diff --git a/legacy/_transformed/rel-amazon/README.md b/legacy/_transformed/rel-amazon/README.md deleted file mode 100644 index cbe5ad2d586290bbf4f3c229bdd9b806d737743c..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/README.md +++ /dev/null @@ -1,41 +0,0 @@ -# rel-amazon - -Amazon product reviews: customers, products, and time-stamped reviews and ratings across the Amazon catalog. - -## Schema - -![schema diagram](schema.svg) - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `item-churn` | forecast | binary_classification | Churn for a product is 1 if the product recieves at least one review in the time window, else 0. | -| `item-ltv` | forecast | regression | LTV (life-time value) for a product is the numer of times the product is purchased in the time window multiplied by price. | -| `review-rating` | autocomplete | regression | Predict the `rating` column of the `review` table. | -| `user-churn` | forecast | binary_classification | Churn for a customer is 1 if the customer does not review any product in the time window, else 0. | -| `user-item-purchase` | forecast | link_prediction | Predict the list of distinct items each customer will purchase in the next two years. | -| `user-item-rate` | forecast | link_prediction | Predict the list of distinct items each customer will purchase and give a 5 star review in the next two years. | -| `user-item-review` | forecast | link_prediction | Predict the list of distinct items each customer will purchase and give a detailed review in the next two years. | -| `user-ltv` | forecast | regression | LTV (life-time value) for a customer is the sum of prices of products that the customer reviews in the time window. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("relbench/v1/rel-amazon") -task = relbench.load_task("relbench/v1/rel-amazon", "") -``` - -## Citation - -Please cite [RelBench](https://proceedings.neurips.cc/paper_files/paper/2024/hash/25cd345233c65fac1fec0ce61d0f7836-Abstract-Datasets_and_Benchmarks_Track.html): - -```bibtex -@inproceedings{robinson2024relbench, - title = {{RelBench}: A Benchmark for Deep Learning on Relational Databases}, - author = {Robinson, Joshua and Ranjan, Rishabh and Hu, Weihua and Huang, Kexin and Han, Jiaqi and Dobles, Alejandro and Fey, Matthias and Lenssen, Jan E. and Yuan, Yiwen and Zhang, Zecheng and He, Xinwei and Leskovec, Jure}, - booktitle = {Advances in Neural Information Processing Systems 37 (NeurIPS 2024) Datasets and Benchmarks Track}, - year = {2024} -} -``` diff --git a/legacy/_transformed/rel-amazon/db/customer.parquet b/legacy/_transformed/rel-amazon/db/customer.parquet deleted file mode 100644 index 3671adebd8f2cc683713304ca76958afb8920e5f..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/db/customer.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:ea54ce8b162504e5a95dba92efe96e2e6d67907cb276dad1fa85c7fd9652e25f -size 14555557 diff --git a/legacy/_transformed/rel-amazon/db/product.parquet b/legacy/_transformed/rel-amazon/db/product.parquet deleted file mode 100644 index 4d92e6c7b34fa79cc41d0c12a052ca3c84596d2f..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/db/product.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:4abd92b9f1bd55541d79f203a5d42491ea7ad59e9b18fb41be18aea69565de1d -size 119055567 diff --git a/legacy/_transformed/rel-amazon/db/review.parquet b/legacy/_transformed/rel-amazon/db/review.parquet deleted file mode 100644 index ce3c831670f89a15902ce7fa275bad8275e62db2..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/db/review.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:21ff45d6268ea6d08008560d5037c97b3831eb7cca64bd5453af4d5ce7b0db5d -size 4256271643 diff --git a/legacy/_transformed/rel-amazon/manifest.yaml b/legacy/_transformed/rel-amazon/manifest.yaml deleted file mode 100644 index 13b149139f41e9e15ddffc50616a146a49924315..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/manifest.yaml +++ /dev/null @@ -1,20 +0,0 @@ -name: rel-amazon -manifest_version: 1 -description: 'Amazon product reviews: customers, products, and time-stamped reviews and ratings across the Amazon catalog.' -val_timestamp: '2015-10-01' -test_timestamp: '2016-01-01' -tables: - review: - pkey: null - time_col: review_time - fkeys: - customer_id: customer - product_id: product - product: - pkey: product_id - time_col: null - fkeys: {} - customer: - pkey: customer_id - time_col: null - fkeys: {} diff --git a/legacy/_transformed/rel-amazon/schema.svg b/legacy/_transformed/rel-amazon/schema.svg deleted file mode 100644 index 26357cda6987395de87831f4088fe09754c2182a..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/schema.svg +++ /dev/null @@ -1,97 +0,0 @@ - - -schema - - -review:e->product:w - - - -review:e->customer:w - - -review - -review - -21M rows - -customer_id - -FK - -product_id - -FK - -review_time - -TIME - -rating - -float - -review_text - -str - -summary - -str - -verified - -bool - - - -product - -product - -506K rows - -product_id - -PK - -price - -float - -brand - -str - -title - -str - -description - -str - -category - