_classification | Whether the customer will use a shipping method they have never used before in the next window. | -| `predict-customer-order-count` | external | regression | Predict how many orders a customer will place in the next time window. | -| `predict-customer-order-count-heavytail` | external | regression | log1p of total order count placed by customer next window; dominated by zeros with power-law tail. | -| `predict-customer-order-share` | external | regression | Customer's share of total orders across all customers in the next window. | -| `predict-customer-order-streak` | external | regression | Longest consecutive sub-period streak where the customer places at least one order in the future window. | -| `predict-customer-rank-regression-shipping` | external | regression | Mean rank of the customer within its shipping-method group by order count next window (1 = most orders). | -| `predict-customer-repeat-address` | external | binary_classification | Whether the customer's next order ships to the same address as their most recent past order. | -| `predict-customer-repeat-shipping-method` | external | binary_classification | Whether the customer's next order uses the same shipping method as their most recent past order. | -| `predict-customer-return-after-inactivity` | external | binary_classification | Predict whether an inactive customer places an order in the next window after being absent. | -| `predict-customer-time-until-next-order` | external | regression | Number of days until the customer's next order is placed. | -| `predict-order-history-count` | external | regression | Predict how many order history events a given status code will be assigned in the next time window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-books") -task = relbench.load_task("text2sql-bird-books", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-books/manifest.yaml b/thejoin-bird-books/manifest.yaml deleted file mode 100644 index 767af36b1ed62c33fe15d1dcb341f73f2ed0b5c9..0000000000000000000000000000000000000000 --- a/thejoin-bird-books/manifest.yaml +++ /dev/null @@ -1,80 +0,0 @@ -name: thejoin-bird-books -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - address: - pkey: address_id - time_col: null - fkeys: - country_id: country - address_status: - pkey: status_id - time_col: null - fkeys: {} - author: - pkey: author_id - time_col: null - fkeys: {} - book: - pkey: book_id - time_col: publication_date - fkeys: - language_id: book_language - publisher_id: publisher - book_author: - pkey: null - time_col: null - fkeys: - book_id: book - author_id: author - book_language: - pkey: language_id - time_col: null - fkeys: {} - country: - pkey: country_id - time_col: null - fkeys: {} - cust_order: - pkey: order_id - time_col: order_date - fkeys: - customer_id: customer - shipping_method_id: shipping_method - dest_address_id: address - customer: - pkey: customer_id - time_col: null - fkeys: {} - customer_address: - pkey: null - time_col: null - fkeys: - customer_id: customer - address_id: address - status_id: order_status - order_history: - pkey: history_id - time_col: status_date - fkeys: - order_id: cust_order - status_id: order_status - order_line: - pkey: line_id - time_col: null - fkeys: - order_id: cust_order - book_id: book - order_status: - pkey: status_id - time_col: null - fkeys: {} - publisher: - pkey: publisher_id - time_col: null - fkeys: {} - shipping_method: - pkey: method_id - time_col: null - fkeys: {} diff --git a/thejoin-bird-books/schema.svg b/thejoin-bird-books/schema.svg deleted file mode 100644 index 28fdc75ff6b80659593091a62a9224e860121e29..0000000000000000000000000000000000000000 --- a/thejoin-bird-books/schema.svg +++ /dev/null @@ -1,385 +0,0 @@ - - -schema - - -address:e->country:w - - - -book:e->book_language:w - - - -book:e->publisher:w - - - -book_author:e->author:w - - - -book_author:e->book:w - - - -cust_order:e->address:w - - - -cust_order:e->customer:w - - - -cust_order:e->shipping_method:w - - - -customer_address:e->address:w - - - -customer_address:e->customer:w - - - -customer_address:e->order_status:w - - - -order_history:e->cust_order:w - - - -order_history:e->order_status:w - - - -order_line:e->book:w - - - -order_line:e->cust_order:w - - -address - -address - -1K rows - -address_id - -PK - -country_id - -FK - -street_number - -str - -street_name - -str - -city - -str - - - -country - -country - -232 rows - -country_id - -PK - -country_name - -str - - - -address_status - -address_status - -2 rows - -status_id - -PK - -address_status - -str - - - -author - -author - -9K rows - -author_id - -PK - -author_name - -str - - - -book - -book - -11K rows - -book_id - -PK - -language_id - -FK - -publisher_id - -FK - -publication_date - -TIME - -num_pages - -int - -title - -str - -isbn13 - -str - - - -book_language - -book_language - -27 rows - -language_id - -PK - -language_code - -str - -language_name - -str - - - -publisher - -publisher - -2K rows - -publisher_id - -PK - -publisher_name - -str - - - -book_author - -book_author - -18K rows - -book_id - -FK - -author_id - -FK - - - -cust_order - -cust_order - -8K rows - -order_id - -PK - -customer_id - -FK - -shipping_method_id - -FK - -dest_address_id - -FK - -order_date - -TIME - - - -customer - -customer - -2K rows - -customer_id - -PK - -first_name - -str - -last_name - -str - -email - -str - - - -shipping_method - -shipping_method - -4 rows - -method_id - -PK - -cost - -float - -method_name - -str - - - -customer_address - -customer_address - -3K rows - -customer_id - -FK - -address_id - -FK - -status_id - -FK - - - -order_status - -order_status - -6 rows - -status_id - -PK - -status_value - -str - - - -order_history - -order_history - -22K rows - -history_id - -PK - -order_id - -FK - -status_id - -FK - -status_date - -TIME - - - -order_line - -order_line - -8K rows - -line_id - -PK - -order_id - -FK - -book_id - -FK - -price - -float - - - - \ No newline at end of file diff --git a/thejoin-bird-books/tasks/predict-customer-address-diversity/manifest.yaml b/thejoin-bird-books/tasks/predict-customer-address-diversity/manifest.yaml deleted file mode 100644 index efdb11ce9a4924ecccbcf438c219fdaa228ec468..0000000000000000000000000000000000000000 --- a/thejoin-bird-books/tasks/predict-customer-address-diversity/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-customer-address-diversity -kind: external -task_type: regression -description: Predict how many distinct delivery addresses a customer ships orders to in the next window. -entity_table: customer -entity_col: customer_id -target_col: distinct_dest_addresses -time_col: order_date -timedelta: 8 days 19:37:00.350000 -manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-churn/manifest.yaml b/thejoin-bird-books/tasks/predict-customer-churn/manifest.yaml deleted file mode 100644 index 24a82cc7790869422c547840b63a04a2b202c748..0000000000000000000000000000000000000000 --- a/thejoin-bird-books/tasks/predict-customer-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-customer-churn -kind: external -task_type: binary_classification -description: Predict whether a customer will place no orders in the next time window. -entity_table: customer -entity_col: customer_id -target_col: is_churned -time_col: order_date -timedelta: 8 days 19:37:00.350000 -manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-distinct-shipping-methods/manifest.yaml b/thejoin-bird-books/tasks/predict-customer-distinct-shipping-methods/manifest.yaml deleted file mode 100644 index 9fb2bbe6c9f83658a7ad91b8ddf89ea4c8e99b1e..0000000000000000000000000000000000000000 --- a/thejoin-bird-books/tasks/predict-customer-distinct-shipping-methods/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-customer-distinct-shipping-methods -kind: external -task_type: regression -description: Predict how many distinct shipping methods a customer uses in the next window. -entity_table: customer -entity_col: customer_id -target_col: distinct_shipping_methods -time_col: order_date -timedelta: 8 days 19:37:00.350000 -manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-high-value-order/manifest.yaml b/thejoin-bird-books/tasks/predict-customer-high-value-order/manifest.yaml deleted file mode 100644 index 5ec52db4c8076be0f886d553648edee2e7543f43..0000000000000000000000000000000000000000 --- a/thejoin-bird-books/tasks/predict-customer-high-value-order/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-customer-high-value-order -kind: external -task_type: binary_classification -description: Predict whether a customer will place an order using a premium shipping method (method_id >= 2) in the next window. -entity_table: customer -entity_col: customer_id -target_col: high_value_order -time_col: order_date -timedelta: 8 days 19:37:00.350000 -manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-new-order/manifest.yaml b/thejoin-bird-books/tasks/predict-customer-new-order/manifest.yaml deleted file mode 100644 index 458a6ee4a0b95d9960454327b09e7218ff306895..0000000000000000000000000000000000000000 --- a/thejoin-bird-books/tasks/predict-customer-new-order/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-customer-new-order -kind: external -task_type: binary_classification -description: Predict whether a customer will place at least one order in the next time window. -entity_table: customer -entity_col: customer_id -target_col: has_order -time_col: order_date -timedelta: 8 days 19:37:00.350000 -manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-new-shipping-method-adoption/manifest.yaml b/thejoin-bird-books/tasks/predict-customer-new-shipping-method-adoption/manifest.yaml deleted file mode 100644 index 0cfb8747455e33d0ab0f261bf48118fd0882389b..0000000000000000000000000000000000000000 --- a/thejoin-bird-books/tasks/predict-customer-new-shipping-method-adoption/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-customer-new-shipping-method-adoption -kind: external -task_type: binary_classification -description: Whether the customer will use a shipping method they have never used before in the next window. -entity_table: customer -entity_col: customer_id -target_col: adopts_new_shipping_method -time_col: order_date -timedelta: 8 days 19:37:00.350000 -manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-order-count-heavytail/manifest.yaml b/thejoin-bird-books/tasks/predict-customer-order-count-heavytail/manifest.yaml deleted file mode 100644 index 7827664f4029578a162d40b0ed5e97434efe3b15..0000000000000000000000000000000000000000 --- a/thejoin-bird-books/tasks/predict-customer-order-count-heavytail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-customer-order-count-heavytail -kind: external -task_type: regression -description: log1p of total order count placed by customer next window; dominated by zeros with power-law tail. -entity_table: customer -entity_col: customer_id -target_col: log1p_customer_order_count -time_col: order_date -timedelta: 8 days 19:37:00.350000 -manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-order-count/manifest.yaml b/thejoin-bird-books/tasks/predict-customer-order-count/manifest.yaml deleted file mode 100644 index 3db8863e542fdec0e1671f3c40751a8b00eeaa2e..0000000000000000000000000000000000000000 --- a/thejoin-bird-books/tasks/predict-customer-order-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-customer-order-count -kind: external -task_type: regression -description: Predict how many orders a customer will place in the next time window. -entity_table: customer -entity_col: customer_id -target_col: order_count -time_col: order_date -timedelta: 8 days 19:37:00.350000 -manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-order-share/manifest.yaml b/thejoin-bird-books/tasks/predict-customer-order-share/manifest.yaml deleted file mode 100644 index 14d7b0e3662a268316cb93f913b024c0afc2e2b1..0000000000000000000000000000000000000000 --- a/thejoin-bird-books/tasks/predict-customer-order-share/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-customer-order-share -kind: external -task_type: regression -description: Customer's share of total orders across all customers in the next window. -entity_table: customer -entity_col: customer_id -target_col: order_share -time_col: order_date -timedelta: 8 days 19:37:00.350000 -manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-order-streak/manifest.yaml b/thejoin-bird-books/tasks/predict-customer-order-streak/manifest.yaml deleted file mode 100644 index 4e513ffb463e8f9c12768758ae71908e19ecc20d..0000000000000000000000000000000000000000 --- a/thejoin-bird-books/tasks/predict-customer-order-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-customer-order-streak -kind: external -task_type: regression -description: Longest consecutive sub-period streak where the customer places at least one order in the future window. -entity_table: customer -entity_col: customer_id -target_col: longest_active_streak -time_col: order_date -timedelta: 8 days 19:37:00.350000 -manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-rank-regression-shipping/manifest.yaml b/thejoin-bird-books/tasks/predict-customer-rank-regression-shipping/manifest.yaml deleted file mode 100644 index 08e6dd89a0decdba6a2420f5499317dc9ba48905..0000000000000000000000000000000000000000 --- a/thejoin-bird-books/tasks/predict-customer-rank-regression-shipping/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-customer-rank-regression-shipping -kind: external -task_type: regression -description: Mean rank of the customer within its shipping-method group by order count next window (1 = most orders). -entity_table: customer -entity_col: customer_id -target_col: mean_rank_in_shipping_method -time_col: order_date -timedelta: 8 days 19:37:00.350000 -manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-repeat-address/manifest.yaml b/thejoin-bird-books/tasks/predict-customer-repeat-address/manifest.yaml deleted file mode 100644 index b7434495ea993ce68b0001556a1593cef8c1ab80..0000000000000000000000000000000000000000 --- a/thejoin-bird-books/tasks/predict-customer-repeat-address/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-customer-repeat-address -kind: external -task_type: binary_classification -description: Whether the customer's next order ships to the same address as their most recent past order. -entity_table: customer -entity_col: customer_id -target_col: repeats_last_address -time_col: order_date -timedelta: 8 days 19:37:00.350000 -manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-repeat-shipping-method/manifest.yaml b/thejoin-bird-books/tasks/predict-customer-repeat-shipping-method/manifest.yaml deleted file mode 100644 index 26951239e1f27f1e38b332bd01b3325041ddfb68..0000000000000000000000000000000000000000 --- a/thejoin-bird-books/tasks/predict-customer-repeat-shipping-method/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-customer-repeat-shipping-method -kind: external -task_type: binary_classification -description: Whether the customer's next order uses the same shipping method as their most recent past order. -entity_table: customer -entity_col: customer_id -target_col: repeats_shipping_method -time_col: order_date -timedelta: 8 days 19:37:00.350000 -manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-return-after-inactivity/manifest.yaml b/thejoin-bird-books/tasks/predict-customer-return-after-inactivity/manifest.yaml deleted file mode 100644 index 9a5d8379392748360cef94164932ff5cf50d3c44..0000000000000000000000000000000000000000 --- a/thejoin-bird-books/tasks/predict-customer-return-after-inactivity/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-customer-return-after-inactivity -kind: external -task_type: binary_classification -description: Predict whether an inactive customer places an order in the next window after being absent. -entity_table: customer -entity_col: customer_id -target_col: returns -time_col: order_date -timedelta: 8 days 19:37:00.350000 -manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-customer-time-until-next-order/manifest.yaml b/thejoin-bird-books/tasks/predict-customer-time-until-next-order/manifest.yaml deleted file mode 100644 index 0a350dbe0226344e8548efd69640421603b31e1c..0000000000000000000000000000000000000000 --- a/thejoin-bird-books/tasks/predict-customer-time-until-next-order/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-customer-time-until-next-order -kind: external -task_type: regression -description: Number of days until the customer's next order is placed. -entity_table: customer -entity_col: customer_id -target_col: days_to_next_order -time_col: order_date -timedelta: 8 days 19:37:00.350000 -manifest_version: 1 diff --git a/thejoin-bird-books/tasks/predict-order-history-count/manifest.yaml b/thejoin-bird-books/tasks/predict-order-history-count/manifest.yaml deleted file mode 100644 index 3ff39f31bfa19373bc1819857ef06f061285d05f..0000000000000000000000000000000000000000 --- a/thejoin-bird-books/tasks/predict-order-history-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-order-history-count -kind: external -task_type: regression -description: Predict how many order history events a given status code will be assigned in the next time window. -entity_table: order_status -entity_col: status_id -target_col: status_event_count -time_col: status_date -timedelta: 8 days 19:37:00.350000 -manifest_version: 1 diff --git a/thejoin-bird-california-schools/README.md b/thejoin-bird-california-schools/README.md deleted file mode 100644 index 2c1d6fb09e081bed01ab0ee641ff739e3bbfaa01..0000000000000000000000000000000000000000 --- a/thejoin-bird-california-schools/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-california-schools ---- - -# text2sql-bird-california-schools - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-california-schools") -task = relbench.load_task("text2sql-bird-california-schools", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-california-schools/manifest.yaml b/thejoin-bird-california-schools/manifest.yaml deleted file mode 100644 index 0f2a77ee79abaa71c3dc7db03e80c4c2724dcde3..0000000000000000000000000000000000000000 --- a/thejoin-bird-california-schools/manifest.yaml +++ /dev/null @@ -1,18 +0,0 @@ -name: thejoin-bird-california-schools -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - frpm: - pkey: cds_code - time_col: null - fkeys: {} - satscores: - pkey: null - time_col: null - fkeys: - cds: schools - schools: - pkey: cds_code - time_col: last_update - fkeys: {} diff --git a/thejoin-bird-california-schools/schema.svg b/thejoin-bird-california-schools/schema.svg deleted file mode 100644 index f5a3ec0fa392c97350905587400718bc89cfb342..0000000000000000000000000000000000000000 --- a/thejoin-bird-california-schools/schema.svg +++ /dev/null @@ -1,389 +0,0 @@ - - -schema - - -satscores:e->schools:w - - -frpm - -frpm - -10K rows - -cds_code - -PK - -percent_eligible_free_k_12 - -float - -percent_eligible_frpm_k_12 - -float - -percent_eligible_free_ages_5_17 - -float - -percent_eligible_frpm_ages_5_17 - -float - -district_code - -int - -charter_school_y_n - -int - -irc - -int - -enrollment_k_12 - -int - -free_meal_count_k_12 - -int - -frpm_count_k_12 - -int - -enrollment_ages_5_17 - -int - -free_meal_count_ages_5_17 - -int - -frpm_count_ages_5_17 - -int - -2013_14_calpads_fall_1_certification_status - -int - -academic_year - -str - -county_code - -str - -school_code - -str - -county_name - -str - -district_name - -str - -school_name - -str - -district_type - -str - -school_type - -str - -educational_option_type - -str - -nslp_provision_status - -str - -charter_school_number - -str - -charter_funding_type - -str - -low_grade - -str - -high_grade - -str - - - -satscores - -satscores - -2K rows - -cds - -FK - -enroll12 - -int - -num_tst_takr - -int - -avg_scr_read - -int - -avg_scr_math - -int - -avg_scr_write - -int - -num_ge1500 - -int - -rtype - -str - -sname - -str - -dname - -str - -cname - -str - - - -schools - -schools - -18K rows - -cds_code - -PK - -last_update - -TIME - -latitude - -float - -longitude - -float - -charter - -int - -magnet - -int - -nces_dist - -str - -nces_school - -str - -status_type - -str - -county - -str - -district - -str - -school - -str - -street - -str - -street_abr - -str - -city - -str - -zip - -str - -state - -str - -mail_street - -str - -mail_str_abr - -str - -mail_city - -str - -mail_zip - -str - -mail_state - -str - -phone - -str - -ext - -str - -website - -str - -closed_date - -str - -charter_num - -str - -funding_type - -str - -doc - -str - -doc_type - -str - -soc - -str - -soc_type - -str - -ed_ops_code - -str - -ed_ops_name - -str - -eil_code - -str - -eil_name - -str - -g_soffered - -str - -g_sserved - -str - -virtual - -str - -adm_f_name1 - -str - -adm_l_name1 - -str - -adm_email1 - -str - -adm_f_name2 - -str - -adm_l_name2 - -str - -adm_email2 - -str - -adm_f_name3 - -str - -adm_l_name3 - -str - -adm_email3 - -str - -open_date - -datetime - - - - \ No newline at end of file diff --git a/thejoin-bird-car-retails/README.md b/thejoin-bird-car-retails/README.md deleted file mode 100644 index eb75d4844c24178c4eed1bb191039853ac23f776..0000000000000000000000000000000000000000 --- a/thejoin-bird-car-retails/README.md +++ /dev/null @@ -1,32 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-car-retails ---- - -# text2sql-bird-car-retails - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-customer-has-order` | external | binary_classification | Predict whether a customer will place at least one order in the next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-car-retails") -task = relbench.load_task("text2sql-bird-car-retails", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-car-retails/manifest.yaml b/thejoin-bird-car-retails/manifest.yaml deleted file mode 100644 index c4eaa7767e2195239ed2694025df5b2eeb8954ef..0000000000000000000000000000000000000000 --- a/thejoin-bird-car-retails/manifest.yaml +++ /dev/null @@ -1,42 +0,0 @@ -name: thejoin-bird-car-retails -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - customers: - pkey: customer_number - time_col: null - fkeys: {} - employees: - pkey: employee_number - time_col: null - fkeys: - office_code: offices - offices: - pkey: office_code - time_col: null - fkeys: {} - orderdetails: - pkey: null - time_col: null - fkeys: - order_number: orders - product_code: products - orders: - pkey: order_number - time_col: required_date - fkeys: - customer_number: customers - payments: - pkey: check_number - time_col: payment_date - fkeys: - customer_number: customers - productlines: - pkey: null - time_col: null - fkeys: {} - products: - pkey: product_code - time_col: null - fkeys: {} diff --git a/thejoin-bird-car-retails/schema.svg b/thejoin-bird-car-retails/schema.svg deleted file mode 100644 index 526a414cd23d395007d1cffe108bfc8cd6be8dce..0000000000000000000000000000000000000000 --- a/thejoin-bird-car-retails/schema.svg +++ /dev/null @@ -1,325 +0,0 @@ - - -schema - - -employees:e->offices:w - - - -orderdetails:e->orders:w - - - -orderdetails:e->products:w - - - -orders:e->customers:w - - - -payments:e->customers:w - - - -customers - -customers - -122 rows - -customer_number - -PK - -sales_rep_employee_number - -int - -credit_limit - -int - -customer_name - -str - -contact_last_name - -str - -contact_first_name - -str - -phone - -str - -address_line1 - -str - -address_line2 - -str - -city - -str - -state - -str - -postal_code - -str - -country - -str - - - -employees - -employees - -23 rows - -employee_number - -PK - -office_code - -FK - -reports_to - -int - -last_name - -str - -first_name - -str - -extension - -str - -email - -str - -job_title - -str - - - -offices - -offices - -7 rows - -office_code - -PK - -city - -str - -phone - -str - -address_line1 - -str - -address_line2 - -str - -state - -str - -country - -str - -postal_code - -str - -territory - -str - - - -orderdetails - -orderdetails - -3K rows - -order_number - -FK - -product_code - -FK - -price_each - -float - -quantity_ordered - -int - -order_line_number - -int - - - -orders - -orders - -326 rows - -order_number - -PK - -customer_number - -FK - -required_date - -TIME - -status - -str - -comments - -str - -order_date - -datetime - -shipped_date - -datetime - - - -products - -products - -110 rows - -product_code - -PK - -buy_price - -float - -msrp - -float - -quantity_in_stock - -int - -product_name - -str - -product_line - -str - -product_scale - -str - -product_vendor - -str - -product_description - -str - - - -payments - -payments - -273 rows - -check_number - -PK - -customer_number - -FK - -payment_date - -TIME - -amount - -float - - - -productlines - -productlines - -7 rows - -product_line - -str - -text_description - -str - -html_description - -null - -image - -null - - - \ No newline at end of file diff --git a/thejoin-bird-car-retails/tasks/predict-customer-has-order/manifest.yaml b/thejoin-bird-car-retails/tasks/predict-customer-has-order/manifest.yaml deleted file mode 100644 index f87e1e082b27c09bba334fcd732a6bf6cb47fc15..0000000000000000000000000000000000000000 --- a/thejoin-bird-car-retails/tasks/predict-customer-has-order/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-customer-has-order -kind: external -task_type: binary_classification -description: Predict whether a customer will place at least one order in the next window. -entity_table: customers -entity_col: customer_number -target_col: has_order -time_col: required_date -timedelta: 7 days 07:12:00 -manifest_version: 1 diff --git a/thejoin-bird-card-games/README.md b/thejoin-bird-card-games/README.md deleted file mode 100644 index cd915163f45c2d789b6ab3fa4bd4058d10d400c9..0000000000000000000000000000000000000000 --- a/thejoin-bird-card-games/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-card-games ---- - -# text2sql-bird-card-games - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-card-games") -task = relbench.load_task("text2sql-bird-card-games", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-card-games/manifest.yaml b/thejoin-bird-card-games/manifest.yaml deleted file mode 100644 index 2db09a87e41686eda972961bd1f0f84d149649c3..0000000000000000000000000000000000000000 --- a/thejoin-bird-card-games/manifest.yaml +++ /dev/null @@ -1,32 +0,0 @@ -name: thejoin-bird-card-games -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - cards: - pkey: id - time_col: null - fkeys: {} - foreign_data: - pkey: id - time_col: null - fkeys: - uuid: cards - legalities: - pkey: id - time_col: null - fkeys: - uuid: cards - rulings: - pkey: id - time_col: date - fkeys: - uuid: cards - set_translations: - pkey: id - time_col: null - fkeys: {} - sets: - pkey: id - time_col: release_date - fkeys: {} diff --git a/thejoin-bird-card-games/schema.svg b/thejoin-bird-card-games/schema.svg deleted file mode 100644 index 50c87d1103db340a48e2259e35ea44d7a04f389a..0000000000000000000000000000000000000000 --- a/thejoin-bird-card-games/schema.svg +++ /dev/null @@ -1,525 +0,0 @@ - - -schema - - -foreign_data:e->cards:w - - - -legalities:e->cards:w - - - -rulings:e->cards:w - - - -cards - -cards - -57K rows - -id - -PK - -converted_mana_cost - -float - -edhrec_rank - -int - -face_converted_mana_cost - -int - -artist - -str - -ascii_name - -str - -availability - -str - -border_color - -str - -card_kingdom_foil_id - -str - -card_kingdom_id - -str - -color_identity - -str - -color_indicator - -str - -colors - -str - -duel_deck - -str - -face_name - -str - -flavor_name - -str - -flavor_text - -str - -frame_effects - -str - -frame_version - -str - -hand - -str - -keywords - -str - -layout - -str - -leadership_skills - -str - -life - -str - -loyalty - -str - -mana_cost - -str - -mcm_id - -str - -mcm_meta_id - -str - -mtg_arena_id - -str - -mtgjson_v4_id - -str - -mtgo_foil_id - -str - -mtgo_id - -str - -multiverse_id - -str - -name - -str - -number - -str - -original_release_date - -str - -original_text - -str - -original_type - -str - -other_face_ids - -str - -power - -str - -printings - -str - -promo_types - -str - -purchase_urls - -str - -rarity - -str - -scryfall_id - -str - -scryfall_illustration_id - -str - -scryfall_oracle_id - -str - -set_code - -str - -side - -str - -subtypes - -str - -supertypes - -str - -tcgplayer_product_id - -str - -text - -str - -toughness - -str - -type - -str - -types - -str - -uuid - -str - -variations - -str - -watermark - -str - -has_alternative_deck_limit - -bool - -has_content_warning - -bool - -has_foil - -bool - -has_non_foil - -bool - -is_alternative - -bool - -is_full_art - -bool - -is_online_only - -bool - -is_oversized - -bool - -is_promo - -bool - -is_reprint - -bool - -is_reserved - -bool - -is_starter - -bool - -is_story_spotlight - -bool - -is_textless - -bool - -is_timeshifted - -bool - - - -foreign_data - -foreign_data - -229K rows - -id - -PK - -uuid - -FK - -multiverseid - -int - -flavor_text - -str - -language - -str - -name - -str - -text - -str - -type - -str - - - -legalities - -legalities - -428K rows - -id - -PK - -uuid - -FK - -format - -str - -status - -str - - - -rulings - -rulings - -88K rows - -id - -PK - -uuid - -FK - -date - -TIME - -text - -str - - - -set_translations - -set_translations - -1K rows - -id - -PK - -language - -str - -set_code - -str - -translation - -str - - - -sets - -sets - -551 rows - -id - -PK - -release_date - -TIME - -mcm_id - -float - -mcm_id_extras - -float - -tcgplayer_group_id - -float - -base_set_size - -int - -total_set_size - -int - -block - -str - -booster - -str - -code - -str - -keyrune_code - -str - -mcm_name - -str - -mtgo_code - -str - -name - -str - -parent_code - -str - -type - -str - -is_foil_only - -bool - -is_foreign_only - -bool - -is_non_foil_only - -bool - -is_online_only - -bool - -is_partial_preview - -bool - - - \ No newline at end of file diff --git a/thejoin-bird-cars/README.md b/thejoin-bird-cars/README.md deleted file mode 100644 index d28bb7e82e2181994b9eee1b4bf3aa5b22c0d40a..0000000000000000000000000000000000000000 --- a/thejoin-bird-cars/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-cars ---- - -# text2sql-bird-cars - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-cars") -task = relbench.load_task("text2sql-bird-cars", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-cars/manifest.yaml b/thejoin-bird-cars/manifest.yaml deleted file mode 100644 index aa8c838cdc44f00fa987bf330f6fe105a7e80184..0000000000000000000000000000000000000000 --- a/thejoin-bird-cars/manifest.yaml +++ /dev/null @@ -1,24 +0,0 @@ -name: thejoin-bird-cars -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - country: - pkey: origin - time_col: null - fkeys: {} - data: - pkey: __PK__ - time_col: null - fkeys: - id: price - price: - pkey: id - time_col: null - fkeys: {} - production: - pkey: null - time_col: model_year - fkeys: - id: data - country: country diff --git a/thejoin-bird-cars/schema.svg b/thejoin-bird-cars/schema.svg deleted file mode 100644 index bad2b0743332f2014d576c0a1d8e6f45118e9276..0000000000000000000000000000000000000000 --- a/thejoin-bird-cars/schema.svg +++ /dev/null @@ -1,117 +0,0 @@ - - -schema - - -data:e->price:w - - - -production:e->country:w - - - -production:e->data:w - - -country - -country - -3 rows - -origin - -PK - -country - -str - - - -data - -data - -398 rows - -__PK__ - -PK - -id - -FK - -mpg - -float - -displacement - -float - -acceleration - -float - -cylinders - -int - -horsepower - -int - -weight - -int - -model - -int - -car_name - -str - - - -price - -price - -398 rows - -id - -PK - -price - -float - - - -production - -production - -692 rows - -id - -FK - -country - -FK - -model_year - -TIME - - - - \ No newline at end of file diff --git a/thejoin-bird-chicago-crime/README.md b/thejoin-bird-chicago-crime/README.md deleted file mode 100644 index eca775f8db437676065cfc45658cde22067281d9..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/README.md +++ /dev/null @@ -1,62 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-chicago-crime ---- - -# text2sql-bird-chicago-crime - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-community-area-avg-latitude` | external | regression | Predict the mean latitude of crime incidents in a community area in the next window. | -| `predict-community-area-crime-count` | external | regression | Predict the number of crimes in a community area in the next window. | -| `predict-community-area-distinct-crime-types` | external | regression | Predict how many distinct IUCR crime types occur in a community area in the next window. | -| `predict-community-area-latitude-volatility` | external | regression | Standard deviation of crime latitudes within this community area next window (geographic dispersion). | -| `predict-community-area-rank-regression-within-ward` | external | regression | Community area's mean rank by crime count within its ward grouping next window (1=highest). | -| `predict-community-area-time-until-next-crime` | external | regression | Days until the next crime is reported in this community area. | -| `predict-community-area-will-repeat-last-iucr` | external | binary_classification | Whether the next crime in this community area has the same IUCR code as its most recent prior crime. | -| `predict-district-beat-volatility` | external | regression | Predict the standard deviation of beat numbers for crimes in a district in the next window, reflecting geographic spread. | -| `predict-district-crime-count` | external | regression | Predict the number of crimes reported in a police district in the next window. | -| `predict-district-crime-count-trend` | external | binary_classification | Predict whether the total crime count in a district increases in the next window vs the current window. | -| `predict-district-crime-share` | external | regression | Predict a district's share of total city-wide crime in the next window. | -| `predict-district-crime-share-concentration` | external | regression | Fraction of all citywide crimes that this district accounts for next window. | -| `predict-district-crime-streak-length` | external | regression | Longest consecutive-day streak of reported crimes for this district in the forecast window. | -| `predict-district-crime-trend-reversal` | external | binary_classification | Whether the sign of the change in crime count for this district flips between this window and the next. | -| `predict-district-new-iucr-adoption` | external | binary_classification | Whether this district records a crime with an IUCR code it has never seen in its prior history next window. | -| `predict-district-rank-regression-by-crime-count` | external | regression | District's mean rank (1=highest crime volume) among all districts within the same FBI code category next window. | -| `predict-district-time-until-next-crime` | external | regression | Days until the next crime report is filed in this district. | -| `predict-district-top-crime-volume` | external | binary_classification | Predict whether a district is among the top 25% by crime volume in the next window. | -| `predict-district-will-repeat-last-fbi-code` | external | binary_classification | Whether the next crime reported in this district shares the same FBI code as the prior one. | -| `predict-fbi-code-crime-count` | external | regression | Predict the number of crimes under a specific FBI crime classification in the next window. | -| `predict-iucr-crime-count` | external | regression | Predict the number of crimes of a specific IUCR offense code in the next window. | -| `predict-iucr-crime-type-churn` | external | binary_classification | Predict whether an IUCR crime category will have zero reported incidents in the next window, indicating a disappearance of that crime type. | -| `predict-iucr-has-crime-next-window` | external | binary_classification | Predict whether an IUCR crime category will appear in any incident report in the next window. | -| `predict-iucr-rank-change-in-district` | external | binary_classification | Whether this IUCR code's frequency rank within a district improves by at least 1 position next window. | -| `predict-iucr-top-crime-type` | external | binary_classification | Predict whether a particular IUCR crime type is among the top 25% most frequent types city-wide in the next window. | -| `predict-ward-crime-count` | external | regression | Predict the number of crimes reported in a ward in the next window. | -| `predict-ward-crime-count-change` | external | regression | Predict the change in crime count for a ward from the current window to the next window. | -| `predict-ward-crime-count-trend` | external | binary_classification | Predict whether crime count in a ward increases in the next window vs the current window. | -| `predict-ward-crime-streak-length` | external | regression | Longest consecutive-day streak of any crime activity in this ward within the forecast window. | -| `predict-ward-distinct-fbi-codes` | external | regression | Predict how many distinct FBI crime categories occur in a ward in the next window. | -| `predict-ward-rank-change-by-crime-volume` | external | binary_classification | Whether this ward's crime-volume rank within its district improves by at least 2 positions next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-chicago-crime") -task = relbench.load_task("text2sql-bird-chicago-crime", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-chicago-crime/manifest.yaml b/thejoin-bird-chicago-crime/manifest.yaml deleted file mode 100644 index f12266c4f64bfa74780bf8f47722aacf90a8c374..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/manifest.yaml +++ /dev/null @@ -1,39 +0,0 @@ -name: thejoin-bird-chicago-crime -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - Community_Area: - pkey: community_area_no - time_col: null - fkeys: {} - Crime: - pkey: report_no - time_col: date - fkeys: - community_area_no: Community_Area - fbi_code_no: FBI_Code - district_no: District - iucr_no: IUCR - ward_no: Ward - District: - pkey: district_no - time_col: null - fkeys: {} - FBI_Code: - pkey: fbi_code_no - time_col: null - fkeys: {} - IUCR: - pkey: iucr_no - time_col: null - fkeys: {} - Neighborhood: - pkey: neighborhood_name - time_col: null - fkeys: - community_area_no: Community_Area - Ward: - pkey: ward_no - time_col: null - fkeys: {} diff --git a/thejoin-bird-chicago-crime/schema.svg b/thejoin-bird-chicago-crime/schema.svg deleted file mode 100644 index 3470bedca6571709fd60312a9bd5066fb5f0fa0e..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/schema.svg +++ /dev/null @@ -1,293 +0,0 @@ - - -schema - - -Crime:e->Community_Area:w - - - -Crime:e->District:w - - - -Crime:e->FBI_Code:w - - - -Crime:e->IUCR:w - - - -Crime:e->Ward:w - - - -Neighborhood:e->Community_Area:w - - -Community_Area - -Community_Area - -77 rows - -community_area_no - -PK - -community_area_name - -str - -side - -str - -population - -str - - - -Crime - -Crime - -268K rows - -report_no - -PK - -iucr_no - -FK - -district_no - -FK - -ward_no - -FK - -community_area_no - -FK - -fbi_code_no - -FK - -date - -TIME - -latitude - -float - -longitude - -float - -beat - -int - -case_number - -str - -block - -str - -location_description - -str - -arrest - -bool - -domestic - -bool - - - -District - -District - -22 rows - -district_no - -PK - -zip_code - -int - -district_name - -str - -address - -str - -commander - -str - -email - -str - -phone - -str - -fax - -str - -tty - -str - -twitter - -str - - - -FBI_Code - -FBI_Code - -26 rows - -fbi_code_no - -PK - -title - -str - -description - -str - -crime_against - -str - - - -IUCR - -IUCR - -401 rows - -iucr_no - -PK - -primary_description - -str - -secondary_description - -str - -index_code - -str - - - -Ward - -Ward - -50 rows - -ward_no - -PK - -city_hall_office_room - -int - -population - -int - -alderman_first_name - -str - -alderman_last_name - -str - -alderman_name_suffix - -str - -ward_office_address - -str - -ward_office_zip - -str - -ward_email - -str - -ward_office_phone - -str - -ward_office_fax - -str - -city_hall_office_phone - -str - -city_hall_office_fax - -str - - - -Neighborhood - -Neighborhood - -246 rows - -neighborhood_name - -PK - -community_area_no - -FK - - - - \ No newline at end of file diff --git a/thejoin-bird-chicago-crime/tasks/predict-community-area-avg-latitude/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-community-area-avg-latitude/manifest.yaml deleted file mode 100644 index 4ebe4f4a7aae93ac8f7f0ffc5a1ba9ef4a166bd9..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-community-area-avg-latitude/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-community-area-avg-latitude -kind: external -task_type: regression -description: Predict the mean latitude of crime incidents in a community area in the next window. -entity_table: Community_Area -entity_col: community_area_no -target_col: avg_crime_latitude -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-community-area-crime-count/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-community-area-crime-count/manifest.yaml deleted file mode 100644 index c7e39435a941ec96e7d99aec3496d087c409b683..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-community-area-crime-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-community-area-crime-count -kind: external -task_type: regression -description: Predict the number of crimes in a community area in the next window. -entity_table: Community_Area -entity_col: community_area_no -target_col: area_crime_count -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-community-area-distinct-crime-types/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-community-area-distinct-crime-types/manifest.yaml deleted file mode 100644 index 21fea89d4040aa52af1891fb1299c3e5f8857e03..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-community-area-distinct-crime-types/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-community-area-distinct-crime-types -kind: external -task_type: regression -description: Predict how many distinct IUCR crime types occur in a community area in the next window. -entity_table: Community_Area -entity_col: community_area_no -target_col: distinct_iucr_types -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-community-area-latitude-volatility/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-community-area-latitude-volatility/manifest.yaml deleted file mode 100644 index 494e61efd98f2c136142687f88e903bccc25875b..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-community-area-latitude-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-community-area-latitude-volatility -kind: external -task_type: regression -description: Standard deviation of crime latitudes within this community area next window (geographic dispersion). -entity_table: Community_Area -entity_col: community_area_no -target_col: latitude_stddev -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-community-area-rank-regression-within-ward/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-community-area-rank-regression-within-ward/manifest.yaml deleted file mode 100644 index cf7edb9edf34e525a27703c0be8cad7205f96f62..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-community-area-rank-regression-within-ward/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-community-area-rank-regression-within-ward -kind: external -task_type: regression -description: Community area's mean rank by crime count within its ward grouping next window (1=highest). -entity_table: Community_Area -entity_col: community_area_no -target_col: ward_scope_rank -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-community-area-time-until-next-crime/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-community-area-time-until-next-crime/manifest.yaml deleted file mode 100644 index 158cd8722eaa0a1eaacb344fbec974dcf2c7e8e4..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-community-area-time-until-next-crime/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-community-area-time-until-next-crime -kind: external -task_type: regression -description: Days until the next crime is reported in this community area. -entity_table: Community_Area -entity_col: community_area_no -target_col: days_to_next_crime -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-community-area-will-repeat-last-iucr/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-community-area-will-repeat-last-iucr/manifest.yaml deleted file mode 100644 index f5df5bdd9be6830b7e2c6b26d9d5f3c35c9a0455..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-community-area-will-repeat-last-iucr/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-community-area-will-repeat-last-iucr -kind: external -task_type: binary_classification -description: Whether the next crime in this community area has the same IUCR code as its most recent prior crime. -entity_table: Community_Area -entity_col: community_area_no -target_col: repeats_last_iucr -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-beat-volatility/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-district-beat-volatility/manifest.yaml deleted file mode 100644 index 82d5129283b6a77e81ceb8d99efbd2e1924e0eae..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-district-beat-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-district-beat-volatility -kind: external -task_type: regression -description: Predict the standard deviation of beat numbers for crimes in a district in the next window, reflecting geographic spread. -entity_table: District -entity_col: district_no -target_col: beat_std -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-crime-count-trend/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-district-crime-count-trend/manifest.yaml deleted file mode 100644 index ed8afc9c1cb58056f3a200865d8722d9f6e6ba18..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-district-crime-count-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-district-crime-count-trend -kind: external -task_type: binary_classification -description: Predict whether the total crime count in a district increases in the next window vs the current window. -entity_table: District -entity_col: district_no -target_col: crime_count_trend_up -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-crime-count/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-district-crime-count/manifest.yaml deleted file mode 100644 index 0fb8009ab13ade6911355fc42fa386831220dce2..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-district-crime-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-district-crime-count -kind: external -task_type: regression -description: Predict the number of crimes reported in a police district in the next window. -entity_table: District -entity_col: district_no -target_col: crime_count -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-crime-share-concentration/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-district-crime-share-concentration/manifest.yaml deleted file mode 100644 index aa2a0012206d1549f40195069bede9407d13d398..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-district-crime-share-concentration/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-district-crime-share-concentration -kind: external -task_type: regression -description: Fraction of all citywide crimes that this district accounts for next window. -entity_table: District -entity_col: district_no -target_col: citywide_crime_share -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-crime-share/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-district-crime-share/manifest.yaml deleted file mode 100644 index cce2fa58401175aac5807820c7ba8d140e69f45e..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-district-crime-share/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-district-crime-share -kind: external -task_type: regression -description: Predict a district's share of total city-wide crime in the next window. -entity_table: District -entity_col: district_no -target_col: crime_share -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-crime-streak-length/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-district-crime-streak-length/manifest.yaml deleted file mode 100644 index ad8b057b7b6d31693ae38a283f09227e5c0e936f..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-district-crime-streak-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-district-crime-streak-length -kind: external -task_type: regression -description: Longest consecutive-day streak of reported crimes for this district in the forecast window. -entity_table: District -entity_col: district_no -target_col: active_day_streak -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-crime-trend-reversal/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-district-crime-trend-reversal/manifest.yaml deleted file mode 100644 index b65315f1b961412e50fd7a4a4a98d612eb0e2ab9..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-district-crime-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-district-crime-trend-reversal -kind: external -task_type: binary_classification -description: Whether the sign of the change in crime count for this district flips between this window and the next. -entity_table: District -entity_col: district_no -target_col: trend_flips -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-new-iucr-adoption/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-district-new-iucr-adoption/manifest.yaml deleted file mode 100644 index c2bfc3d2cfdf6d17fc1a86a88dded707d07abf4b..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-district-new-iucr-adoption/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-district-new-iucr-adoption -kind: external -task_type: binary_classification -description: Whether this district records a crime with an IUCR code it has never seen in its prior history next window. -entity_table: District -entity_col: district_no -target_col: sees_novel_iucr -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-rank-regression-by-crime-count/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-district-rank-regression-by-crime-count/manifest.yaml deleted file mode 100644 index 065b34b5354681aaa6620f3bc204204ec1c31442..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-district-rank-regression-by-crime-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-district-rank-regression-by-crime-count -kind: external -task_type: regression -description: District's mean rank (1=highest crime volume) among all districts within the same FBI code category next window. -entity_table: District -entity_col: district_no -target_col: crime_volume_rank -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-time-until-next-crime/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-district-time-until-next-crime/manifest.yaml deleted file mode 100644 index 8ca026f6e8f55708c4249a98a359f5838179e3ea..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-district-time-until-next-crime/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-district-time-until-next-crime -kind: external -task_type: regression -description: Days until the next crime report is filed in this district. -entity_table: District -entity_col: district_no -target_col: days_to_next_crime -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-top-crime-volume/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-district-top-crime-volume/manifest.yaml deleted file mode 100644 index 847d38947d94e9427a1a89fca011ca09618f27ab..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-district-top-crime-volume/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-district-top-crime-volume -kind: external -task_type: binary_classification -description: Predict whether a district is among the top 25% by crime volume in the next window. -entity_table: District -entity_col: district_no -target_col: is_high_crime_district -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-district-will-repeat-last-fbi-code/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-district-will-repeat-last-fbi-code/manifest.yaml deleted file mode 100644 index ab4fbc45d7787afc32c7cdfa2d08d11c90ef8dc7..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-district-will-repeat-last-fbi-code/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-district-will-repeat-last-fbi-code -kind: external -task_type: binary_classification -description: Whether the next crime reported in this district shares the same FBI code as the prior one. -entity_table: District -entity_col: district_no -target_col: repeats_last_fbi_code -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-fbi-code-crime-count/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-fbi-code-crime-count/manifest.yaml deleted file mode 100644 index 9e8ef54a69ed3878dc8954a35e219d4cf76be9c9..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-fbi-code-crime-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-fbi-code-crime-count -kind: external -task_type: regression -description: Predict the number of crimes under a specific FBI crime classification in the next window. -entity_table: FBI_Code -entity_col: fbi_code_no -target_col: fbi_crime_count -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-iucr-crime-count/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-iucr-crime-count/manifest.yaml deleted file mode 100644 index 85c9e13b30479b1317647a9c71af5073fe3d84d5..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-iucr-crime-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-iucr-crime-count -kind: external -task_type: regression -description: Predict the number of crimes of a specific IUCR offense code in the next window. -entity_table: IUCR -entity_col: iucr_no -target_col: iucr_crime_count -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-iucr-crime-type-churn/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-iucr-crime-type-churn/manifest.yaml deleted file mode 100644 index 584874e644464dc00c7d0b023b6260bd4e84d1a5..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-iucr-crime-type-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-iucr-crime-type-churn -kind: external -task_type: binary_classification -description: Predict whether an IUCR crime category will have zero reported incidents in the next window, indicating a disappearance of that crime type. -entity_table: IUCR -entity_col: iucr_no -target_col: iucr_type_churn -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-iucr-has-crime-next-window/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-iucr-has-crime-next-window/manifest.yaml deleted file mode 100644 index 917a71360c7331d32293f3b522d316a021722e57..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-iucr-has-crime-next-window/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-iucr-has-crime-next-window -kind: external -task_type: binary_classification -description: Predict whether an IUCR crime category will appear in any incident report in the next window. -entity_table: IUCR -entity_col: iucr_no -target_col: iucr_crime_next -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-iucr-rank-change-in-district/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-iucr-rank-change-in-district/manifest.yaml deleted file mode 100644 index d1c9380af2874c445a1b886baaba2c86f5e0c306..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-iucr-rank-change-in-district/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-iucr-rank-change-in-district -kind: external -task_type: binary_classification -description: Whether this IUCR code's frequency rank within a district improves by at least 1 position next window. -entity_table: IUCR -entity_col: iucr_no -target_col: iucr_rank_rises -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-iucr-top-crime-type/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-iucr-top-crime-type/manifest.yaml deleted file mode 100644 index d816bc2265323365346f8628b569ae6342b6e079..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-iucr-top-crime-type/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-iucr-top-crime-type -kind: external -task_type: binary_classification -description: Predict whether a particular IUCR crime type is among the top 25% most frequent types city-wide in the next window. -entity_table: IUCR -entity_col: iucr_no -target_col: is_top_crime_type -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-ward-crime-count-change/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-ward-crime-count-change/manifest.yaml deleted file mode 100644 index d2f696d0d95b7a1dce74b7ca59b56ded1226371a..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-ward-crime-count-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-ward-crime-count-change -kind: external -task_type: regression -description: Predict the change in crime count for a ward from the current window to the next window. -entity_table: Ward -entity_col: ward_no -target_col: crime_count_delta -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-ward-crime-count-trend/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-ward-crime-count-trend/manifest.yaml deleted file mode 100644 index 71b488b2c6f6babe9dd62d40548edfd7b3972275..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-ward-crime-count-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-ward-crime-count-trend -kind: external -task_type: binary_classification -description: Predict whether crime count in a ward increases in the next window vs the current window. -entity_table: Ward -entity_col: ward_no -target_col: crime_count_trend_up -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-ward-crime-count/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-ward-crime-count/manifest.yaml deleted file mode 100644 index cb6c62cf9f835a1bc35cccd7752742d65a01e73d..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-ward-crime-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-ward-crime-count -kind: external -task_type: regression -description: Predict the number of crimes reported in a ward in the next window. -entity_table: Ward -entity_col: ward_no -target_col: ward_crime_count -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-ward-crime-streak-length/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-ward-crime-streak-length/manifest.yaml deleted file mode 100644 index a72c4194f37d02b0a53ebd5cf9d51770b62f6a03..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-ward-crime-streak-length/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-ward-crime-streak-length -kind: external -task_type: regression -description: Longest consecutive-day streak of any crime activity in this ward within the forecast window. -entity_table: Ward -entity_col: ward_no -target_col: active_day_streak -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-ward-distinct-fbi-codes/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-ward-distinct-fbi-codes/manifest.yaml deleted file mode 100644 index 1e1ab30c55f2911f05ac2e8d8e3288449d9c14cb..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-ward-distinct-fbi-codes/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-ward-distinct-fbi-codes -kind: external -task_type: regression -description: Predict how many distinct FBI crime categories occur in a ward in the next window. -entity_table: Ward -entity_col: ward_no -target_col: distinct_fbi_codes -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-chicago-crime/tasks/predict-ward-rank-change-by-crime-volume/manifest.yaml b/thejoin-bird-chicago-crime/tasks/predict-ward-rank-change-by-crime-volume/manifest.yaml deleted file mode 100644 index e57a17d0fcdff559392bebbe62ae3a869db9612b..0000000000000000000000000000000000000000 --- a/thejoin-bird-chicago-crime/tasks/predict-ward-rank-change-by-crime-volume/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-ward-rank-change-by-crime-volume -kind: external -task_type: binary_classification -description: Whether this ward's crime-volume rank within its district improves by at least 2 positions next window. -entity_table: Ward -entity_col: ward_no -target_col: rank_improves -time_col: date -timedelta: 2 days 21:59:46.200000 -manifest_version: 1 diff --git a/thejoin-bird-codebase-comments/README.md b/thejoin-bird-codebase-comments/README.md deleted file mode 100644 index 7ea5bdd91efbb2d4a409c4cf766ff93287ce3a7d..0000000000000000000000000000000000000000 --- a/thejoin-bird-codebase-comments/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-codebase-comments ---- - -# text2sql-bird-codebase-comments - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-codebase-comments") -task = relbench.load_task("text2sql-bird-codebase-comments", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-codebase-comments/manifest.yaml b/thejoin-bird-codebase-comments/manifest.yaml deleted file mode 100644 index d0a51bb4c9e4d614ce088de5d76d751638406ff7..0000000000000000000000000000000000000000 --- a/thejoin-bird-codebase-comments/manifest.yaml +++ /dev/null @@ -1,23 +0,0 @@ -name: thejoin-bird-codebase-comments -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - Method: - pkey: id - time_col: null - fkeys: - solution_id: Solution - MethodParameter: - pkey: id - time_col: null - fkeys: {} - Repo: - pkey: id - time_col: null - fkeys: {} - Solution: - pkey: id - time_col: null - fkeys: - repo_id: Repo diff --git a/thejoin-bird-codebase-comments/schema.svg b/thejoin-bird-codebase-comments/schema.svg deleted file mode 100644 index 546837436e07b14406edbd0ed0eb9413ae5089b2..0000000000000000000000000000000000000000 --- a/thejoin-bird-codebase-comments/schema.svg +++ /dev/null @@ -1,145 +0,0 @@ - - -schema - - -Method:e->Solution:w - - - -Solution:e->Repo:w - - -Method - -Method - -3M rows - -id - -PK - -solution_id - -FK - -comment_is_xml - -int - -sampled_at - -int - -name - -str - -full_comment - -str - -summary - -str - -api_calls - -str - -lang - -str - -name_tokenized - -str - - - -Solution - -Solution - -307K rows - -id - -PK - -repo_id - -FK - -processed_time - -int - -path - -str - -was_compiled - -bool - - - -MethodParameter - -MethodParameter - -5M rows - -id - -PK - -method_id - -str - -type - -str - -name - -str - - - -Repo - -Repo - -141K rows - -id - -PK - -stars - -int - -forks - -int - -watchers - -int - -processed_time - -int - -url - -str - - - - \ No newline at end of file diff --git a/thejoin-bird-codebase-community/README.md b/thejoin-bird-codebase-community/README.md deleted file mode 100644 index dfb3d12f025933ce8fa58f690e5d3c43c909391b..0000000000000000000000000000000000000000 --- a/thejoin-bird-codebase-community/README.md +++ /dev/null @@ -1,36 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-codebase-community ---- - -# text2sql-bird-codebase-community - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-post-comment-churn` | external | binary_classification | Predict whether a post will receive no comments in the next time window. | -| `predict-post-comment-count` | external | regression | Predict how many comments a post will receive in the next time window. | -| `predict-post-receives-comment` | external | binary_classification | Predict whether a post will receive at least one comment in the next time window. | -| `predict-post-receives-revision` | external | binary_classification | Predict whether a post will be edited or have a history event in the next time window. | -| `predict-post-revision-count` | external | regression | Predict how many post history events (edits/revisions) a post will have in the next time window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-codebase-community") -task = relbench.load_task("text2sql-bird-codebase-community", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-codebase-community/manifest.yaml b/thejoin-bird-codebase-community/manifest.yaml deleted file mode 100644 index 52f48f879468b994884ac477943acd4f1881c51b..0000000000000000000000000000000000000000 --- a/thejoin-bird-codebase-community/manifest.yaml +++ /dev/null @@ -1,43 +0,0 @@ -name: thejoin-bird-codebase-community -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - badges: - pkey: id - time_col: date - fkeys: {} - comments: - pkey: id - time_col: creation_date - fkeys: - post_id: posts - user_id: users - postHistory: - pkey: id - time_col: creation_date - fkeys: - post_id: posts - user_id: users - postLinks: - pkey: id - time_col: creation_date - fkeys: {} - posts: - pkey: id - time_col: las_activity_date - fkeys: {} - tags: - pkey: id - time_col: null - fkeys: {} - users: - pkey: id - time_col: last_access_date - fkeys: {} - votes: - pkey: id - time_col: creation_date - fkeys: - post_id: posts - user_id: users diff --git a/thejoin-bird-codebase-community/schema.svg b/thejoin-bird-codebase-community/schema.svg deleted file mode 100644 index 37aef05b5f0cabb8470bcc0446d054818e412fef..0000000000000000000000000000000000000000 --- a/thejoin-bird-codebase-community/schema.svg +++ /dev/null @@ -1,377 +0,0 @@ - - -schema - - -comments:e->posts:w - - - -comments:e->users:w - - - -postHistory:e->posts:w - - - -postHistory:e->users:w - - - -votes:e->posts:w - - - -votes:e->users:w - - -badges - -badges - -80K rows - -id - -PK - -date - -TIME - -user_id - -int - -name - -str - - - -comments - -comments - -143K rows - -id - -PK - -post_id - -FK - -user_id - -FK - -creation_date - -TIME - -score - -int - -text - -str - -user_display_name - -str - - - -posts - -posts - -92K rows - -id - -PK - -las_activity_date - -TIME - -post_type_id - -int - -accepted_answer_id - -int - -score - -int - -view_count - -int - -owner_user_id - -int - -answer_count - -int - -comment_count - -int - -favorite_count - -int - -last_editor_user_id - -int - -parent_id - -int - -body - -str - -title - -str - -tags - -str - -last_edit_date - -str - -community_owned_date - -str - -closed_date - -str - -owner_display_name - -str - -last_editor_display_name - -str - -creaion_date - -datetime - - - -users - -users - -40K rows - -id - -PK - -last_access_date - -TIME - -reputation - -int - -views - -int - -up_votes - -int - -down_votes - -int - -account_id - -int - -age - -int - -display_name - -str - -website_url - -str - -location - -str - -about_me - -str - -profile_image_url - -str - -creation_date - -datetime - - - -postHistory - -postHistory - -238K rows - -id - -PK - -post_id - -FK - -user_id - -FK - -creation_date - -TIME - -post_history_type_id - -int - -revision_guid - -str - -text - -str - -comment - -str - -user_display_name - -str - - - -postLinks - -postLinks - -11K rows - -id - -PK - -creation_date - -TIME - -post_id - -int - -related_post_id - -int - -link_type_id - -int - - - -tags - -tags - -1K rows - -id - -PK - -count - -int - -excerpt_post_id - -int - -wiki_post_id - -int - -tag_name - -str - - - -votes - -votes - -39K rows - -id - -PK - -post_id - -FK - -user_id - -FK - -creation_date - -TIME - -vote_type_id - -int - -bounty_amount - -int - - - - \ No newline at end of file diff --git a/thejoin-bird-codebase-community/tasks/predict-post-comment-churn/manifest.yaml b/thejoin-bird-codebase-community/tasks/predict-post-comment-churn/manifest.yaml deleted file mode 100644 index 467e35ad449c10d6e651d0ede0ee04ac76d25b9c..0000000000000000000000000000000000000000 --- a/thejoin-bird-codebase-community/tasks/predict-post-comment-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-post-comment-churn -kind: external -task_type: binary_classification -description: Predict whether a post will receive no comments in the next time window. -entity_table: posts -entity_col: post_id -target_col: comment_churn -time_col: creation_date -timedelta: 18 days 14:53:02.530000 -manifest_version: 1 diff --git a/thejoin-bird-codebase-community/tasks/predict-post-comment-count/manifest.yaml b/thejoin-bird-codebase-community/tasks/predict-post-comment-count/manifest.yaml deleted file mode 100644 index d0119e7fc5263c0ed39beac44505a3e7fa0b8e61..0000000000000000000000000000000000000000 --- a/thejoin-bird-codebase-community/tasks/predict-post-comment-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-post-comment-count -kind: external -task_type: regression -description: Predict how many comments a post will receive in the next time window. -entity_table: posts -entity_col: post_id -target_col: future_comment_count -time_col: creation_date -timedelta: 18 days 14:53:02.530000 -manifest_version: 1 diff --git a/thejoin-bird-codebase-community/tasks/predict-post-receives-comment/manifest.yaml b/thejoin-bird-codebase-community/tasks/predict-post-receives-comment/manifest.yaml deleted file mode 100644 index 00a3810509c2b5e37d12ef52509dc67313ed1b0e..0000000000000000000000000000000000000000 --- a/thejoin-bird-codebase-community/tasks/predict-post-receives-comment/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-post-receives-comment -kind: external -task_type: binary_classification -description: Predict whether a post will receive at least one comment in the next time window. -entity_table: posts -entity_col: post_id -target_col: receives_comment -time_col: creation_date -timedelta: 18 days 14:53:02.530000 -manifest_version: 1 diff --git a/thejoin-bird-codebase-community/tasks/predict-post-receives-revision/manifest.yaml b/thejoin-bird-codebase-community/tasks/predict-post-receives-revision/manifest.yaml deleted file mode 100644 index cf4499c52818baf2b0b83d0fab41d9272b1b39fa..0000000000000000000000000000000000000000 --- a/thejoin-bird-codebase-community/tasks/predict-post-receives-revision/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-post-receives-revision -kind: external -task_type: binary_classification -description: Predict whether a post will be edited or have a history event in the next time window. -entity_table: posts -entity_col: post_id -target_col: receives_revision -time_col: creation_date -timedelta: 18 days 14:53:02.530000 -manifest_version: 1 diff --git a/thejoin-bird-codebase-community/tasks/predict-post-revision-count/manifest.yaml b/thejoin-bird-codebase-community/tasks/predict-post-revision-count/manifest.yaml deleted file mode 100644 index d856dcbc6529b203a397982a7dacc891929d0cec..0000000000000000000000000000000000000000 --- a/thejoin-bird-codebase-community/tasks/predict-post-revision-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-post-revision-count -kind: external -task_type: regression -description: Predict how many post history events (edits/revisions) a post will have in the next time window. -entity_table: posts -entity_col: post_id -target_col: future_revision_count -time_col: creation_date -timedelta: 18 days 14:53:02.530000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/README.md b/thejoin-bird-coinmarketcap/README.md deleted file mode 100644 index 4dec13c5fdf14a69e7bd15e633c4292608b0b523..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/README.md +++ /dev/null @@ -1,69 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-coinmarketcap ---- - -# text2sql-bird-coinmarketcap - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-coin-active-streak` | external | regression | Longest consecutive-day trading-activity streak within the future window. | -| `predict-coin-active-trading` | external | binary_classification | Predict whether a coin will have any recorded trading activity in the next time window. | -| `predict-coin-best-cmc-rank` | external | regression | Predict the best (minimum) CoinMarketCap rank achieved by a coin in the next time window. | -| `predict-coin-delisted` | external | binary_classification | Predict whether a coin will stop having market data records in the next time window (effectively delisted). | -| `predict-coin-high-low-ratio` | external | regression | Ratio of daily high to daily low for the coin next window (intraday range multiplier). | -| `predict-coin-high-low-spread` | external | regression | Predict the ratio of daily high to daily low price (volatility measure) in the next time window. | -| `predict-coin-high-volume` | external | binary_classification | Predict whether a coin will have a mean 24h trading volume exceeding 1 million in the next time window. | -| `predict-coin-market-cap-change` | external | regression | Predict the change in mean market cap for a coin from the current window to the next window. | -| `predict-coin-market-cap-share` | external | regression | Coin's share of total market cap across all coins over the next window (market dominance). | -| `predict-coin-market-cap-volatility` | external | regression | Standard deviation of market cap for the coin over the next window (valuation instability). | -| `predict-coin-market-pairs-count` | external | regression | Predict the average number of market pairs available for a coin in the next time window. | -| `predict-coin-market-share` | external | regression | Predict a coin's share of total market cap across all coins in the next window. | -| `predict-coin-max-market-cap` | external | regression | Predict the maximum market capitalization reached by a coin in the next time window. | -| `predict-coin-max-price` | external | regression | Predict the peak price of a cryptocurrency in the next time window. | -| `predict-coin-mean-market-cap` | external | regression | Predict the average market capitalization of a coin in the next time window. | -| `predict-coin-mean-price` | external | regression | Predict the average daily price of a cryptocurrency in the next time window. | -| `predict-coin-mean-rank` | external | regression | The coin's mean market-cap rank (1=best) among all coins each day over the next window. | -| `predict-coin-positive-24h-change` | external | binary_classification | Predict whether a coin's mean 24h percent change will be positive in the next time window. | -| `predict-coin-positive-7d-change` | external | binary_classification | Predict whether a coin's mean 7-day percent change will be positive in the next time window. | -| `predict-coin-price-delta` | external | regression | Predict the change in mean price for a coin from the current window to the next window. | -| `predict-coin-price-to-volume-ratio` | external | regression | Predict the ratio of price to 24h trading volume (liquidity indicator) in the next time window. | -| `predict-coin-price-trend` | external | binary_classification | Predict whether a coin's mean price increases in the next window compared to the current window. | -| `predict-coin-price-trend-reversal` | external | binary_classification | Whether the direction of mean close price change flips between the current and next window. | -| `predict-coin-rank-improvement` | external | binary_classification | Whether the coin's market-cap rank improves by at least 5 positions within its daily ranking group next window. | -| `predict-coin-return-after-dormancy` | external | binary_classification | Whether a currently inactive coin reactivates with trading activity next window. | -| `predict-coin-return-to-active-trading` | external | binary_classification | Predict whether a coin that had no trading activity in the current window resumes trading in the next window. | -| `predict-coin-supply-utilization` | external | regression | Ratio of circulating supply to max supply next window (how much of cap is in market). | -| `predict-coin-time-until-next-trade` | external | regression | Number of days until the coin's next observed trading snapshot. | -| `predict-coin-top-market-cap` | external | binary_classification | Predict whether a coin is among the top 25% of coins by market cap in the next window. | -| `predict-coin-top-volume` | external | binary_classification | Predict whether a coin is among the top 25% by total 24h trading volume in the next window. | -| `predict-coin-top100-rank` | external | binary_classification | Predict whether a coin will achieve a CoinMarketCap rank in the top 100 during the next time window. | -| `predict-coin-top1pct-marketcap` | external | binary_classification | Whether the coin is in the top 1% by mean market cap next window. | -| `predict-coin-total-volume` | external | regression | Predict the total 24h trading volume for a coin aggregated over the next time window. | -| `predict-coin-turnover-ratio` | external | regression | Ratio of 24h volume to market cap next window (liquidity/turnover measure). | -| `predict-coin-volume-rank` | external | regression | The coin's mean trading-volume rank (1=highest volume) among all coins each day over the next window. | -| `predict-coin-volume-trend` | external | binary_classification | Predict whether a coin's mean 24h trading volume increases in the next window vs the current window. | -| `predict-coin-volume-trend-reversal` | external | binary_classification | Whether the direction of 24h-volume change flips between the current and next window. | -| `predict-coin-volume-volatility` | external | regression | Predict the standard deviation of a coin's 24h trading volume in the next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-coinmarketcap") -task = relbench.load_task("text2sql-bird-coinmarketcap", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-coinmarketcap/manifest.yaml b/thejoin-bird-coinmarketcap/manifest.yaml deleted file mode 100644 index 1cbb6c6d00306c7aa3da8c13fe9b104302e86818..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/manifest.yaml +++ /dev/null @@ -1,14 +0,0 @@ -name: thejoin-bird-coinmarketcap -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - coins: - pkey: id - time_col: null - fkeys: {} - historical: - pkey: null - time_col: time_low - fkeys: - coin_id: coins diff --git a/thejoin-bird-coinmarketcap/schema.svg b/thejoin-bird-coinmarketcap/schema.svg deleted file mode 100644 index d595272224c01dd70c5bf0f6af3f188658b64370..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/schema.svg +++ /dev/null @@ -1,161 +0,0 @@ - - -schema - - -historical:e->coins:w - - -coins - -coins - -9K rows - -id - -PK - -platform_id - -int - -name - -str - -slug - -str - -symbol - -str - -status - -str - -category - -str - -description - -str - -subreddit - -str - -notice - -str - -tags - -str - -tag_names - -str - -website - -str - -date_launched - -str - -date_added - -datetime - - - -historical - -historical - -4M rows - -coin_id - -FK - -time_low - -TIME - -market_cap - -float - -price - -float - -open - -float - -high - -float - -low - -float - -close - -float - -volume_24h - -float - -percent_change_1h - -float - -percent_change_24h - -float - -percent_change_7d - -float - -circulating_supply - -float - -total_supply - -float - -max_supply - -float - -cmc_rank - -int - -num_market_pairs - -int - -date - -datetime - -time_high - -datetime - - - - \ No newline at end of file diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-active-streak/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-active-streak/manifest.yaml deleted file mode 100644 index 527823df2ef017952f1d6220402b0f97f9dd2c09..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-active-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-active-streak -kind: external -task_type: regression -description: Longest consecutive-day trading-activity streak within the future window. -entity_table: coins -entity_col: coin_id -target_col: active_streak -time_col: time_low -timedelta: 0 days 00:11:33.090000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-active-trading/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-active-trading/manifest.yaml deleted file mode 100644 index 45d317b5a7663e032ce36932ad669ad3acd160ca..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-active-trading/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-active-trading -kind: external -task_type: binary_classification -description: Predict whether a coin will have any recorded trading activity in the next time window. -entity_table: coins -entity_col: coin_id -target_col: is_actively_traded -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-best-cmc-rank/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-best-cmc-rank/manifest.yaml deleted file mode 100644 index 251a9bd150afc854b6610b7728a16c3a7e01cd40..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-best-cmc-rank/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-best-cmc-rank -kind: external -task_type: regression -description: Predict the best (minimum) CoinMarketCap rank achieved by a coin in the next time window. -entity_table: coins -entity_col: coin_id -target_col: future_best_rank -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-delisted/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-delisted/manifest.yaml deleted file mode 100644 index 669ddbb31ed42a27ba3c7e318859f3e643a2f6ff..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-delisted/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-delisted -kind: external -task_type: binary_classification -description: Predict whether a coin will stop having market data records in the next time window (effectively delisted). -entity_table: coins -entity_col: coin_id -target_col: is_delisted -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-high-low-ratio/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-high-low-ratio/manifest.yaml deleted file mode 100644 index f05197ef02fc1dea87b4d371925d29ec652e8167..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-high-low-ratio/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-high-low-ratio -kind: external -task_type: regression -description: Ratio of daily high to daily low for the coin next window (intraday range multiplier). -entity_table: coins -entity_col: coin_id -target_col: hl_ratio -time_col: time_low -timedelta: 0 days 00:11:33.090000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-high-low-spread/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-high-low-spread/manifest.yaml deleted file mode 100644 index 372c4da48eae490d0d868e307692c22f42c7b5fb..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-high-low-spread/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-high-low-spread -kind: external -task_type: regression -description: Predict the ratio of daily high to daily low price (volatility measure) in the next time window. -entity_table: coins -entity_col: coin_id -target_col: high_low_spread_ratio -time_col: time_low -timedelta: 0 days 00:11:33.090000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-high-volume/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-high-volume/manifest.yaml deleted file mode 100644 index a223e5459115ae618dd231706e98fdc994f7ad6e..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-high-volume/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-high-volume -kind: external -task_type: binary_classification -description: Predict whether a coin will have a mean 24h trading volume exceeding 1 million in the next time window. -entity_table: coins -entity_col: coin_id -target_col: is_high_volume -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-market-cap-change/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-market-cap-change/manifest.yaml deleted file mode 100644 index 147c0ef51aaa51a758759672c018582f78ec1aae..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-market-cap-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-market-cap-change -kind: external -task_type: regression -description: Predict the change in mean market cap for a coin from the current window to the next window. -entity_table: coins -entity_col: coin_id -target_col: market_cap_delta -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-market-cap-share/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-market-cap-share/manifest.yaml deleted file mode 100644 index 8ad5c9b34204f10bdf4803348dabeb2f79f247ef..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-market-cap-share/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-market-cap-share -kind: external -task_type: regression -description: Coin's share of total market cap across all coins over the next window (market dominance). -entity_table: coins -entity_col: coin_id -target_col: mcap_share -time_col: time_low -timedelta: 0 days 00:11:33.090000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-market-cap-volatility/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-market-cap-volatility/manifest.yaml deleted file mode 100644 index 5a9be43f8eefe13e9dd641a48ef7003ad9267898..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-market-cap-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-market-cap-volatility -kind: external -task_type: regression -description: Standard deviation of market cap for the coin over the next window (valuation instability). -entity_table: coins -entity_col: coin_id -target_col: mcap_vol -time_col: time_low -timedelta: 0 days 00:11:33.090000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-market-pairs-count/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-market-pairs-count/manifest.yaml deleted file mode 100644 index 56663018a5069f56237981666211e3101672b5d6..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-market-pairs-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-market-pairs-count -kind: external -task_type: regression -description: Predict the average number of market pairs available for a coin in the next time window. -entity_table: coins -entity_col: coin_id -target_col: future_mean_market_pairs -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-market-share/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-market-share/manifest.yaml deleted file mode 100644 index f8bd5e3af076253255012610f5382697f5051434..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-market-share/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-market-share -kind: external -task_type: regression -description: Predict a coin's share of total market cap across all coins in the next window. -entity_table: coins -entity_col: coin_id -target_col: market_share -time_col: time_low -timedelta: 0 days 00:11:33.090000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-max-market-cap/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-max-market-cap/manifest.yaml deleted file mode 100644 index b7292b32e9e9887da73f017567b648b92780b616..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-max-market-cap/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-max-market-cap -kind: external -task_type: regression -description: Predict the maximum market capitalization reached by a coin in the next time window. -entity_table: coins -entity_col: coin_id -target_col: future_max_market_cap -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-max-price/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-max-price/manifest.yaml deleted file mode 100644 index 09846aff5d04cdb15bf1e52e59942e9476eb3c32..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-max-price/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-max-price -kind: external -task_type: regression -description: Predict the peak price of a cryptocurrency in the next time window. -entity_table: coins -entity_col: coin_id -target_col: future_max_price -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-mean-market-cap/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-mean-market-cap/manifest.yaml deleted file mode 100644 index 16d6e115982be96875212b59e8e349bc638b987c..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-mean-market-cap/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-mean-market-cap -kind: external -task_type: regression -description: Predict the average market capitalization of a coin in the next time window. -entity_table: coins -entity_col: coin_id -target_col: future_mean_market_cap -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-mean-price/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-mean-price/manifest.yaml deleted file mode 100644 index efbb832a4891a9eae309fcaad26c7880b9d7ae93..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-mean-price/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-mean-price -kind: external -task_type: regression -description: Predict the average daily price of a cryptocurrency in the next time window. -entity_table: coins -entity_col: coin_id -target_col: future_mean_price -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-mean-rank/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-mean-rank/manifest.yaml deleted file mode 100644 index 92d5606e838f09d1bf29e9112e53c7790ddb24b4..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-mean-rank/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-mean-rank -kind: external -task_type: regression -description: The coin's mean market-cap rank (1=best) among all coins each day over the next window. -entity_table: coins -entity_col: coin_id -target_col: mean_rank -time_col: time_low -timedelta: 0 days 00:11:33.090000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-positive-24h-change/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-positive-24h-change/manifest.yaml deleted file mode 100644 index 1cc9ddb122d123f99c2fc59f82287aad15931bdf..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-positive-24h-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-positive-24h-change -kind: external -task_type: binary_classification -description: Predict whether a coin's mean 24h percent change will be positive in the next time window. -entity_table: coins -entity_col: coin_id -target_col: positive_change_24h -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-positive-7d-change/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-positive-7d-change/manifest.yaml deleted file mode 100644 index 625d1d251f62c88c8f88447b7f4af0f7b57de607..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-positive-7d-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-positive-7d-change -kind: external -task_type: binary_classification -description: Predict whether a coin's mean 7-day percent change will be positive in the next time window. -entity_table: coins -entity_col: coin_id -target_col: positive_change_7d -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-price-delta/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-price-delta/manifest.yaml deleted file mode 100644 index f3d83d34ebcb462e057a20046f840df925910a18..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-price-delta/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-price-delta -kind: external -task_type: regression -description: Predict the change in mean price for a coin from the current window to the next window. -entity_table: coins -entity_col: coin_id -target_col: price_delta -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-price-to-volume-ratio/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-price-to-volume-ratio/manifest.yaml deleted file mode 100644 index 80143d0ec77be15a5dfc184ac19b06fcaa9779ea..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-price-to-volume-ratio/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-price-to-volume-ratio -kind: external -task_type: regression -description: Predict the ratio of price to 24h trading volume (liquidity indicator) in the next time window. -entity_table: coins -entity_col: coin_id -target_col: price_to_volume_ratio -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-price-trend-reversal/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-price-trend-reversal/manifest.yaml deleted file mode 100644 index 092ead0ec57d16fa2b7cf43d4c30aae9bdd70d1e..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-price-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-price-trend-reversal -kind: external -task_type: binary_classification -description: Whether the direction of mean close price change flips between the current and next window. -entity_table: coins -entity_col: coin_id -target_col: price_reversal -time_col: time_low -timedelta: 0 days 00:11:33.090000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-price-trend/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-price-trend/manifest.yaml deleted file mode 100644 index cb8a52cf63072577be86834496f44d88dd34b724..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-price-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-price-trend -kind: external -task_type: binary_classification -description: Predict whether a coin's mean price increases in the next window compared to the current window. -entity_table: coins -entity_col: coin_id -target_col: price_trend_up -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-rank-improvement/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-rank-improvement/manifest.yaml deleted file mode 100644 index ef32c54a1df9368977c8d5f1b4f9d6f1fb77e3ad..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-rank-improvement/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-rank-improvement -kind: external -task_type: binary_classification -description: Whether the coin's market-cap rank improves by at least 5 positions within its daily ranking group next window. -entity_table: coins -entity_col: coin_id -target_col: rank_improved -time_col: time_low -timedelta: 0 days 00:11:33.090000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-return-after-dormancy/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-return-after-dormancy/manifest.yaml deleted file mode 100644 index 1c0c72b6927c323523629590de5b6afa90ffd499..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-return-after-dormancy/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-return-after-dormancy -kind: external -task_type: binary_classification -description: Whether a currently inactive coin reactivates with trading activity next window. -entity_table: coins -entity_col: coin_id -target_col: returns -time_col: time_low -timedelta: 0 days 00:11:33.090000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-return-to-active-trading/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-return-to-active-trading/manifest.yaml deleted file mode 100644 index 1ff1e60741f7061485db7409fc3debb688d9eaf3..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-return-to-active-trading/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-return-to-active-trading -kind: external -task_type: binary_classification -description: Predict whether a coin that had no trading activity in the current window resumes trading in the next window. -entity_table: coins -entity_col: coin_id -target_col: returns_to_trading -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-supply-utilization/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-supply-utilization/manifest.yaml deleted file mode 100644 index 45feba10268f8c9b8b22c356e6aaf302a5cced36..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-supply-utilization/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-supply-utilization -kind: external -task_type: regression -description: Ratio of circulating supply to max supply next window (how much of cap is in market). -entity_table: coins -entity_col: coin_id -target_col: supply_util -time_col: time_low -timedelta: 0 days 00:11:33.090000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-time-until-next-trade/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-time-until-next-trade/manifest.yaml deleted file mode 100644 index c8f911cd3448669b85bb1ba6413006b8accda96c..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-time-until-next-trade/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-time-until-next-trade -kind: external -task_type: regression -description: Number of days until the coin's next observed trading snapshot. -entity_table: coins -entity_col: coin_id -target_col: days_to_next -time_col: time_low -timedelta: 0 days 00:11:33.090000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-top-market-cap/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-top-market-cap/manifest.yaml deleted file mode 100644 index 26db3634b52354739234ebb25e177c5327e745a1..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-top-market-cap/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-top-market-cap -kind: external -task_type: binary_classification -description: Predict whether a coin is among the top 25% of coins by market cap in the next window. -entity_table: coins -entity_col: coin_id -target_col: is_top_market_cap -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-top-volume/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-top-volume/manifest.yaml deleted file mode 100644 index ca12cc9d1c2a28b2fedfdff1bed41c886b2a1d9d..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-top-volume/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-top-volume -kind: external -task_type: binary_classification -description: Predict whether a coin is among the top 25% by total 24h trading volume in the next window. -entity_table: coins -entity_col: coin_id -target_col: is_top_volume -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-top100-rank/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-top100-rank/manifest.yaml deleted file mode 100644 index 385b63294a2dc1aef3669420dcfcea9f8cd92e5b..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-top100-rank/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-top100-rank -kind: external -task_type: binary_classification -description: Predict whether a coin will achieve a CoinMarketCap rank in the top 100 during the next time window. -entity_table: coins -entity_col: coin_id -target_col: in_top100 -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-top1pct-marketcap/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-top1pct-marketcap/manifest.yaml deleted file mode 100644 index a6bde61f41a2fb3b6bb8f91a05307006d824e84e..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-top1pct-marketcap/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-top1pct-marketcap -kind: external -task_type: binary_classification -description: Whether the coin is in the top 1% by mean market cap next window. -entity_table: coins -entity_col: coin_id -target_col: top1pct -time_col: time_low -timedelta: 0 days 00:11:33.090000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-total-volume/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-total-volume/manifest.yaml deleted file mode 100644 index 94b1bd02ed7da62321df26d9ddc19e3a53797181..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-total-volume/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-total-volume -kind: external -task_type: regression -description: Predict the total 24h trading volume for a coin aggregated over the next time window. -entity_table: coins -entity_col: coin_id -target_col: future_total_volume -time_col: time_low -timedelta: 0 days 00:11:33.090000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-turnover-ratio/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-turnover-ratio/manifest.yaml deleted file mode 100644 index 9fd91cfc3524c29288e76f3815b8032a6adacf3a..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-turnover-ratio/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-turnover-ratio -kind: external -task_type: regression -description: Ratio of 24h volume to market cap next window (liquidity/turnover measure). -entity_table: coins -entity_col: coin_id -target_col: turnover -time_col: time_low -timedelta: 0 days 00:11:33.090000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-volume-rank/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-volume-rank/manifest.yaml deleted file mode 100644 index be970f7a6eb350999c5838147d57360613366516..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-volume-rank/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-volume-rank -kind: external -task_type: regression -description: The coin's mean trading-volume rank (1=highest volume) among all coins each day over the next window. -entity_table: coins -entity_col: coin_id -target_col: vol_rank -time_col: time_low -timedelta: 0 days 00:11:33.090000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-volume-trend-reversal/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-volume-trend-reversal/manifest.yaml deleted file mode 100644 index 19e86a48ebd82f3d6493f262f90bec970f6a8650..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-volume-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-volume-trend-reversal -kind: external -task_type: binary_classification -description: Whether the direction of 24h-volume change flips between the current and next window. -entity_table: coins -entity_col: coin_id -target_col: vol_reversal -time_col: time_low -timedelta: 0 days 00:11:33.090000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-volume-trend/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-volume-trend/manifest.yaml deleted file mode 100644 index da367f8b2f88593f70841aa3c937d36ea6f9e578..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-volume-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-volume-trend -kind: external -task_type: binary_classification -description: Predict whether a coin's mean 24h trading volume increases in the next window vs the current window. -entity_table: coins -entity_col: coin_id -target_col: volume_trend_up -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-coinmarketcap/tasks/predict-coin-volume-volatility/manifest.yaml b/thejoin-bird-coinmarketcap/tasks/predict-coin-volume-volatility/manifest.yaml deleted file mode 100644 index b92947a3d58d6df470f103745929f8f5fa6e9d8e..0000000000000000000000000000000000000000 --- a/thejoin-bird-coinmarketcap/tasks/predict-coin-volume-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-coin-volume-volatility -kind: external -task_type: regression -description: Predict the standard deviation of a coin's 24h trading volume in the next window. -entity_table: coins -entity_col: coin_id -target_col: volume_std -time_col: time_low -timedelta: 0 days 00:11:33.040000 -manifest_version: 1 diff --git a/thejoin-bird-college-completion/README.md b/thejoin-bird-college-completion/README.md deleted file mode 100644 index 55bfd4d19944672e041d98271588862f45897920..0000000000000000000000000000000000000000 --- a/thejoin-bird-college-completion/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-college-completion ---- - -# text2sql-bird-college-completion - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-college-completion") -task = relbench.load_task("text2sql-bird-college-completion", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-college-completion/manifest.yaml b/thejoin-bird-college-completion/manifest.yaml deleted file mode 100644 index 9f50e1d153493c3c85facba289fe20adbf861193..0000000000000000000000000000000000000000 --- a/thejoin-bird-college-completion/manifest.yaml +++ /dev/null @@ -1,24 +0,0 @@ -name: thejoin-bird-college-completion -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - institution_details: - pkey: unitid - time_col: null - fkeys: {} - institution_grads: - pkey: null - time_col: null - fkeys: - unitid: institution_details - state_sector_details: - pkey: null - time_col: null - fkeys: - state: institution_details - state_sector_grads: - pkey: null - time_col: null - fkeys: - state: institution_details diff --git a/thejoin-bird-college-completion/schema.svg b/thejoin-bird-college-completion/schema.svg deleted file mode 100644 index d5a2490cd6b650f0b7aafc8da7ea4179a0536c52..0000000000000000000000000000000000000000 --- a/thejoin-bird-college-completion/schema.svg +++ /dev/null @@ -1,457 +0,0 @@ - - -schema - - -institution_grads:e->institution_details:w - - - -state_sector_details:e->institution_details:w - - - -state_sector_grads:e->institution_details:w - - -institution_details - -institution_details - -4K rows - -unitid - -PK - -long_x - -float - -lat_y - -float - -awards_per_value - -float - -awards_per_state_value - -float - -awards_per_natl_value - -float - -ft_pct - -float - -grad_100_value - -float - -grad_150_value - -float - -pell_value - -float - -retain_value - -float - -ft_fac_value - -float - -student_count - -int - -exp_award_value - -int - -exp_award_state_value - -int - -exp_award_natl_value - -int - -exp_award_percentile - -int - -fte_value - -int - -fte_percentile - -int - -aid_value - -int - -aid_percentile - -int - -grad_100_percentile - -int - -grad_150_percentile - -int - -pell_percentile - -int - -retain_percentile - -int - -ft_fac_percentile - -int - -state_sector_ct - -int - -carnegie_ct - -int - -cohort_size - -int - -chronname - -str - -city - -str - -state - -str - -level - -str - -control - -str - -basic - -str - -hbcu - -str - -flagship - -str - -site - -str - -med_sat_value - -str - -med_sat_percentile - -str - -endow_value - -str - -endow_percentile - -str - -vsa_year - -str - -vsa_grad_after4_first - -str - -vsa_grad_elsewhere_after4_first - -str - -vsa_enroll_after4_first - -str - -vsa_enroll_elsewhere_after4_first - -str - -vsa_grad_after6_first - -str - -vsa_grad_elsewhere_after6_first - -str - -vsa_enroll_after6_first - -str - -vsa_enroll_elsewhere_after6_first - -str - -vsa_grad_after4_transfer - -str - -vsa_grad_elsewhere_after4_transfer - -str - -vsa_enroll_after4_transfer - -str - -vsa_enroll_elsewhere_after4_transfer - -str - -vsa_grad_after6_transfer - -str - -vsa_grad_elsewhere_after6_transfer - -str - -vsa_enroll_after6_transfer - -str - -vsa_enroll_elsewhere_after6_transfer - -str - -similar - -str - -counted_pct - -str - -nicknames - -str - - - -institution_grads - -institution_grads - -1M rows - -unitid - -FK - -year - -int - -gender - -str - -race - -str - -cohort - -str - -grad_cohort - -str - -grad_100 - -str - -grad_150 - -str - -grad_100_rate - -str - -grad_150_rate - -str - - - -state_sector_details - -state_sector_details - -312 rows - -state - -FK - -awards_per_natl_value - -float - -stateid - -int - -schools_count - -int - -exp_award_natl_value - -int - -state_post - -str - -level - -str - -control - -str - -counted_pct - -str - -awards_per_state_value - -str - -exp_award_state_value - -str - -state_appr_value - -str - -state_appr_rank - -str - -grad_rate_rank - -str - -awards_per_rank - -str - - - -state_sector_grads - -state_sector_grads - -85K rows - -state - -FK - -stateid - -int - -year - -int - -grad_cohort - -int - -grad_150 - -int - -grad_cohort_ct - -int - -state_abbr - -str - -control - -str - -level - -str - -gender - -str - -race - -str - -cohort - -str - -grad_100 - -str - -grad_100_rate - -str - -grad_150_rate - -str - - - - \ No newline at end of file diff --git a/thejoin-bird-computer-student/README.md b/thejoin-bird-computer-student/README.md deleted file mode 100644 index b18764107e865ec7bc15ea6212df3308d9735e92..0000000000000000000000000000000000000000 --- a/thejoin-bird-computer-student/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-computer-student ---- - -# text2sql-bird-computer-student - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-computer-student") -task = relbench.load_task("text2sql-bird-computer-student", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-computer-student/manifest.yaml b/thejoin-bird-computer-student/manifest.yaml deleted file mode 100644 index 67eaec8cb426b15727ae908020a2e9682e6fd18f..0000000000000000000000000000000000000000 --- a/thejoin-bird-computer-student/manifest.yaml +++ /dev/null @@ -1,25 +0,0 @@ -name: thejoin-bird-computer-student -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - advisedBy: - pkey: null - time_col: null - fkeys: - p_id: person - p_id_dummy: person - course: - pkey: course_id - time_col: null - fkeys: {} - person: - pkey: p_id - time_col: null - fkeys: {} - taughtBy: - pkey: null - time_col: null - fkeys: - course_id: course - p_id: person diff --git a/thejoin-bird-computer-student/schema.svg b/thejoin-bird-computer-student/schema.svg deleted file mode 100644 index 2089e7cdfb30b63e405cfdbd12257fec3504d3a4..0000000000000000000000000000000000000000 --- a/thejoin-bird-computer-student/schema.svg +++ /dev/null @@ -1,101 +0,0 @@ - - -schema - - -advisedBy:e->person:w - - - -advisedBy:e->person:w - - - -taughtBy:e->course:w - - - -taughtBy:e->person:w - - -advisedBy - -advisedBy - -113 rows - -p_id - -FK - -p_id_dummy - -FK - - - -person - -person - -278 rows - -p_id - -PK - -professor - -int - -student - -int - -has_position - -str - -in_phase - -str - -years_in_program - -str - - - -course - -course - -132 rows - -course_id - -PK - -course_level - -str - - - -taughtBy - -taughtBy - -189 rows - -course_id - -FK - -p_id - -FK - - - - \ No newline at end of file diff --git a/thejoin-bird-cookbook/README.md b/thejoin-bird-cookbook/README.md deleted file mode 100644 index e5d1ee8eeb4e878d7af69c8d343df3608bedff7d..0000000000000000000000000000000000000000 --- a/thejoin-bird-cookbook/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-cookbook ---- - -# text2sql-bird-cookbook - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-cookbook") -task = relbench.load_task("text2sql-bird-cookbook", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-cookbook/manifest.yaml b/thejoin-bird-cookbook/manifest.yaml deleted file mode 100644 index 028141e9fb271253a86cbe45c34b9050b8a63530..0000000000000000000000000000000000000000 --- a/thejoin-bird-cookbook/manifest.yaml +++ /dev/null @@ -1,24 +0,0 @@ -name: thejoin-bird-cookbook -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - Ingredient: - pkey: ingredient_id - time_col: null - fkeys: {} - Nutrition: - pkey: __PK__ - time_col: null - fkeys: - recipe_id: Recipe - Quantity: - pkey: quantity_id - time_col: null - fkeys: - recipe_id: Recipe - ingredient_id: Ingredient - Recipe: - pkey: recipe_id - time_col: null - fkeys: {} diff --git a/thejoin-bird-cookbook/schema.svg b/thejoin-bird-cookbook/schema.svg deleted file mode 100644 index 47da4637cb54af18e97845fe30e4d414e56c7fc5..0000000000000000000000000000000000000000 --- a/thejoin-bird-cookbook/schema.svg +++ /dev/null @@ -1,209 +0,0 @@ - - -schema - - -Nutrition:e->Recipe:w - - - -Quantity:e->Ingredient:w - - - -Quantity:e->Recipe:w - - -Ingredient - -Ingredient - -3K rows - -ingredient_id - -PK - -category - -str - -name - -str - -plural - -str - - - -Nutrition - -Nutrition - -878 rows - -__PK__ - -PK - -recipe_id - -FK - -protein - -float - -carbo - -float - -alcohol - -float - -total_fat - -float - -sat_fat - -float - -cholestrl - -float - -sodium - -float - -iron - -float - -vitamin_c - -float - -vitamin_a - -float - -fiber - -float - -pcnt_cal_carb - -float - -pcnt_cal_fat - -float - -pcnt_cal_prot - -float - -calories - -float - - - -Recipe - -Recipe - -1K rows - -recipe_id - -PK - -servings - -int - -prep_min - -int - -cook_min - -int - -stnd_min - -int - -title - -str - -subtitle - -str - -yield_unit - -str - -source - -str - -intro - -str - -directions - -str - - - -Quantity - -Quantity - -5K rows - -quantity_id - -PK - -recipe_id - -FK - -ingredient_id - -FK - -max_qty - -float - -min_qty - -float - -unit - -str - -preparation - -str - -optional - -bool - - - - \ No newline at end of file diff --git a/thejoin-bird-cs-semester/README.md b/thejoin-bird-cs-semester/README.md deleted file mode 100644 index 1511820c766a32a77952fc079d882a49c632b372..0000000000000000000000000000000000000000 --- a/thejoin-bird-cs-semester/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-cs-semester ---- - -# text2sql-bird-cs-semester - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-cs-semester") -task = relbench.load_task("text2sql-bird-cs-semester", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-cs-semester/manifest.yaml b/thejoin-bird-cs-semester/manifest.yaml deleted file mode 100644 index 64ddee2f7b08d861663d862b2a5e11b011a8b27a..0000000000000000000000000000000000000000 --- a/thejoin-bird-cs-semester/manifest.yaml +++ /dev/null @@ -1,29 +0,0 @@ -name: thejoin-bird-cs-semester -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - RA: - pkey: null - time_col: null - fkeys: - student_id: student - prof_id: prof - course: - pkey: course_id - time_col: null - fkeys: {} - prof: - pkey: prof_id - time_col: null - fkeys: {} - registration: - pkey: null - time_col: null - fkeys: - student_id: student - course_id: course - student: - pkey: student_id - time_col: null - fkeys: {} diff --git a/thejoin-bird-cs-semester/schema.svg b/thejoin-bird-cs-semester/schema.svg deleted file mode 100644 index 151a7b25dd09d66d17567a2821b432729cb83c0e..0000000000000000000000000000000000000000 --- a/thejoin-bird-cs-semester/schema.svg +++ /dev/null @@ -1,173 +0,0 @@ - - -schema - - -RA:e->prof:w - - - -RA:e->student:w - - - -registration:e->course:w - - - -registration:e->student:w - - -RA - -RA - -35 rows - -student_id - -FK - -prof_id - -FK - -capability - -int - -salary - -str - - - -prof - -prof - -10 rows - -prof_id - -PK - -popularity - -int - -teachingability - -int - -gender - -str - -first_name - -str - -last_name - -str - -email - -str - -graduate_from - -str - - - -student - -student - -38 rows - -student_id - -PK - -gpa - -float - -intelligence - -int - -f_name - -str - -l_name - -str - -phone_number - -str - -email - -str - -type - -str - - - -course - -course - -13 rows - -course_id - -PK - -credit - -int - -diff - -int - -name - -str - - - -registration - -registration - -101 rows - -course_id - -FK - -student_id - -FK - -sat - -int - -grade - -str - - - - \ No newline at end of file diff --git a/thejoin-bird-debit-card-specializing/README.md b/thejoin-bird-debit-card-specializing/README.md deleted file mode 100644 index 45291d3ded541039cf7e27e9bfd7e06dbd5e4c79..0000000000000000000000000000000000000000 --- a/thejoin-bird-debit-card-specializing/README.md +++ /dev/null @@ -1,34 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-debit-card-specializing ---- - -# text2sql-bird-debit-card-specializing - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-product-churn` | external | binary_classification | Predict whether a product will have no transactions in the next time window. | -| `predict-product-sold` | external | binary_classification | Predict whether a product will be sold in at least one transaction in the next time window. | -| `predict-station-active` | external | binary_classification | Predict whether a gas station will have at least one transaction in the next time window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-debit-card-specializing") -task = relbench.load_task("text2sql-bird-debit-card-specializing", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-debit-card-specializing/manifest.yaml b/thejoin-bird-debit-card-specializing/manifest.yaml deleted file mode 100644 index 8a83364ed71dd18b07584675c5a97f5b93710787..0000000000000000000000000000000000000000 --- a/thejoin-bird-debit-card-specializing/manifest.yaml +++ /dev/null @@ -1,27 +0,0 @@ -name: thejoin-bird-debit-card-specializing -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - customers: - pkey: customer_id - time_col: null - fkeys: {} - gasstations: - pkey: gas_station_id - time_col: null - fkeys: {} - products: - pkey: product_id - time_col: null - fkeys: {} - transactions_1k: - pkey: transaction_id - time_col: time - fkeys: - gas_station_id: gasstations - product_id: products - yearmonth: - pkey: null - time_col: null - fkeys: {} diff --git a/thejoin-bird-debit-card-specializing/schema.svg b/thejoin-bird-debit-card-specializing/schema.svg deleted file mode 100644 index 217b72af3012593ce0d52d3edce9a8a856bfd0cc..0000000000000000000000000000000000000000 --- a/thejoin-bird-debit-card-specializing/schema.svg +++ /dev/null @@ -1,137 +0,0 @@ - - -schema - - -transactions_1k:e->gasstations:w - - - -transactions_1k:e->products:w - - - -customers - -customers - -32K rows - -customer_id - -PK - -segment - -str - -currency - -str - - - -gasstations - -gasstations - -6K rows - -gas_station_id - -PK - -chain_id - -int - -country - -str - -segment - -str - - - -products - -products - -591 rows - -product_id - -PK - -description - -str - - - -transactions_1k - -transactions_1k - -1K rows - -transaction_id - -PK - -gas_station_id - -FK - -product_id - -FK - -time - -TIME - -price - -float - -customer_id - -int - -card_id - -int - -amount - -int - -date - -datetime - - - -yearmonth - -yearmonth - -383K rows - -consumption - -float - -customer_id - -int - -date - -int - - - \ No newline at end of file diff --git a/thejoin-bird-debit-card-specializing/tasks/predict-product-churn/manifest.yaml b/thejoin-bird-debit-card-specializing/tasks/predict-product-churn/manifest.yaml deleted file mode 100644 index 7bdc7f237c7338a5590385af69600305c0d8534d..0000000000000000000000000000000000000000 --- a/thejoin-bird-debit-card-specializing/tasks/predict-product-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-churn -kind: external -task_type: binary_classification -description: Predict whether a product will have no transactions in the next time window. -entity_table: products -entity_col: product_id -target_col: product_churn -time_col: time -timedelta: 0 days 00:09:45.600000 -manifest_version: 1 diff --git a/thejoin-bird-debit-card-specializing/tasks/predict-product-sold/manifest.yaml b/thejoin-bird-debit-card-specializing/tasks/predict-product-sold/manifest.yaml deleted file mode 100644 index 5bb5e9746e4e6dd4e3e0f777e6d18a1102097dab..0000000000000000000000000000000000000000 --- a/thejoin-bird-debit-card-specializing/tasks/predict-product-sold/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-product-sold -kind: external -task_type: binary_classification -description: Predict whether a product will be sold in at least one transaction in the next time window. -entity_table: products -entity_col: product_id -target_col: product_sold -time_col: time -timedelta: 0 days 00:09:45.600000 -manifest_version: 1 diff --git a/thejoin-bird-debit-card-specializing/tasks/predict-station-active/manifest.yaml b/thejoin-bird-debit-card-specializing/tasks/predict-station-active/manifest.yaml deleted file mode 100644 index e799e9d8dc3cd946e6397451b38f9288465c700b..0000000000000000000000000000000000000000 --- a/thejoin-bird-debit-card-specializing/tasks/predict-station-active/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-station-active -kind: external -task_type: binary_classification -description: Predict whether a gas station will have at least one transaction in the next time window. -entity_table: gasstations -entity_col: gas_station_id -target_col: is_active -time_col: time -timedelta: 0 days 00:09:45.600000 -manifest_version: 1 diff --git a/thejoin-bird-disney/README.md b/thejoin-bird-disney/README.md deleted file mode 100644 index 983f11d48dbbe13265dc3e9b3e166be1bb495331..0000000000000000000000000000000000000000 --- a/thejoin-bird-disney/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-disney ---- - -# text2sql-bird-disney - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-disney") -task = relbench.load_task("text2sql-bird-disney", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-disney/manifest.yaml b/thejoin-bird-disney/manifest.yaml deleted file mode 100644 index 1ebcff90345c83c14214d92ca03e7cac526b4857..0000000000000000000000000000000000000000 --- a/thejoin-bird-disney/manifest.yaml +++ /dev/null @@ -1,29 +0,0 @@ -name: thejoin-bird-disney -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - characters: - pkey: movie_title - time_col: release_date - fkeys: - hero: voice-actors - director: - pkey: null - time_col: null - fkeys: - name: characters - movies_total_gross: - pkey: null - time_col: release_date - fkeys: - movie_title: characters - revenue: - pkey: year - time_col: null - fkeys: {} - voice-actors: - pkey: character - time_col: null - fkeys: - movie: characters diff --git a/thejoin-bird-disney/schema.svg b/thejoin-bird-disney/schema.svg deleted file mode 100644 index 05f6b37ec1345c421ac9e38ab37eef642108557c..0000000000000000000000000000000000000000 --- a/thejoin-bird-disney/schema.svg +++ /dev/null @@ -1,153 +0,0 @@ - - -schema - - -characters:e->voice-actors:w - - - -director:e->characters:w - - - -movies_total_gross:e->characters:w - - - -voice-actors:e->characters:w - - -characters - -characters - -56 rows - -movie_title - -PK - -hero - -FK - -release_date - -TIME - -villian - -str - -song - -str - - - -voice-actors - -voice-actors - -922 rows - -character - -PK - -movie - -FK - -voice_actor - -str - - - -director - -director - -56 rows - -name - -FK - -director - -str - - - -movies_total_gross - -movies_total_gross - -579 rows - -movie_title - -FK - -release_date - -TIME - -genre - -str - -mpaa_rating - -str - -total_gross - -str - -inflation_adjusted_gross - -str - - - -revenue - -revenue - -26 rows - -year - -PK - -studio_entertainment_ni_1 - -float - -disney_consumer_products_ni_2 - -float - -walt_disney_parks_and_resorts - -float - -disney_interactive_ni_3_rev_1 - -int - -total - -int - -disney_media_networks - -str - - - - \ No newline at end of file diff --git a/thejoin-bird-donor/README.md b/thejoin-bird-donor/README.md deleted file mode 100644 index 3c8c80ffa4232f7ba504a31a7f2ae267310b0c85..0000000000000000000000000000000000000000 --- a/thejoin-bird-donor/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-donor ---- - -# text2sql-bird-donor - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-donor") -task = relbench.load_task("text2sql-bird-donor", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-donor/manifest.yaml b/thejoin-bird-donor/manifest.yaml deleted file mode 100644 index 4328e374b61cd35d12d84301b894da727112ce46..0000000000000000000000000000000000000000 --- a/thejoin-bird-donor/manifest.yaml +++ /dev/null @@ -1,23 +0,0 @@ -name: thejoin-bird-donor -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - donations: - pkey: donationid - time_col: null - fkeys: - projectid: projects - essays: - pkey: null - time_col: null - fkeys: {} - projects: - pkey: projectid - time_col: null - fkeys: {} - resources: - pkey: resourceid - time_col: null - fkeys: - projectid: projects diff --git a/thejoin-bird-donor/schema.svg b/thejoin-bird-donor/schema.svg deleted file mode 100644 index a53af768de8b494ab145f8a99dee5373f61766a4..0000000000000000000000000000000000000000 --- a/thejoin-bird-donor/schema.svg +++ /dev/null @@ -1,329 +0,0 @@ - - -schema - - -donations:e->projects:w - - - -resources:e->projects:w - - -donations - -donations - -3M rows - -donationid - -PK - -projectid - -FK - -donation_to_project - -float - -donation_optional_support - -float - -donation_total - -float - -donor_acctid - -str - -donor_city - -str - -donor_state - -str - -donor_zip - -str - -is_teacher_acct - -str - -donation_timestamp - -str - -dollar_amount - -str - -donation_included_optional_support - -str - -payment_method - -str - -payment_included_acct_credit - -str - -payment_included_campaign_gift_card - -str - -payment_included_web_purchased_gift_card - -str - -payment_was_promo_matched - -str - -via_giving_page - -str - -for_honoree - -str - -donation_message - -str - - - -projects - -projects - -664K rows - -projectid - -PK - -school_latitude - -float - -school_longitude - -float - -school_zip - -float - -fulfillment_labor_materials - -float - -total_price_excluding_optional_support - -float - -total_price_including_optional_support - -float - -students_reached - -float - -teacher_acctid - -str - -schoolid - -str - -school_ncesid - -str - -school_city - -str - -school_state - -str - -school_metro - -str - -school_district - -str - -school_county - -str - -school_charter - -str - -school_magnet - -str - -school_year_round - -str - -school_nlns - -str - -school_kipp - -str - -school_charter_ready_promise - -str - -teacher_prefix - -str - -teacher_teach_for_america - -str - -teacher_ny_teaching_fellow - -str - -primary_focus_subject - -str - -primary_focus_area - -str - -secondary_focus_subject - -str - -secondary_focus_area - -str - -resource_type - -str - -poverty_level - -str - -grade_level - -str - -eligible_double_your_impact_match - -str - -eligible_almost_home_match - -str - -date_posted - -str - - - -essays - -essays - -100K rows - -projectid - -str - -teacher_acctid - -str - -title - -str - -short_description - -str - -need_statement - -str - -essay - -str - - - -resources - -resources - -4M rows - -resourceid - -PK - -projectid - -FK - -vendorid - -float - -item_unit_price - -float - -item_quantity - -float - -vendor_name - -str - -project_resource_type - -str - -item_name - -str - -item_number - -str - - - - \ No newline at end of file diff --git a/thejoin-bird-european-football-1/README.md b/thejoin-bird-european-football-1/README.md deleted file mode 100644 index efd3e76424f76a158b35754ca8038826d5912195..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/README.md +++ /dev/null @@ -1,68 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-european-football-1 ---- - -# text2sql-bird-european-football-1 - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-division-appears-matchs` | external | binary_classification | Whether a division has any matches played next window. | -| `predict-division-away-goals-trend` | external | binary_classification | Predict whether the average away team goals per match in a division increases in the next window. | -| `predict-division-away-goals-volatility` | external | regression | Predict the standard deviation of away goals per match in a division in the next window. | -| `predict-division-churn` | external | binary_classification | Predict whether a division has no matches next window (offseason). | -| `predict-division-distinct-home-teams` | external | regression | Predict how many distinct home teams play in a division in the next window. | -| `predict-division-existence-long` | external | binary_classification | Predict whether a division plays any matches over a 2x horizon. | -| `predict-division-goal-fest` | external | binary_classification | Predict whether a division has any match with away goals >= 5 next window. | -| `predict-division-goal-share` | external | regression | Predict a division's share of total goals scored across all divisions in the next window. | -| `predict-division-goals-change` | external | regression | Predict the change in total home goals scored in a division from the current window to the next window. | -| `predict-division-high-away-output` | external | binary_classification | Predict whether mean away goals exceeds 1.2 next window. | -| `predict-division-high-scoring` | external | binary_classification | Predict whether a division averages more than 1.5 home goals per match next window. | -| `predict-division-home-away-ratio` | external | regression | Predict the ratio of home goals to away goals (fthg/ftag) in a division next window (home advantage strength). | -| `predict-division-home-dominant` | external | regression | Predict ratio of home to away goals (home advantage) next window. | -| `predict-division-home-goals-trend` | external | binary_classification | Predict whether the average home goals per match in a division increases in the next window vs the current window. | -| `predict-division-home-goals-volatility` | external | regression | Predict the standard deviation of home goals per match in a division in the next window, reflecting scoring unpredictability. | -| `predict-division-long-churn` | external | binary_classification | Predict whether a division has no matches over a 2x horizon (off-season). | -| `predict-division-match-count` | external | regression | Predict the number of matches in a division next window. | -| `predict-division-match-count-long` | external | regression | Predict the number of matches played in a division over a 2x horizon. | -| `predict-division-max-away-goals` | external | regression | Predict the highest single-match away goals in a division next window. | -| `predict-division-max-away-long` | external | regression | Predict a division's single-match maximum away goals over a 2x horizon. | -| `predict-division-max-home-goals` | external | regression | Predict the highest single-match home goals in a division next window. | -| `predict-division-max-home-long` | external | regression | Predict a division's single-match maximum home goals over a 2x horizon. | -| `predict-division-mean-away-goals` | external | regression | Predict mean full-time away goals in a division next window. | -| `predict-division-mean-away-goals-long` | external | regression | Predict the mean away goals (ftag) in a division over a 2x horizon. | -| `predict-division-mean-home-goals` | external | regression | Predict mean full-time home goals in a division next window. | -| `predict-division-mean-home-goals-long` | external | regression | Predict the mean home goals (fthg) in a division over a 2x horizon. | -| `predict-division-mean-total-goals` | external | regression | Predict the average home goals across matches in a division next window. | -| `predict-division-min-away-goals` | external | regression | Predict the minimum away goals (ftag) scored in a division next window. | -| `predict-division-min-home-goals` | external | regression | Predict minimum home goals per match in a division next window. | -| `predict-division-min-home-next` | external | regression | Predict the minimum home goals scored in a division next window. | -| `predict-division-scoreless-match` | external | binary_classification | Predict whether a division has any match where home team scores 0 next window (min fthg == 0). | -| `predict-division-season-count-change` | external | regression | Predict the change in total away goals scored in a division from the current window to the next window. | -| `predict-division-time-until-next-4w` | external | regression | Days until the division's next match, evaluated over a 4x horizon. | -| `predict-division-top-away-scoring` | external | binary_classification | Predict whether a division is among the top 25% by total away goals in the next window. | -| `predict-division-top-scoring` | external | binary_classification | Predict whether a division is among the top 25% by total goals scored in the next window. | -| `predict-division-total-away-goals` | external | regression | Predict total full-time away goals in a division next window. | -| `predict-division-total-home-goals` | external | regression | Predict total full-time home goals in a division next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-european-football-1") -task = relbench.load_task("text2sql-bird-european-football-1", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-european-football-1/manifest.yaml b/thejoin-bird-european-football-1/manifest.yaml deleted file mode 100644 index bde8d3c4ef25a91cc9e3d14c5515a45c05a29bd0..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/manifest.yaml +++ /dev/null @@ -1,14 +0,0 @@ -name: thejoin-bird-european-football-1 -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - divisions: - pkey: division - time_col: null - fkeys: {} - matchs: - pkey: null - time_col: date - fkeys: - div: divisions diff --git a/thejoin-bird-european-football-1/schema.svg b/thejoin-bird-european-football-1/schema.svg deleted file mode 100644 index 6cd5405800ddc92073dc650761217b6b57a1e571..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/schema.svg +++ /dev/null @@ -1,69 +0,0 @@ - - -schema - - -matchs:e->divisions:w - - -divisions - -divisions - -21 rows - -division - -PK - -name - -str - -country - -str - - - -matchs - -matchs - -123K rows - -div - -FK - -date - -TIME - -fthg - -int - -ftag - -int - -season - -int - -home_team - -str - -away_team - -str - -ftr - -str - - - - \ No newline at end of file diff --git a/thejoin-bird-european-football-1/tasks/predict-division-appears-matchs/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-appears-matchs/manifest.yaml deleted file mode 100644 index c45d430579e9794fb2a961d425b11876cd98323e..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-appears-matchs/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-appears-matchs -kind: external -task_type: binary_classification -description: Whether a division has any matches played next window. -entity_table: divisions -entity_col: div -target_col: has_match -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-away-goals-trend/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-away-goals-trend/manifest.yaml deleted file mode 100644 index adfe9a24625affaaa823b7cda83e29b6f9eccc76..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-away-goals-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-away-goals-trend -kind: external -task_type: binary_classification -description: Predict whether the average away team goals per match in a division increases in the next window. -entity_table: divisions -entity_col: div -target_col: away_goals_trend_up -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-away-goals-volatility/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-away-goals-volatility/manifest.yaml deleted file mode 100644 index 5269ca6add68a8c639802dc511ed57211154564c..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-away-goals-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-away-goals-volatility -kind: external -task_type: regression -description: Predict the standard deviation of away goals per match in a division in the next window. -entity_table: divisions -entity_col: div -target_col: away_goals_std -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-churn/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-churn/manifest.yaml deleted file mode 100644 index b322585f419d7bd97a985db9157371c85390df55..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-churn -kind: external -task_type: binary_classification -description: Predict whether a division has no matches next window (offseason). -entity_table: divisions -entity_col: div -target_col: division_churn -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-distinct-home-teams/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-distinct-home-teams/manifest.yaml deleted file mode 100644 index 5d0949574a96b0714166423fea1576543afe9288..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-distinct-home-teams/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-distinct-home-teams -kind: external -task_type: regression -description: Predict how many distinct home teams play in a division in the next window. -entity_table: divisions -entity_col: div -target_col: distinct_home_teams -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-existence-long/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-existence-long/manifest.yaml deleted file mode 100644 index a4351886db162541cb236856bc1be055808e42a0..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-existence-long/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-existence-long -kind: external -task_type: binary_classification -description: Predict whether a division plays any matches over a 2x horizon. -entity_table: divisions -entity_col: div -target_col: has_matches_long -time_col: date -timedelta: 92 days 12:57:36 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-goal-fest/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-goal-fest/manifest.yaml deleted file mode 100644 index 6075a97ad8f7c12793cf515156c30e7d6829ebac..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-goal-fest/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-goal-fest -kind: external -task_type: binary_classification -description: Predict whether a division has any match with away goals >= 5 next window. -entity_table: divisions -entity_col: div -target_col: away_goal_fest -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-goal-share/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-goal-share/manifest.yaml deleted file mode 100644 index 0fae2c89f67ed2d3037b4517ff6b166e035ba22a..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-goal-share/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-goal-share -kind: external -task_type: regression -description: Predict a division's share of total goals scored across all divisions in the next window. -entity_table: divisions -entity_col: div -target_col: goal_share -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-goals-change/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-goals-change/manifest.yaml deleted file mode 100644 index 687ed9a094d80afa1c2caf9af1fbd0a24b78d4b8..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-goals-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-goals-change -kind: external -task_type: regression -description: Predict the change in total home goals scored in a division from the current window to the next window. -entity_table: divisions -entity_col: div -target_col: home_goals_delta -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-high-away-output/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-high-away-output/manifest.yaml deleted file mode 100644 index 8a92dc59c21298e77cdf5783a14a6931599a82a2..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-high-away-output/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-high-away-output -kind: external -task_type: binary_classification -description: Predict whether mean away goals exceeds 1.2 next window. -entity_table: divisions -entity_col: div -target_col: high_away -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-high-scoring/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-high-scoring/manifest.yaml deleted file mode 100644 index b97220839012b5a755d97eb8c9a3917f47b686c8..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-high-scoring/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-high-scoring -kind: external -task_type: binary_classification -description: Predict whether a division averages more than 1.5 home goals per match next window. -entity_table: divisions -entity_col: div -target_col: high_scoring -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-home-away-ratio/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-home-away-ratio/manifest.yaml deleted file mode 100644 index 62213b8a9ddf68fe91852f1698ecec7cb3162db9..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-home-away-ratio/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-home-away-ratio -kind: external -task_type: regression -description: Predict the ratio of home goals to away goals (fthg/ftag) in a division next window (home advantage strength). -entity_table: divisions -entity_col: div -target_col: home_away_ratio -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-home-dominant/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-home-dominant/manifest.yaml deleted file mode 100644 index a0f4744d529b38b2514ca34f46b7b30da5a0a6a7..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-home-dominant/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-home-dominant -kind: external -task_type: regression -description: Predict ratio of home to away goals (home advantage) next window. -entity_table: divisions -entity_col: div -target_col: home_away_ratio -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-home-goals-trend/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-home-goals-trend/manifest.yaml deleted file mode 100644 index 8574ec03b7560f75f515a4d22648da945bfdd407..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-home-goals-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-home-goals-trend -kind: external -task_type: binary_classification -description: Predict whether the average home goals per match in a division increases in the next window vs the current window. -entity_table: divisions -entity_col: div -target_col: home_goals_trend_up -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-home-goals-volatility/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-home-goals-volatility/manifest.yaml deleted file mode 100644 index ea0eebc4846429644befacb18bf1ea48da8fa0c4..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-home-goals-volatility/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-home-goals-volatility -kind: external -task_type: regression -description: Predict the standard deviation of home goals per match in a division in the next window, reflecting scoring unpredictability. -entity_table: divisions -entity_col: div -target_col: home_goals_std -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-long-churn/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-long-churn/manifest.yaml deleted file mode 100644 index f9ee88d02c8e37de7dacc7cc8484d0b1cd4384bb..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-long-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-long-churn -kind: external -task_type: binary_classification -description: Predict whether a division has no matches over a 2x horizon (off-season). -entity_table: divisions -entity_col: div -target_col: long_churn -time_col: date -timedelta: 92 days 12:57:36 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-match-count-long/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-match-count-long/manifest.yaml deleted file mode 100644 index 185654a2eedfb0c64e8745f0b6848f719f9a7ecb..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-match-count-long/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-match-count-long -kind: external -task_type: regression -description: Predict the number of matches played in a division over a 2x horizon. -entity_table: divisions -entity_col: div -target_col: match_count_long -time_col: date -timedelta: 92 days 12:57:36 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-match-count/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-match-count/manifest.yaml deleted file mode 100644 index 7ff4f4481070c538692aa3f205d8265482644f7e..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-match-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-match-count -kind: external -task_type: regression -description: Predict the number of matches in a division next window. -entity_table: divisions -entity_col: div -target_col: match_count -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-max-away-goals/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-max-away-goals/manifest.yaml deleted file mode 100644 index 0202d8943c53d9ec9326d7b79c3489fd26201ace..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-max-away-goals/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-max-away-goals -kind: external -task_type: regression -description: Predict the highest single-match away goals in a division next window. -entity_table: divisions -entity_col: div -target_col: max_away_goals -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-max-away-long/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-max-away-long/manifest.yaml deleted file mode 100644 index ea4e32b797d91db88a9e4a0a1349915581f914ee..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-max-away-long/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-max-away-long -kind: external -task_type: regression -description: Predict a division's single-match maximum away goals over a 2x horizon. -entity_table: divisions -entity_col: div -target_col: max_away_long -time_col: date -timedelta: 92 days 12:57:36 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-max-home-goals/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-max-home-goals/manifest.yaml deleted file mode 100644 index 970a19f9b498d3fd62a9687babb71bac707dc025..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-max-home-goals/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-max-home-goals -kind: external -task_type: regression -description: Predict the highest single-match home goals in a division next window. -entity_table: divisions -entity_col: div -target_col: max_home_goals -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-max-home-long/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-max-home-long/manifest.yaml deleted file mode 100644 index e1094ee5b7f1a0b5132a6ed32da586f826734890..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-max-home-long/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-max-home-long -kind: external -task_type: regression -description: Predict a division's single-match maximum home goals over a 2x horizon. -entity_table: divisions -entity_col: div -target_col: max_home_long -time_col: date -timedelta: 92 days 12:57:36 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-mean-away-goals-long/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-mean-away-goals-long/manifest.yaml deleted file mode 100644 index e2a338c1d0ddc08d2bb0c1f3aa7e6cb84e9ca271..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-mean-away-goals-long/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-mean-away-goals-long -kind: external -task_type: regression -description: Predict the mean away goals (ftag) in a division over a 2x horizon. -entity_table: divisions -entity_col: div -target_col: mean_away_long -time_col: date -timedelta: 92 days 12:57:36 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-mean-away-goals/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-mean-away-goals/manifest.yaml deleted file mode 100644 index 13da12ab8beef1a23a6bbfd2a447b2e97fceca31..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-mean-away-goals/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-mean-away-goals -kind: external -task_type: regression -description: Predict mean full-time away goals in a division next window. -entity_table: divisions -entity_col: div -target_col: mean_away_goals -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-mean-home-goals-long/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-mean-home-goals-long/manifest.yaml deleted file mode 100644 index 38082623b6bf00c72458f39ce5540c221086d182..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-mean-home-goals-long/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-mean-home-goals-long -kind: external -task_type: regression -description: Predict the mean home goals (fthg) in a division over a 2x horizon. -entity_table: divisions -entity_col: div -target_col: mean_home_long -time_col: date -timedelta: 92 days 12:57:36 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-mean-home-goals/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-mean-home-goals/manifest.yaml deleted file mode 100644 index 3fbf78861d299b4e5f011010634edd4f5df40bb0..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-mean-home-goals/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-mean-home-goals -kind: external -task_type: regression -description: Predict mean full-time home goals in a division next window. -entity_table: divisions -entity_col: div -target_col: mean_home_goals -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-mean-total-goals/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-mean-total-goals/manifest.yaml deleted file mode 100644 index e0de4b475f3cdb46d59b713848d947e6cad2728e..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-mean-total-goals/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-mean-total-goals -kind: external -task_type: regression -description: Predict the average home goals across matches in a division next window. -entity_table: divisions -entity_col: div -target_col: mean_home_goals -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-min-away-goals/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-min-away-goals/manifest.yaml deleted file mode 100644 index c82e8ed380cf17d342299a5d94433d68687945d2..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-min-away-goals/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-min-away-goals -kind: external -task_type: regression -description: Predict the minimum away goals (ftag) scored in a division next window. -entity_table: divisions -entity_col: div -target_col: min_away_goals -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-min-home-goals/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-min-home-goals/manifest.yaml deleted file mode 100644 index 9f4205aacd1aa0e64cb729ca2ad3ddbbfd216985..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-min-home-goals/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-min-home-goals -kind: external -task_type: regression -description: Predict minimum home goals per match in a division next window. -entity_table: divisions -entity_col: div -target_col: min_home_goals -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-min-home-next/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-min-home-next/manifest.yaml deleted file mode 100644 index ce0b6de08b004bbeb79ae126d74cdea2f1a1a017..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-min-home-next/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-min-home-next -kind: external -task_type: regression -description: Predict the minimum home goals scored in a division next window. -entity_table: divisions -entity_col: div -target_col: min_home_goals -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-scoreless-match/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-scoreless-match/manifest.yaml deleted file mode 100644 index bdf93bc45860fe2cec16fc9b12f501875de4db23..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-scoreless-match/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-scoreless-match -kind: external -task_type: binary_classification -description: Predict whether a division has any match where home team scores 0 next window (min fthg == 0). -entity_table: divisions -entity_col: div -target_col: has_scoreless_home -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-season-count-change/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-season-count-change/manifest.yaml deleted file mode 100644 index f0ddb9dba1c04496f59d66546a85be7f108eba38..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-season-count-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-season-count-change -kind: external -task_type: regression -description: Predict the change in total away goals scored in a division from the current window to the next window. -entity_table: divisions -entity_col: div -target_col: away_goals_delta -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-time-until-next-4w/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-time-until-next-4w/manifest.yaml deleted file mode 100644 index df7e43d661824a983c2bd7b36292c696ddc26982..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-time-until-next-4w/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-time-until-next-4w -kind: external -task_type: regression -description: Days until the division's next match, evaluated over a 4x horizon. -entity_table: divisions -entity_col: div -target_col: days_to_next_match_4w -time_col: date -timedelta: 185 days 01:55:12 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-top-away-scoring/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-top-away-scoring/manifest.yaml deleted file mode 100644 index c1bb4e9376fb720717758602aa7b46638dcb4c9e..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-top-away-scoring/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-top-away-scoring -kind: external -task_type: binary_classification -description: Predict whether a division is among the top 25% by total away goals in the next window. -entity_table: divisions -entity_col: div -target_col: is_top_away_scoring -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-top-scoring/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-top-scoring/manifest.yaml deleted file mode 100644 index 5c011640c908c10caedadebf146f675a22374c11..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-top-scoring/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-top-scoring -kind: external -task_type: binary_classification -description: Predict whether a division is among the top 25% by total goals scored in the next window. -entity_table: divisions -entity_col: div -target_col: is_top_scoring_division -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-total-away-goals/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-total-away-goals/manifest.yaml deleted file mode 100644 index 36ebd64d60862e7a64736a5269a0b56849956b75..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-total-away-goals/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-total-away-goals -kind: external -task_type: regression -description: Predict total full-time away goals in a division next window. -entity_table: divisions -entity_col: div -target_col: total_away_goals -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-1/tasks/predict-division-total-home-goals/manifest.yaml b/thejoin-bird-european-football-1/tasks/predict-division-total-home-goals/manifest.yaml deleted file mode 100644 index 7a78b5851f2277b4ada2783da0804f15e73b597b..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-1/tasks/predict-division-total-home-goals/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-division-total-home-goals -kind: external -task_type: regression -description: Predict total full-time home goals in a division next window. -entity_table: divisions -entity_col: div -target_col: total_home_goals -time_col: date -timedelta: 46 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-european-football-2/README.md b/thejoin-bird-european-football-2/README.md deleted file mode 100644 index f94e5742a8e2b24d528c0f8a5d1bd1abdd768d7f..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-2/README.md +++ /dev/null @@ -1,35 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-european-football-2 ---- - -# text2sql-bird-european-football-2 - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-league-match-count` | external | regression | Predict how many matches will be played in a league in the next time window. | -| `predict-player-attribute-update` | external | binary_classification | Predict whether a player will have their FIFA attributes updated in the next time window. | -| `predict-player-repeats-work-rate` | external | binary_classification | Whether a player's next attacking_work_rate reading matches their most recent prior one. | -| `predict-player-return-to-active` | external | binary_classification | Predict whether a player who had no attribute updates in the current window receives new updates in the next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-european-football-2") -task = relbench.load_task("text2sql-bird-european-football-2", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-european-football-2/manifest.yaml b/thejoin-bird-european-football-2/manifest.yaml deleted file mode 100644 index 4a908996b53cbf80d20f40943a323cf4a330e1ba..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-2/manifest.yaml +++ /dev/null @@ -1,64 +0,0 @@ -name: thejoin-bird-european-football-2 -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - Country: - pkey: id - time_col: null - fkeys: {} - League: - pkey: id - time_col: null - fkeys: - country_id: Country - Match: - pkey: id - time_col: date - fkeys: - away_player_11: Player - away_player_10: Player - away_player_9: Player - away_player_8: Player - away_player_7: Player - away_player_6: Player - away_player_5: Player - away_player_4: Player - away_player_3: Player - away_player_2: Player - away_player_1: Player - home_player_11: Player - home_player_10: Player - home_player_9: Player - home_player_8: Player - home_player_7: Player - home_player_6: Player - home_player_5: Player - home_player_4: Player - home_player_3: Player - home_player_2: Player - home_player_1: Player - away_team_api_id: Team - home_team_api_id: Team - league_id: League - country_id: Country - Player: - pkey: id - time_col: null - fkeys: {} - Player_Attributes: - pkey: id - time_col: date - fkeys: - player_api_id: Player - player_fifa_api_id: Player - Team: - pkey: id - time_col: null - fkeys: {} - Team_Attributes: - pkey: id - time_col: date - fkeys: - team_api_id: Team - team_fifa_api_id: Team diff --git a/thejoin-bird-european-football-2/schema.svg b/thejoin-bird-european-football-2/schema.svg deleted file mode 100644 index 241651d7352ff2b8114bebbe816f91888e644861..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-2/schema.svg +++ /dev/null @@ -1,981 +0,0 @@ - - -schema - - -League:e->Country:w - - - -Match:e->Country:w - - - -Match:e->League:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Player:w - - - -Match:e->Team:w - - - -Match:e->Team:w - - - -Player_Attributes:e->Player:w - - - -Player_Attributes:e->Player:w - - - -Team_Attributes:e->Team:w - - - -Team_Attributes:e->Team:w - - -Country - -Country - -11 rows - -id - -PK - -name - -str - - - -League - -League - -11 rows - -id - -PK - -country_id - -FK - -name - -str - - - -Match - -Match - -26K rows - -id - -PK - -country_id - -FK - -league_id - -FK - -home_team_api_id - -FK - -away_team_api_id - -FK - -home_player_1 - -FK - -home_player_2 - -FK - -home_player_3 - -FK - -home_player_4 - -FK - -home_player_5 - -FK - -home_player_6 - -FK - -home_player_7 - -FK - -home_player_8 - -FK - -home_player_9 - -FK - -home_player_10 - -FK - -home_player_11 - -FK - -away_player_1 - -FK - -away_player_2 - -FK - -away_player_3 - -FK - -away_player_4 - -FK - -away_player_5 - -FK - -away_player_6 - -FK - -away_player_7 - -FK - -away_player_8 - -FK - -away_player_9 - -FK - -away_player_10 - -FK - -away_player_11 - -FK - -date - -TIME - -b365_h - -float - -b365_d - -float - -b365_a - -float - -bwh - -float - -bwd - -float - -bwa - -float - -iwh - -float - -iwd - -float - -iwa - -float - -lbh - -float - -lbd - -float - -lba - -float - -psh - -float - -psd - -float - -psa - -float - -whh - -float - -whd - -float - -wha - -float - -sjh - -float - -sjd - -float - -sja - -float - -vch - -float - -vcd - -float - -vca - -float - -gbh - -float - -gbd - -float - -gba - -float - -bsh - -float - -bsd - -float - -bsa - -float - -stage - -int - -match_api_id - -int - -home_team_goal - -int - -away_team_goal - -int - -home_player_x1 - -int - -home_player_x2 - -int - -home_player_x3 - -int - -home_player_x4 - -int - -home_player_x5 - -int - -home_player_x6 - -int - -home_player_x7 - -int - -home_player_x8 - -int - -home_player_x9 - -int - -home_player_x10 - -int - -home_player_x11 - -int - -away_player_x1 - -int - -away_player_x2 - -int - -away_player_x3 - -int - -away_player_x4 - -int - -away_player_x5 - -int - -away_player_x6 - -int - -away_player_x7 - -int - -away_player_x8 - -int - -away_player_x9 - -int - -away_player_x10 - -int - -away_player_x11 - -int - -home_player_y1 - -int - -home_player_y2 - -int - -home_player_y3 - -int - -home_player_y4 - -int - -home_player_y5 - -int - -home_player_y6 - -int - -home_player_y7 - -int - -home_player_y8 - -int - -home_player_y9 - -int - -home_player_y10 - -int - -home_player_y11 - -int - -away_player_y1 - -int - -away_player_y2 - -int - -away_player_y3 - -int - -away_player_y4 - -int - -away_player_y5 - -int - -away_player_y6 - -int - -away_player_y7 - -int - -away_player_y8 - -int - -away_player_y9 - -int - -away_player_y10 - -int - -away_player_y11 - -int - -season - -str - -goal - -str - -shoton - -str - -shotoff - -str - -foulcommit - -str - -card - -str - -cross - -str - -corner - -str - -possession - -str - - - -Player - -Player - -11K rows - -id - -PK - -height - -float - -player_api_id - -int - -player_fifa_api_id - -int - -weight - -int - -player_name - -str - -birthday - -datetime - - - -Team - -Team - -299 rows - -id - -PK - -team_api_id - -int - -team_fifa_api_id - -int - -team_long_name - -str - -team_short_name - -str - - - -Player_Attributes - -Player_Attributes - -184K rows - -id - -PK - -player_fifa_api_id - -FK - -player_api_id - -FK - -date - -TIME - -overall_rating - -int - -potential - -int - -crossing - -int - -finishing - -int - -heading_accuracy - -int - -short_passing - -int - -volleys - -int - -dribbling - -int - -curve - -int - -free_kick_accuracy - -int - -long_passing - -int - -ball_control - -int - -acceleration - -int - -sprint_speed - -int - -agility - -int - -reactions - -int - -balance - -int - -shot_power - -int - -jumping - -int - -stamina - -int - -strength - -int - -long_shots - -int - -aggression - -int - -interceptions - -int - -positioning - -int - -vision - -int - -penalties - -int - -marking - -int - -standing_tackle - -int - -sliding_tackle - -int - -gk_diving - -int - -gk_handling - -int - -gk_kicking - -int - -gk_positioning - -int - -gk_reflexes - -int - -preferred_foot - -str - -attacking_work_rate - -str - -defensive_work_rate - -str - - - -Team_Attributes - -Team_Attributes - -1K rows - -id - -PK - -team_fifa_api_id - -FK - -team_api_id - -FK - -date - -TIME - -build_up_play_speed - -int - -build_up_play_dribbling - -int - -build_up_play_passing - -int - -chance_creation_passing - -int - -chance_creation_crossing - -int - -chance_creation_shooting - -int - -defence_pressure - -int - -defence_aggression - -int - -defence_team_width - -int - -build_up_play_speed_class - -str - -build_up_play_dribbling_class - -str - -build_up_play_passing_class - -str - -build_up_play_positioning_class - -str - -chance_creation_passing_class - -str - -chance_creation_crossing_class - -str - -chance_creation_shooting_class - -str - -chance_creation_positioning_class - -str - -defence_pressure_class - -str - -defence_aggression_class - -str - -defence_team_width_class - -str - -defence_defender_line_class - -str - - - - \ No newline at end of file diff --git a/thejoin-bird-european-football-2/tasks/predict-league-match-count/manifest.yaml b/thejoin-bird-european-football-2/tasks/predict-league-match-count/manifest.yaml deleted file mode 100644 index 18000885fdab708234c240469b1ef08063c633e9..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-2/tasks/predict-league-match-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-league-match-count -kind: external -task_type: regression -description: Predict how many matches will be played in a league in the next time window. -entity_table: League -entity_col: league_id -target_col: league_match_count -time_col: date -timedelta: 31 days 15:36:00 -manifest_version: 1 diff --git a/thejoin-bird-european-football-2/tasks/predict-player-attribute-update/manifest.yaml b/thejoin-bird-european-football-2/tasks/predict-player-attribute-update/manifest.yaml deleted file mode 100644 index 44d6c64251a55632b679c0f58374fd12e1c1283a..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-2/tasks/predict-player-attribute-update/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-attribute-update -kind: external -task_type: binary_classification -description: Predict whether a player will have their FIFA attributes updated in the next time window. -entity_table: Player -entity_col: player_api_id -target_col: has_attribute_update -time_col: date -timedelta: 31 days 15:36:00 -manifest_version: 1 diff --git a/thejoin-bird-european-football-2/tasks/predict-player-repeats-work-rate/manifest.yaml b/thejoin-bird-european-football-2/tasks/predict-player-repeats-work-rate/manifest.yaml deleted file mode 100644 index 31c5c85caed01661b2ef17118b8921b8f59a4288..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-2/tasks/predict-player-repeats-work-rate/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-repeats-work-rate -kind: external -task_type: binary_classification -description: Whether a player's next attacking_work_rate reading matches their most recent prior one. -entity_table: Player -entity_col: player_api_id -target_col: repeats_work_rate -time_col: date -timedelta: 31 days 15:36:00 -manifest_version: 1 diff --git a/thejoin-bird-european-football-2/tasks/predict-player-return-to-active/manifest.yaml b/thejoin-bird-european-football-2/tasks/predict-player-return-to-active/manifest.yaml deleted file mode 100644 index ba5313e43e00a280e1d4ac3dcb4c770c7a3672ed..0000000000000000000000000000000000000000 --- a/thejoin-bird-european-football-2/tasks/predict-player-return-to-active/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-player-return-to-active -kind: external -task_type: binary_classification -description: Predict whether a player who had no attribute updates in the current window receives new updates in the next window. -entity_table: Player -entity_col: player_api_id -target_col: player_returns -time_col: date -timedelta: 31 days 15:36:00 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/README.md b/thejoin-bird-food-inspection-2/README.md deleted file mode 100644 index d6d69991c4161e50f6ede4650b49324b3e8ff31b..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/README.md +++ /dev/null @@ -1,65 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-food-inspection-2 ---- - -# text2sql-bird-food-inspection-2 - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-employee-distinct-establishments` | external | regression | Predict how many distinct establishments an employee inspects in the next window. | -| `predict-employee-high-workload` | external | binary_classification | Whether an employee performs more than the typical number of inspections next window (sum license_no > 500000). | -| `predict-employee-inspection-count` | external | regression | Number of inspections an employee (inspector) will conduct in the next window. | -| `predict-employee-inspection-count-change` | external | regression | Predict the change in total inspection count for an employee from the current window to the next window. | -| `predict-employee-inspection-streak` | external | regression | Longest consecutive sub-period active streak of inspections conducted by the employee. | -| `predict-employee-inspection-trend-reversal` | external | binary_classification | Whether the direction of change in the inspector's workload count flips between current and next windows. | -| `predict-employee-mean-license` | external | regression | Mean license_no of establishments an inspector visited - captures territorial coverage. | -| `predict-employee-new-inspection-type` | external | binary_classification | Whether the inspector performs an inspection_type they have never conducted before next window. | -| `predict-employee-sum-licenses` | external | regression | Sum of license_no values inspected by employee next window (workload proxy). | -| `predict-employee-top-inspector` | external | binary_classification | Predict whether an employee is among the top 25% of inspectors by inspection count in the next window. | -| `predict-employee-workload-share` | external | regression | The inspector's share of total inspections conducted across all employees next window. | -| `predict-establishment-coldstart-complaint` | external | binary_classification | Whether a new establishment receives a complaint-driven inspection in its first windows. | -| `predict-establishment-coldstart-extended` | external | binary_classification | Whether a new establishment remains active over an extended 3-window cold-start horizon. | -| `predict-establishment-coldstart-fail` | external | binary_classification | Whether a newly-appearing establishment will have a failed inspection in its first windows. | -| `predict-establishment-coldstart-followup` | external | binary_classification | Whether a new establishment triggers a follow-up inspection in its first windows. | -| `predict-establishment-coldstart-repeat` | external | binary_classification | Whether a newly inspected establishment will have repeat inspection activity in its first windows. | -| `predict-establishment-coldstart-repeat-short` | external | binary_classification | Whether a newly inspected establishment has any repeat inspection in the very first lookforward window. | -| `predict-establishment-complaint-triggered-rare` | external | binary_classification | Whether the establishment gets a complaint-driven inspection next window (rare trigger type). | -| `predict-establishment-distinct-employee` | external | regression | Average employee_id assigned to an establishment's inspections next window. | -| `predict-establishment-distinct-inspection-types` | external | regression | Predict how many distinct inspection types an establishment undergoes in the next window. | -| `predict-establishment-fail-inspection-rare` | external | binary_classification | Whether the establishment will have a failed inspection in the next window (rare event). | -| `predict-establishment-followup-inspection` | external | binary_classification | Whether an establishment will have a followup inspection in the next window. | -| `predict-establishment-followup-triggered-rare` | external | binary_classification | Whether the establishment has an inspection triggering a follow-up next window (rare). | -| `predict-establishment-has-inspection` | external | binary_classification | Whether an establishment will be inspected in the next window. | -| `predict-establishment-inspection-churn` | external | binary_classification | Predict whether establishment has no inspection activity in the next time window | -| `predict-establishment-inspection-count-trend` | external | binary_classification | Predict whether the number of inspections for an establishment increases in the next window vs the current window. | -| `predict-establishment-inspection-share` | external | regression | Predict an establishment's share of total inspections across all establishments in the next window. | -| `predict-establishment-max-fine` | external | regression | Max employee_id working on an establishment's inspections in the next window (proxy for inspector breadth). | -| `predict-establishment-min-employee` | external | regression | Minimum employee_id assigned to an establishment's inspections next window. | -| `predict-establishment-new-inspection-type` | external | binary_classification | Whether the establishment experiences an inspection_type it has never had before next window. | -| `predict-establishment-no-inspection` | external | binary_classification | Whether an establishment has no inspection activity in the next window. | -| `predict-establishment-repeat-last-result` | external | binary_classification | Whether the establishment's next inspection yields the same results value as its most-recent past inspection. | -| `predict-establishment-repeat-last-type` | external | binary_classification | Whether the establishment's next inspection_type matches its most-recent past inspection_type. | -| `predict-establishment-return-after-no-inspection` | external | binary_classification | Predict whether an establishment that had no inspections in the current window is inspected in the next window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-food-inspection-2") -task = relbench.load_task("text2sql-bird-food-inspection-2", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-food-inspection-2/manifest.yaml b/thejoin-bird-food-inspection-2/manifest.yaml deleted file mode 100644 index e8c06294fb0a4ae5a8a654b9535fc4d7e2c63f43..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/manifest.yaml +++ /dev/null @@ -1,31 +0,0 @@ -name: thejoin-bird-food-inspection-2 -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - employee: - pkey: employee_id - time_col: null - fkeys: - supervisor: employee - establishment: - pkey: license_no - time_col: null - fkeys: {} - inspection: - pkey: inspection_id - time_col: inspection_date - fkeys: - followup_to: inspection - license_no: establishment - employee_id: employee - inspection_point: - pkey: point_id - time_col: null - fkeys: {} - violation: - pkey: null - time_col: null - fkeys: - point_id: inspection_point - inspection_id: inspection diff --git a/thejoin-bird-food-inspection-2/schema.svg b/thejoin-bird-food-inspection-2/schema.svg deleted file mode 100644 index b0d138901fe302947596a24227963c97ba728474..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/schema.svg +++ /dev/null @@ -1,229 +0,0 @@ - - -schema - - -employee:e->employee:w - - - -inspection:e->employee:w - - - -inspection:e->establishment:w - - - -inspection:e->inspection:w - - - -violation:e->inspection:w - - - -violation:e->inspection_point:w - - -employee - -employee - -75 rows - -employee_id - -PK - -supervisor - -FK - -zip - -int - -salary - -int - -first_name - -str - -last_name - -str - -address - -str - -city - -str - -state - -str - -phone - -str - -title - -str - - - -establishment - -establishment - -32K rows - -license_no - -PK - -latitude - -float - -longitude - -float - -risk_level - -int - -zip - -int - -ward - -int - -dba_name - -str - -aka_name - -str - -facility_type - -str - -address - -str - -city - -str - -state - -str - - - -inspection - -inspection - -144K rows - -inspection_id - -PK - -employee_id - -FK - -license_no - -FK - -followup_to - -FK - -inspection_date - -TIME - -inspection_type - -str - -results - -str - - - -inspection_point - -inspection_point - -46 rows - -point_id - -PK - -fine - -int - -description - -str - -category - -str - -code - -str - -point_level - -str - - - -violation - -violation - -526K rows - -inspection_id - -FK - -point_id - -FK - -fine - -int - -inspector_comment - -str - - - - \ No newline at end of file diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-distinct-establishments/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-employee-distinct-establishments/manifest.yaml deleted file mode 100644 index c77cc8898c8da16f615ffdd1f2d809e1fba1ef93..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-employee-distinct-establishments/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-employee-distinct-establishments -kind: external -task_type: regression -description: Predict how many distinct establishments an employee inspects in the next window. -entity_table: employee -entity_col: employee_id -target_col: distinct_establishments_inspected -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-high-workload/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-employee-high-workload/manifest.yaml deleted file mode 100644 index bb7f452e08b4e1c6e2533cc4697b1e559fa0de7e..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-employee-high-workload/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-employee-high-workload -kind: external -task_type: binary_classification -description: Whether an employee performs more than the typical number of inspections next window (sum license_no > 500000). -entity_table: employee -entity_col: employee_id -target_col: high_workload -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-inspection-count-change/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-employee-inspection-count-change/manifest.yaml deleted file mode 100644 index efbf64a09fb9252497e8b4160c02c18e719fb855..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-employee-inspection-count-change/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-employee-inspection-count-change -kind: external -task_type: regression -description: Predict the change in total inspection count for an employee from the current window to the next window. -entity_table: employee -entity_col: employee_id -target_col: inspection_count_delta -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-inspection-count/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-employee-inspection-count/manifest.yaml deleted file mode 100644 index f9dcc0392b217b5fabf9942aecf99d48ee1ad0df..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-employee-inspection-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-employee-inspection-count -kind: external -task_type: regression -description: Number of inspections an employee (inspector) will conduct in the next window. -entity_table: employee -entity_col: employee_id -target_col: num_inspections -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-inspection-streak/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-employee-inspection-streak/manifest.yaml deleted file mode 100644 index 113bc354fc470c0ea29aafab5478403427dc2497..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-employee-inspection-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-employee-inspection-streak -kind: external -task_type: regression -description: Longest consecutive sub-period active streak of inspections conducted by the employee. -entity_table: employee -entity_col: employee_id -target_col: streak -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-inspection-trend-reversal/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-employee-inspection-trend-reversal/manifest.yaml deleted file mode 100644 index de90350abab67fef03fd9b1612ed376fa1dcb5bd..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-employee-inspection-trend-reversal/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-employee-inspection-trend-reversal -kind: external -task_type: binary_classification -description: Whether the direction of change in the inspector's workload count flips between current and next windows. -entity_table: employee -entity_col: employee_id -target_col: workload_flip -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-mean-license/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-employee-mean-license/manifest.yaml deleted file mode 100644 index 8cb92098ebd65fcd41f1ee86b4185ecdf98e1ffa..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-employee-mean-license/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-employee-mean-license -kind: external -task_type: regression -description: Mean license_no of establishments an inspector visited - captures territorial coverage. -entity_table: employee -entity_col: employee_id -target_col: mean_license_no -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-new-inspection-type/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-employee-new-inspection-type/manifest.yaml deleted file mode 100644 index dfd03269dfaa3705fa605eb14be11b68138f797a..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-employee-new-inspection-type/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-employee-new-inspection-type -kind: external -task_type: binary_classification -description: Whether the inspector performs an inspection_type they have never conducted before next window. -entity_table: employee -entity_col: employee_id -target_col: new_type_for_emp -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-sum-licenses/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-employee-sum-licenses/manifest.yaml deleted file mode 100644 index 4e8e2c4bbfe20f9f9468a79e268346f6ee251e83..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-employee-sum-licenses/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-employee-sum-licenses -kind: external -task_type: regression -description: Sum of license_no values inspected by employee next window (workload proxy). -entity_table: employee -entity_col: employee_id -target_col: sum_licenses -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-top-inspector/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-employee-top-inspector/manifest.yaml deleted file mode 100644 index 0889c2e5189660f7f8636a63511ff3b9645426d1..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-employee-top-inspector/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-employee-top-inspector -kind: external -task_type: binary_classification -description: Predict whether an employee is among the top 25% of inspectors by inspection count in the next window. -entity_table: employee -entity_col: employee_id -target_col: is_top_inspector -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-employee-workload-share/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-employee-workload-share/manifest.yaml deleted file mode 100644 index 4ebfee3df2353d262db9f1251a58502072c20301..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-employee-workload-share/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-employee-workload-share -kind: external -task_type: regression -description: The inspector's share of total inspections conducted across all employees next window. -entity_table: employee -entity_col: employee_id -target_col: workload_share -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-complaint/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-complaint/manifest.yaml deleted file mode 100644 index 7ceda3ec460d0e259b0ba3264add7ec986438901..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-complaint/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-coldstart-complaint -kind: external -task_type: binary_classification -description: Whether a new establishment receives a complaint-driven inspection in its first windows. -entity_table: establishment -entity_col: license_no -target_col: cs_complaint -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-extended/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-extended/manifest.yaml deleted file mode 100644 index e9110f88ceba19c0f08a1cfd271277cefe9300b5..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-extended/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-coldstart-extended -kind: external -task_type: binary_classification -description: Whether a new establishment remains active over an extended 3-window cold-start horizon. -entity_table: establishment -entity_col: license_no -target_col: cs_repeat_3w -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-fail/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-fail/manifest.yaml deleted file mode 100644 index 2f9cad06730346bb220e827b328179d79313c3d1..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-fail/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-coldstart-fail -kind: external -task_type: binary_classification -description: Whether a newly-appearing establishment will have a failed inspection in its first windows. -entity_table: establishment -entity_col: license_no -target_col: cs_fail -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-followup/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-followup/manifest.yaml deleted file mode 100644 index fb22c20a27fc2f26a8c951cc82b534b56d7811db..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-followup/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-coldstart-followup -kind: external -task_type: binary_classification -description: Whether a new establishment triggers a follow-up inspection in its first windows. -entity_table: establishment -entity_col: license_no -target_col: cs_followup -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-repeat-short/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-repeat-short/manifest.yaml deleted file mode 100644 index ca0c20257460a3dce31b360d4484b3beab30714a..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-repeat-short/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-coldstart-repeat-short -kind: external -task_type: binary_classification -description: Whether a newly inspected establishment has any repeat inspection in the very first lookforward window. -entity_table: establishment -entity_col: license_no -target_col: cs_repeat_1w -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-repeat/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-repeat/manifest.yaml deleted file mode 100644 index 00706b4a0ea4f961a917cedce3bbe68126911a23..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-coldstart-repeat/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-coldstart-repeat -kind: external -task_type: binary_classification -description: Whether a newly inspected establishment will have repeat inspection activity in its first windows. -entity_table: establishment -entity_col: license_no -target_col: cs_repeat -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-complaint-triggered-rare/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-complaint-triggered-rare/manifest.yaml deleted file mode 100644 index 03569aa49f1adc1251f2d09924bddb476ec3fa11..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-complaint-triggered-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-complaint-triggered-rare -kind: external -task_type: binary_classification -description: Whether the establishment gets a complaint-driven inspection next window (rare trigger type). -entity_table: establishment -entity_col: license_no -target_col: complaint_insp -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-distinct-employee/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-distinct-employee/manifest.yaml deleted file mode 100644 index 92ac55a9472bc2e9033f964d451a8a04ece239fc..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-distinct-employee/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-distinct-employee -kind: external -task_type: regression -description: Average employee_id assigned to an establishment's inspections next window. -entity_table: establishment -entity_col: license_no -target_col: avg_employee -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-distinct-inspection-types/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-distinct-inspection-types/manifest.yaml deleted file mode 100644 index 7a1bf9b2bd791ea358f2b5b7e01954367d946dfb..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-distinct-inspection-types/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-distinct-inspection-types -kind: external -task_type: regression -description: Predict how many distinct inspection types an establishment undergoes in the next window. -entity_table: establishment -entity_col: license_no -target_col: distinct_inspection_types -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-fail-inspection-rare/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-fail-inspection-rare/manifest.yaml deleted file mode 100644 index 1720df3b8b825e814a5efce6eca2a3ef75ea9406..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-fail-inspection-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-fail-inspection-rare -kind: external -task_type: binary_classification -description: Whether the establishment will have a failed inspection in the next window (rare event). -entity_table: establishment -entity_col: license_no -target_col: will_fail -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-followup-inspection/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-followup-inspection/manifest.yaml deleted file mode 100644 index 069f0b9f4ec5f663bafae6a202022692eec79f79..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-followup-inspection/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-followup-inspection -kind: external -task_type: binary_classification -description: Whether an establishment will have a followup inspection in the next window. -entity_table: establishment -entity_col: license_no -target_col: has_followup -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-followup-triggered-rare/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-followup-triggered-rare/manifest.yaml deleted file mode 100644 index 452e0e9ddff780185d3afc1a17d3da8c9251a6e7..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-followup-triggered-rare/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-followup-triggered-rare -kind: external -task_type: binary_classification -description: Whether the establishment has an inspection triggering a follow-up next window (rare). -entity_table: establishment -entity_col: license_no -target_col: triggers_followup -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-has-inspection/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-has-inspection/manifest.yaml deleted file mode 100644 index ec3205a12617b8b78f49808c2f567cf2d7300708..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-has-inspection/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-has-inspection -kind: external -task_type: binary_classification -description: Whether an establishment will be inspected in the next window. -entity_table: establishment -entity_col: license_no -target_col: will_be_inspected -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-inspection-churn/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-inspection-churn/manifest.yaml deleted file mode 100644 index a2e16608b49839dd3eaf86a0f985c83f3eef3f6e..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-inspection-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-inspection-churn -kind: external -task_type: binary_classification -description: Predict whether establishment has no inspection activity in the next time window -entity_table: establishment -entity_col: license_no -target_col: predict_establishment_inspection_churn -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-inspection-count-trend/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-inspection-count-trend/manifest.yaml deleted file mode 100644 index 8366c1279f547938aa06330d88b1436f3a26a61e..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-inspection-count-trend/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-inspection-count-trend -kind: external -task_type: binary_classification -description: Predict whether the number of inspections for an establishment increases in the next window vs the current window. -entity_table: establishment -entity_col: license_no -target_col: inspection_count_trend_up -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-inspection-share/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-inspection-share/manifest.yaml deleted file mode 100644 index 9ec46c56963145a96bac55692a63371121d49e4a..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-inspection-share/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-inspection-share -kind: external -task_type: regression -description: Predict an establishment's share of total inspections across all establishments in the next window. -entity_table: establishment -entity_col: license_no -target_col: inspection_share -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-max-fine/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-max-fine/manifest.yaml deleted file mode 100644 index 4e3a015d034fcae2f7dbaeff3ecc27c55eca17cb..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-max-fine/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-max-fine -kind: external -task_type: regression -description: Max employee_id working on an establishment's inspections in the next window (proxy for inspector breadth). -entity_table: establishment -entity_col: license_no -target_col: max_employee_id -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-min-employee/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-min-employee/manifest.yaml deleted file mode 100644 index 2c308360e54303a82257c5ac97e0d37ab1352c27..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-min-employee/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-min-employee -kind: external -task_type: regression -description: Minimum employee_id assigned to an establishment's inspections next window. -entity_table: establishment -entity_col: license_no -target_col: min_employee -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-new-inspection-type/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-new-inspection-type/manifest.yaml deleted file mode 100644 index ed8bb737e5504ddee9db4d184d1e7826474f3984..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-new-inspection-type/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-new-inspection-type -kind: external -task_type: binary_classification -description: Whether the establishment experiences an inspection_type it has never had before next window. -entity_table: establishment -entity_col: license_no -target_col: new_type -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-no-inspection/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-no-inspection/manifest.yaml deleted file mode 100644 index ab9b376f848801b205912577590244c953d90e08..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-no-inspection/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-no-inspection -kind: external -task_type: binary_classification -description: Whether an establishment has no inspection activity in the next window. -entity_table: establishment -entity_col: license_no -target_col: no_inspection -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-repeat-last-result/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-repeat-last-result/manifest.yaml deleted file mode 100644 index 971281ea0af17571c2068ed7c68efe951f5e40cc..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-repeat-last-result/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-repeat-last-result -kind: external -task_type: binary_classification -description: Whether the establishment's next inspection yields the same results value as its most-recent past inspection. -entity_table: establishment -entity_col: license_no -target_col: repeat_result -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-repeat-last-type/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-repeat-last-type/manifest.yaml deleted file mode 100644 index 9471924500cc9603f3b1ee4462edec02b26e3fa5..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-repeat-last-type/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-repeat-last-type -kind: external -task_type: binary_classification -description: Whether the establishment's next inspection_type matches its most-recent past inspection_type. -entity_table: establishment -entity_col: license_no -target_col: repeat_type -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection-2/tasks/predict-establishment-return-after-no-inspection/manifest.yaml b/thejoin-bird-food-inspection-2/tasks/predict-establishment-return-after-no-inspection/manifest.yaml deleted file mode 100644 index 4ec43493444f77792f80e0862793fc251607f9be..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection-2/tasks/predict-establishment-return-after-no-inspection/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-establishment-return-after-no-inspection -kind: external -task_type: binary_classification -description: Predict whether an establishment that had no inspections in the current window is inspected in the next window. -entity_table: establishment -entity_col: license_no -target_col: inspection_returns -time_col: inspection_date -timedelta: 20 days 15:50:24 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection/README.md b/thejoin-bird-food-inspection/README.md deleted file mode 100644 index 2f2650552e88156087c4e15e4c121d7e941b2587..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection/README.md +++ /dev/null @@ -1,43 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-food-inspection ---- - -# text2sql-bird-food-inspection - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-business-days-until-next-inspection` | external | regression | Number of days until the business's next inspection event. | -| `predict-business-distinct-inspection-types` | external | regression | Predict how many distinct inspection types a business undergoes in the next window. | -| `predict-business-inspection-churn` | external | binary_classification | Predict whether a business will have no inspections in the next time window (possibly closed or relocated). | -| `predict-business-inspection-count` | external | regression | Predict how many inspections a business will have in the next time window. | -| `predict-business-inspection-streak` | external | regression | Longest consecutive sub-period inspection streak for the business in the future window. | -| `predict-business-new-inspection-type` | external | binary_classification | Whether the business will undergo an inspection of a type it has never experienced before. | -| `predict-business-repeat-inspection-type` | external | binary_classification | Whether the business's next inspection has the same type as its most recent past inspection. | -| `predict-business-repeat-risk-category` | external | binary_classification | Whether the business's next violation has the same risk_category as its most recent past violation. | -| `predict-business-return-after-no-inspection` | external | binary_classification | Predict whether a business that had no inspection in the current window is inspected in the next window. | -| `predict-business-violation-count` | external | regression | Predict how many violations a business will receive in the next time window. | -| `predict-business-violation-streak` | external | regression | Longest consecutive sub-period streak of violations for the business in the future window. | -| `predict-business-will-be-inspected` | external | binary_classification | Predict whether a business will receive at least one inspection in the next time window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-food-inspection") -task = relbench.load_task("text2sql-bird-food-inspection", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-food-inspection/manifest.yaml b/thejoin-bird-food-inspection/manifest.yaml deleted file mode 100644 index 073483128329c1811baa210d0b098b7828c53082..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-bird-food-inspection -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - businesses: - pkey: business_id - time_col: null - fkeys: {} - inspections: - pkey: null - time_col: date - fkeys: - business_id: businesses - violations: - pkey: null - time_col: date - fkeys: - business_id: businesses diff --git a/thejoin-bird-food-inspection/schema.svg b/thejoin-bird-food-inspection/schema.svg deleted file mode 100644 index 2120379da1ef379c321ac83327569c59bf95339d..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection/schema.svg +++ /dev/null @@ -1,137 +0,0 @@ - - -schema - - -inspections:e->businesses:w - - - -violations:e->businesses:w - - -businesses - -businesses - -6K rows - -business_id - -PK - -latitude - -float - -longitude - -float - -phone_number - -int - -business_certificate - -int - -name - -str - -address - -str - -city - -str - -postal_code - -str - -tax_code - -str - -owner_name - -str - -owner_address - -str - -owner_city - -str - -owner_state - -str - -owner_zip - -str - -application_date - -datetime - - - -inspections - -inspections - -24K rows - -business_id - -FK - -date - -TIME - -score - -int - -type - -str - - - -violations - -violations - -36K rows - -business_id - -FK - -date - -TIME - -violation_type_id - -str - -risk_category - -str - -description - -str - - - - \ No newline at end of file diff --git a/thejoin-bird-food-inspection/tasks/predict-business-days-until-next-inspection/manifest.yaml b/thejoin-bird-food-inspection/tasks/predict-business-days-until-next-inspection/manifest.yaml deleted file mode 100644 index 3c940c373889f88a4e230fa5ffd3a76769176cf7..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection/tasks/predict-business-days-until-next-inspection/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-business-days-until-next-inspection -kind: external -task_type: regression -description: Number of days until the business's next inspection event. -entity_table: businesses -entity_col: business_id -target_col: days_to_next_inspection -time_col: date -timedelta: 8 days 22:33:36 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-distinct-inspection-types/manifest.yaml b/thejoin-bird-food-inspection/tasks/predict-business-distinct-inspection-types/manifest.yaml deleted file mode 100644 index d50f352b788fdcb1004e314f9664188b5b48c789..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection/tasks/predict-business-distinct-inspection-types/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-business-distinct-inspection-types -kind: external -task_type: regression -description: Predict how many distinct inspection types a business undergoes in the next window. -entity_table: businesses -entity_col: business_id -target_col: distinct_inspection_types -time_col: date -timedelta: 8 days 22:33:36 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-inspection-churn/manifest.yaml b/thejoin-bird-food-inspection/tasks/predict-business-inspection-churn/manifest.yaml deleted file mode 100644 index 57692ca1581c47f5e2f6d8c5218927856c30aab5..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection/tasks/predict-business-inspection-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-business-inspection-churn -kind: external -task_type: binary_classification -description: Predict whether a business will have no inspections in the next time window (possibly closed or relocated). -entity_table: businesses -entity_col: business_id -target_col: no_inspection -time_col: date -timedelta: 8 days 22:33:36 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-inspection-count/manifest.yaml b/thejoin-bird-food-inspection/tasks/predict-business-inspection-count/manifest.yaml deleted file mode 100644 index 7ca4c0f82854c3683873332f8ac441f5167015be..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection/tasks/predict-business-inspection-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-business-inspection-count -kind: external -task_type: regression -description: Predict how many inspections a business will have in the next time window. -entity_table: businesses -entity_col: business_id -target_col: inspection_count -time_col: date -timedelta: 8 days 22:33:36 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-inspection-streak/manifest.yaml b/thejoin-bird-food-inspection/tasks/predict-business-inspection-streak/manifest.yaml deleted file mode 100644 index dd4a395c66e009e4bb4788cf2f8d1c418b4cb2f7..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection/tasks/predict-business-inspection-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-business-inspection-streak -kind: external -task_type: regression -description: Longest consecutive sub-period inspection streak for the business in the future window. -entity_table: businesses -entity_col: business_id -target_col: inspection_streak -time_col: date -timedelta: 8 days 22:33:36 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-new-inspection-type/manifest.yaml b/thejoin-bird-food-inspection/tasks/predict-business-new-inspection-type/manifest.yaml deleted file mode 100644 index 0bf02180c745af6fc1a20f21b08e81bbf2ae42e2..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection/tasks/predict-business-new-inspection-type/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-business-new-inspection-type -kind: external -task_type: binary_classification -description: Whether the business will undergo an inspection of a type it has never experienced before. -entity_table: businesses -entity_col: business_id -target_col: new_inspection_type -time_col: date -timedelta: 8 days 22:33:36 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-repeat-inspection-type/manifest.yaml b/thejoin-bird-food-inspection/tasks/predict-business-repeat-inspection-type/manifest.yaml deleted file mode 100644 index e744db1d7dc34d2473a745f0c1eaf85d6b1024f4..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection/tasks/predict-business-repeat-inspection-type/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-business-repeat-inspection-type -kind: external -task_type: binary_classification -description: Whether the business's next inspection has the same type as its most recent past inspection. -entity_table: businesses -entity_col: business_id -target_col: repeat_inspection_type -time_col: date -timedelta: 8 days 22:33:36 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-repeat-risk-category/manifest.yaml b/thejoin-bird-food-inspection/tasks/predict-business-repeat-risk-category/manifest.yaml deleted file mode 100644 index ebea61d29ec926e7974a575529c6e481d51ffecb..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection/tasks/predict-business-repeat-risk-category/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-business-repeat-risk-category -kind: external -task_type: binary_classification -description: Whether the business's next violation has the same risk_category as its most recent past violation. -entity_table: businesses -entity_col: business_id -target_col: repeat_risk_category -time_col: date -timedelta: 8 days 22:33:36 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-return-after-no-inspection/manifest.yaml b/thejoin-bird-food-inspection/tasks/predict-business-return-after-no-inspection/manifest.yaml deleted file mode 100644 index c7202b9c129edf5843b7ec4c81bd935cdceedf41..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection/tasks/predict-business-return-after-no-inspection/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-business-return-after-no-inspection -kind: external -task_type: binary_classification -description: Predict whether a business that had no inspection in the current window is inspected in the next window. -entity_table: businesses -entity_col: business_id -target_col: inspection_returns -time_col: date -timedelta: 8 days 22:33:36 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-violation-count/manifest.yaml b/thejoin-bird-food-inspection/tasks/predict-business-violation-count/manifest.yaml deleted file mode 100644 index 5e38383373075637c85c12c977aa6ecbae77cd56..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection/tasks/predict-business-violation-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-business-violation-count -kind: external -task_type: regression -description: Predict how many violations a business will receive in the next time window. -entity_table: businesses -entity_col: business_id -target_col: violation_count -time_col: date -timedelta: 8 days 22:33:36 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-violation-streak/manifest.yaml b/thejoin-bird-food-inspection/tasks/predict-business-violation-streak/manifest.yaml deleted file mode 100644 index d4cb032df131fefd82cfe7a515b93cef264bef2d..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection/tasks/predict-business-violation-streak/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-business-violation-streak -kind: external -task_type: regression -description: Longest consecutive sub-period streak of violations for the business in the future window. -entity_table: businesses -entity_col: business_id -target_col: violation_streak -time_col: date -timedelta: 8 days 22:33:36 -manifest_version: 1 diff --git a/thejoin-bird-food-inspection/tasks/predict-business-will-be-inspected/manifest.yaml b/thejoin-bird-food-inspection/tasks/predict-business-will-be-inspected/manifest.yaml deleted file mode 100644 index 066870e349415f9681b98e3ecb7218729e55342f..0000000000000000000000000000000000000000 --- a/thejoin-bird-food-inspection/tasks/predict-business-will-be-inspected/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-business-will-be-inspected -kind: external -task_type: binary_classification -description: Predict whether a business will receive at least one inspection in the next time window. -entity_table: businesses -entity_col: business_id -target_col: will_be_inspected -time_col: date -timedelta: 8 days 22:33:36 -manifest_version: 1 diff --git a/thejoin-bird-human-resources/README.md b/thejoin-bird-human-resources/README.md deleted file mode 100644 index 90c8912aacd5092972701d0ee82e0d46f6981478..0000000000000000000000000000000000000000 --- a/thejoin-bird-human-resources/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-human-resources ---- - -# text2sql-bird-human-resources - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-human-resources") -task = relbench.load_task("text2sql-bird-human-resources", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-human-resources/manifest.yaml b/thejoin-bird-human-resources/manifest.yaml deleted file mode 100644 index bb406e545b671ab8660ca7b11423572229af061a..0000000000000000000000000000000000000000 --- a/thejoin-bird-human-resources/manifest.yaml +++ /dev/null @@ -1,19 +0,0 @@ -name: thejoin-bird-human-resources -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - employee: - pkey: ssn - time_col: hiredate - fkeys: - position_id: position - location_id: location - location: - pkey: location_id - time_col: null - fkeys: {} - position: - pkey: position_id - time_col: null - fkeys: {} diff --git a/thejoin-bird-human-resources/schema.svg b/thejoin-bird-human-resources/schema.svg deleted file mode 100644 index b5b19da30a5c63f840fc6ea9b42df5fb66b64bb8..0000000000000000000000000000000000000000 --- a/thejoin-bird-human-resources/schema.svg +++ /dev/null @@ -1,117 +0,0 @@ - - -schema - - -employee:e->location:w - - - -employee:e->position:w - - -employee - -employee - -25 rows - -ssn - -PK - -position_id - -FK - -location_id - -FK - -hiredate - -TIME - -lastname - -str - -firstname - -str - -salary - -str - -gender - -str - -performance - -str - - - -location - -location - -8 rows - -location_id - -PK - -zipcode - -int - -locationcity - -str - -address - -str - -state - -str - -officephone - -str - - - -position - -position - -4 rows - -position_id - -PK - -positiontitle - -str - -educationrequired - -str - -minsalary - -str - -maxsalary - -str - - - - \ No newline at end of file diff --git a/thejoin-bird-ice-hockey-draft/README.md b/thejoin-bird-ice-hockey-draft/README.md deleted file mode 100644 index ffbad796e0ceac7d919b4de46a5b4e8442ed276d..0000000000000000000000000000000000000000 --- a/thejoin-bird-ice-hockey-draft/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-ice-hockey-draft ---- - -# text2sql-bird-ice-hockey-draft - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-ice-hockey-draft") -task = relbench.load_task("text2sql-bird-ice-hockey-draft", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-ice-hockey-draft/manifest.yaml b/thejoin-bird-ice-hockey-draft/manifest.yaml deleted file mode 100644 index 264ebc0110798f5e24a61e6f7435a9240f341e52..0000000000000000000000000000000000000000 --- a/thejoin-bird-ice-hockey-draft/manifest.yaml +++ /dev/null @@ -1,24 +0,0 @@ -name: thejoin-bird-ice-hockey-draft -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - PlayerInfo: - pkey: eliteid - time_col: birthdate - fkeys: - weight: weight_info - height: height_info - SeasonStatus: - pkey: null - time_col: null - fkeys: - eliteid: PlayerInfo - height_info: - pkey: height_id - time_col: null - fkeys: {} - weight_info: - pkey: weight_id - time_col: null - fkeys: {} diff --git a/thejoin-bird-ice-hockey-draft/schema.svg b/thejoin-bird-ice-hockey-draft/schema.svg deleted file mode 100644 index 10a071f3ceb1b43e17ef7c42a574e7e145e9ef0c..0000000000000000000000000000000000000000 --- a/thejoin-bird-ice-hockey-draft/schema.svg +++ /dev/null @@ -1,197 +0,0 @@ - - -schema - - -PlayerInfo:e->height_info:w - - - -PlayerInfo:e->weight_info:w - - - -SeasonStatus:e->PlayerInfo:w - - -PlayerInfo - -PlayerInfo - -2K rows - -eliteid - -PK - -height - -FK - -weight - -FK - -birthdate - -TIME - -birthyear - -int - -birthmonth - -int - -birthday - -int - -draftyear - -int - -draftround - -int - -overall - -int - -css_rank - -int - -sum_7yr_gp - -int - -sum_7yr_toi - -int - -player_name - -str - -birthplace - -str - -nation - -str - -position_info - -str - -shoots - -str - -overallby - -str - -gp_greater_than_0 - -bool - - - -height_info - -height_info - -16 rows - -height_id - -PK - -height_in_cm - -int - -height_in_inch - -str - - - -weight_info - -weight_info - -46 rows - -weight_id - -PK - -weight_in_kg - -int - -weight_in_lbs - -int - - - -SeasonStatus - -SeasonStatus - -5K rows - -eliteid - -FK - -gp - -int - -g - -int - -a - -int - -p - -int - -pim - -int - -plusminus - -int - -season - -str - -team - -str - -league - -str - -gametype - -str - - - - \ No newline at end of file diff --git a/thejoin-bird-image-and-language/README.md b/thejoin-bird-image-and-language/README.md deleted file mode 100644 index 1fd6184dafb0e2be3de95fda3d2b31499e9daca0..0000000000000000000000000000000000000000 --- a/thejoin-bird-image-and-language/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-image-and-language ---- - -# text2sql-bird-image-and-language - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-image-and-language") -task = relbench.load_task("text2sql-bird-image-and-language", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-image-and-language/manifest.yaml b/thejoin-bird-image-and-language/manifest.yaml deleted file mode 100644 index 80e52444dff77d46926b40582ae3b821ff6870a3..0000000000000000000000000000000000000000 --- a/thejoin-bird-image-and-language/manifest.yaml +++ /dev/null @@ -1,32 +0,0 @@ -name: thejoin-bird-image-and-language -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - ATT_CLASSES: - pkey: att_class_id - time_col: null - fkeys: {} - IMG_OBJ: - pkey: null - time_col: null - fkeys: - obj_class_id: OBJ_CLASSES - IMG_OBJ_ATT: - pkey: null - time_col: null - fkeys: - att_class_id: ATT_CLASSES - IMG_REL: - pkey: null - time_col: null - fkeys: - pred_class_id: PRED_CLASSES - OBJ_CLASSES: - pkey: obj_class_id - time_col: null - fkeys: {} - PRED_CLASSES: - pkey: pred_class_id - time_col: null - fkeys: {} diff --git a/thejoin-bird-image-and-language/schema.svg b/thejoin-bird-image-and-language/schema.svg deleted file mode 100644 index 3749d78918c778b164862330ffe9c21071269626..0000000000000000000000000000000000000000 --- a/thejoin-bird-image-and-language/schema.svg +++ /dev/null @@ -1,145 +0,0 @@ - - -schema - - -IMG_OBJ:e->OBJ_CLASSES:w - - - -IMG_OBJ_ATT:e->ATT_CLASSES:w - - - -IMG_REL:e->PRED_CLASSES:w - - -ATT_CLASSES - -ATT_CLASSES - -699 rows - -att_class_id - -PK - -att_class - -str - - - -IMG_OBJ - -IMG_OBJ - -2M rows - -obj_class_id - -FK - -img_id - -int - -obj_sample_id - -int - -x - -int - -y - -int - -w - -int - -h - -int - - - -OBJ_CLASSES - -OBJ_CLASSES - -300 rows - -obj_class_id - -PK - -obj_class - -str - - - -IMG_OBJ_ATT - -IMG_OBJ_ATT - -1M rows - -att_class_id - -FK - -img_id - -int - -obj_sample_id - -int - - - -IMG_REL - -IMG_REL - -763K rows - -pred_class_id - -FK - -img_id - -int - -obj1_sample_id - -int - -obj2_sample_id - -int - - - -PRED_CLASSES - -PRED_CLASSES - -150 rows - -pred_class_id - -PK - -pred_class - -str - - - - \ No newline at end of file diff --git a/thejoin-bird-language-corpus/README.md b/thejoin-bird-language-corpus/README.md deleted file mode 100644 index de216d364b1aa495932b77182c66a444cc612216..0000000000000000000000000000000000000000 --- a/thejoin-bird-language-corpus/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-language-corpus ---- - -# text2sql-bird-language-corpus - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-language-corpus") -task = relbench.load_task("text2sql-bird-language-corpus", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-language-corpus/manifest.yaml b/thejoin-bird-language-corpus/manifest.yaml deleted file mode 100644 index 426b818d8ceb0f7e02be71c4576269aa9b30fb48..0000000000000000000000000000000000000000 --- a/thejoin-bird-language-corpus/manifest.yaml +++ /dev/null @@ -1,37 +0,0 @@ -name: thejoin-bird-language-corpus -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - biwords: - pkey: null - time_col: null - fkeys: - lid: langs - w2nd: words - w1st: words - langs: - pkey: lid - time_col: null - fkeys: {} - langs_words: - pkey: __PK__ - time_col: null - fkeys: - lid: langs - wid: words - pages: - pkey: pid - time_col: null - fkeys: - lid: langs - pages_words: - pkey: null - time_col: null - fkeys: - pid: pages - wid: words - words: - pkey: wid - time_col: null - fkeys: {} diff --git a/thejoin-bird-language-corpus/schema.svg b/thejoin-bird-language-corpus/schema.svg deleted file mode 100644 index 5b8612fa19789a6a72fb3a37afd2f4922187091b..0000000000000000000000000000000000000000 --- a/thejoin-bird-language-corpus/schema.svg +++ /dev/null @@ -1,185 +0,0 @@ - - -schema - - -biwords:e->langs:w - - - -biwords:e->words:w - - - -biwords:e->words:w - - - -langs_words:e->langs:w - - - -langs_words:e->words:w - - - -pages:e->langs:w - - - -pages_words:e->pages:w - - - -pages_words:e->words:w - - -biwords - -biwords - -626K rows - -lid - -FK - -w1st - -FK - -w2nd - -FK - -occurrences - -int - - - -langs - -langs - -1 rows - -lid - -PK - -pages - -int - -words - -int - -lang - -str - -locale - -str - - - -words - -words - -107K rows - -wid - -PK - -occurrences - -int - -word - -str - - - -langs_words - -langs_words - -107K rows - -__PK__ - -PK - -lid - -FK - -wid - -FK - -occurrences - -int - - - -pages - -pages - -1M rows - -pid - -PK - -lid - -FK - -page - -int - -revision - -int - -words - -int - -title - -str - - - -pages_words - -pages_words - -5M rows - -pid - -FK - -wid - -FK - -occurrences - -int - - - - \ No newline at end of file diff --git a/thejoin-bird-law-episode/README.md b/thejoin-bird-law-episode/README.md deleted file mode 100644 index 562e5d761b2e1de15000258e9d2edb0bc3442a4f..0000000000000000000000000000000000000000 --- a/thejoin-bird-law-episode/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-law-episode ---- - -# text2sql-bird-law-episode - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-law-episode") -task = relbench.load_task("text2sql-bird-law-episode", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-law-episode/manifest.yaml b/thejoin-bird-law-episode/manifest.yaml deleted file mode 100644 index f4d4a4b4d388c1357c4bce603823a9503a3702f7..0000000000000000000000000000000000000000 --- a/thejoin-bird-law-episode/manifest.yaml +++ /dev/null @@ -1,35 +0,0 @@ -name: thejoin-bird-law-episode -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - Award: - pkey: award_id - time_col: null - fkeys: - person_id: Person - episode_id: Episode - Credit: - pkey: null - time_col: null - fkeys: - person_id: Person - episode_id: Episode - Episode: - pkey: episode_id - time_col: air_date - fkeys: {} - Keyword: - pkey: null - time_col: null - fkeys: - episode_id: Episode - Person: - pkey: person_id - time_col: null - fkeys: {} - Vote: - pkey: null - time_col: null - fkeys: - episode_id: Episode diff --git a/thejoin-bird-law-episode/schema.svg b/thejoin-bird-law-episode/schema.svg deleted file mode 100644 index 702ecff938b20bb3e6f2b5ca0a465f8ac58d7c47..0000000000000000000000000000000000000000 --- a/thejoin-bird-law-episode/schema.svg +++ /dev/null @@ -1,241 +0,0 @@ - - -schema - - -Award:e->Episode:w - - - -Award:e->Person:w - - - -Credit:e->Episode:w - - - -Credit:e->Person:w - - - -Keyword:e->Episode:w - - - -Vote:e->Episode:w - - -Award - -Award - -22 rows - -award_id - -PK - -episode_id - -FK - -person_id - -FK - -year - -int - -organization - -str - -award_category - -str - -award - -str - -series - -str - -role - -str - -result - -str - - - -Episode - -Episode - -24 rows - -episode_id - -PK - -air_date - -TIME - -rating - -float - -season - -int - -episode - -int - -number_in_series - -int - -votes - -int - -series - -str - -title - -str - -summary - -str - -episode_image - -str - - - -Person - -Person - -800 rows - -person_id - -PK - -height_meters - -float - -name - -str - -birthdate - -str - -birth_name - -str - -birth_place - -str - -birth_region - -str - -birth_country - -str - -nickname - -str - - - -Credit - -Credit - -2K rows - -episode_id - -FK - -person_id - -FK - -category - -str - -role - -str - -credited - -bool - - - -Keyword - -Keyword - -33 rows - -episode_id - -FK - -keyword - -str - - - -Vote - -Vote - -240 rows - -episode_id - -FK - -percent - -float - -stars - -int - -votes - -int - - - - \ No newline at end of file diff --git a/thejoin-bird-legislator/README.md b/thejoin-bird-legislator/README.md deleted file mode 100644 index db433546948e0216734ee6f82b1a5d3d523d3eab..0000000000000000000000000000000000000000 --- a/thejoin-bird-legislator/README.md +++ /dev/null @@ -1,33 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-legislator ---- - -# text2sql-bird-legislator - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `predict-legislator-churn` | external | binary_classification | Predict whether a legislator will have no new terms starting in the next time window. | -| `predict-legislator-term-count` | external | regression | Predict how many terms a current legislator will start in the next time window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-legislator") -task = relbench.load_task("text2sql-bird-legislator", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-legislator/manifest.yaml b/thejoin-bird-legislator/manifest.yaml deleted file mode 100644 index 6698e6b8313a5553d83f7a0b2776b73529dbd65b..0000000000000000000000000000000000000000 --- a/thejoin-bird-legislator/manifest.yaml +++ /dev/null @@ -1,28 +0,0 @@ -name: thejoin-bird-legislator -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - current-terms: - pkey: null - time_col: start - fkeys: - bioguide: current - current: - pkey: bioguide_id - time_col: null - fkeys: {} - historical-terms: - pkey: null - time_col: start - fkeys: - bioguide: historical - historical: - pkey: bioguide_id - time_col: null - fkeys: {} - social-media: - pkey: null - time_col: null - fkeys: - bioguide: current diff --git a/thejoin-bird-legislator/schema.svg b/thejoin-bird-legislator/schema.svg deleted file mode 100644 index 9ee5bd74b37cfd603364a8ca7a432842c06ce86f..0000000000000000000000000000000000000000 --- a/thejoin-bird-legislator/schema.svg +++ /dev/null @@ -1,485 +0,0 @@ - - -schema - - -current-terms:e->current:w - - - -historical-terms:e->historical:w - - - -social-media:e->current:w - - -current-terms - -current-terms - -3K rows - -bioguide - -FK - -start - -TIME - -class - -int - -district - -int - -address - -str - -caucus - -str - -chamber - -str - -contact_form - -str - -end - -str - -fax - -str - -last - -str - -name - -str - -office - -str - -party - -str - -party_affiliations - -str - -phone - -str - -relation - -str - -rss_url - -str - -state - -str - -state_rank - -str - -title - -str - -type - -str - -url - -str - - - -current - -current - -541 rows - -bioguide_id - -PK - -cspan_id - -int - -govtrack_id - -int - -house_history_id - -int - -icpsr_id - -int - -maplight_id - -int - -thomas_id - -int - -votesmart_id - -int - -ballotpedia_id - -str - -fec_id - -str - -first_name - -str - -gender_bio - -str - -google_entity_id_id - -str - -last_name - -str - -lis_id - -str - -middle_name - -str - -nickname_name - -str - -official_full_name - -str - -opensecrets_id - -str - -religion_bio - -str - -suffix_name - -str - -wikidata_id - -str - -wikipedia_id - -str - -birthday_bio - -datetime - - - -historical-terms - -historical-terms - -12K rows - -bioguide - -FK - -start - -TIME - -class - -int - -district - -int - -address - -str - -chamber - -str - -contact_form - -str - -end - -str - -fax - -str - -last - -str - -office - -str - -party - -str - -party_affiliations - -str - -phone - -str - -rss_url - -str - -state - -str - -state_rank - -str - -title - -str - -type - -str - -url - -str - -middle - -null - -name - -null - -relation - -null - - - -historical - -historical - -12K rows - -bioguide_id - -PK - -govtrack_id - -int - -house_history_id - -int - -icpsr_id - -int - -ballotpedia_id - -str - -bioguide_previous_id - -str - -cspan_id - -str - -fec_id - -str - -first_name - -str - -gender_bio - -str - -google_entity_id_id - -str - -house_history_alternate_id - -str - -last_name - -str - -lis_id - -str - -maplight_id - -str - -middle_name - -str - -nickname_name - -str - -official_full_name - -str - -opensecrets_id - -str - -religion_bio - -str - -suffix_name - -str - -thomas_id - -str - -votesmart_id - -str - -wikidata_id - -str - -wikipedia_id - -str - -birthday_bio - -datetime - - - -social-media - -social-media - -479 rows - -bioguide - -FK - -facebook_id - -int - -govtrack - -int - -instagram_id - -int - -thomas - -int - -twitter_id - -int - -facebook - -str - -instagram - -str - -twitter - -str - -youtube - -str - -youtube_id - -str - - - - \ No newline at end of file diff --git a/thejoin-bird-legislator/tasks/predict-legislator-churn/manifest.yaml b/thejoin-bird-legislator/tasks/predict-legislator-churn/manifest.yaml deleted file mode 100644 index 2f8cd3fd9315b8821bc9f5c152ffc61c3fdcbc93..0000000000000000000000000000000000000000 --- a/thejoin-bird-legislator/tasks/predict-legislator-churn/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-legislator-churn -kind: external -task_type: binary_classification -description: Predict whether a legislator will have no new terms starting in the next time window. -entity_table: current -entity_col: bioguide -target_col: no_new_term -time_col: start -timedelta: 176 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-legislator/tasks/predict-legislator-term-count/manifest.yaml b/thejoin-bird-legislator/tasks/predict-legislator-term-count/manifest.yaml deleted file mode 100644 index 3709173762034ddc6a4be0a86490fc1398495677..0000000000000000000000000000000000000000 --- a/thejoin-bird-legislator/tasks/predict-legislator-term-count/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: predict-legislator-term-count -kind: external -task_type: regression -description: Predict how many terms a current legislator will start in the next time window. -entity_table: current -entity_col: bioguide -target_col: term_count -time_col: start -timedelta: 176 days 06:28:48 -manifest_version: 1 diff --git a/thejoin-bird-mental-health-survey/README.md b/thejoin-bird-mental-health-survey/README.md deleted file mode 100644 index dad999288e027cbe1cd491b333039a617d1be9e4..0000000000000000000000000000000000000000 --- a/thejoin-bird-mental-health-survey/README.md +++ /dev/null @@ -1,26 +0,0 @@ ---- -tags: -- relbench -- relational-deep-learning -pretty_name: text2sql-bird-mental-health-survey ---- - -# text2sql-bird-mental-health-survey - -## Schema - -![schema diagram](schema.svg) - -Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables. - -Train-only release: tasks ship a single `train.parquet` and `val_timestamp`/`test_timestamp` are null (the suite is designed for pretraining, not held-out evaluation). - -## Loading - -```python -import relbench -ds = relbench.load_dataset("text2sql-bird-mental-health-survey") -task = relbench.load_task("text2sql-bird-mental-health-survey", "") -``` - -Manifest layout (`manifest.yaml` + plain parquet); see [Contributing](https://github.com/snap-stanford/relbench#contributing) in the RelBench README. diff --git a/thejoin-bird-mental-health-survey/manifest.yaml b/thejoin-bird-mental-health-survey/manifest.yaml deleted file mode 100644 index 58566bfc7d4e77650d80102b6df97533e3d9cef9..0000000000000000000000000000000000000000 --- a/thejoin-bird-mental-health-survey/manifest.yaml +++ /dev/null @@ -1,18 +0,0 @@ -name: thejoin-bird-mental-health-survey -manifest_version: 1 -val_timestamp: null -test_timestamp: null -tables: - Answer: - pkey: null - time_col: null - fkeys: - question_id: Question - Question: - pkey: questionid - time_col: null - fkeys: {} - Survey: - pkey: survey_id - time_col: null - fkeys: {} diff --git a/thejoin-bird-mental-health-survey/schema.svg b/thejoin-bird-mental-health-survey/schema.svg deleted file mode 100644 index 38f8a04bfd66e192abc0c3c8de2bc037ee3c400a..0000000000000000000000000000000000000000 --- a/thejoin-bird-mental-health-survey/schema.svg +++ /dev/null @@ -1,65 +0,0 @@ - - -schema - - -Answer:e->Question:w - - - -Answer - -Answer - -215K rows - -question_id - -FK - -survey_id - -int - -user_id - -int - -answer_text - -str - - - -Question - -Question - -105 rows - -questionid - -PK - -questiontext - -str - - - -Survey - -Survey - -5 rows - -survey_id - -PK - -description - -str - - - \ No newline at end of file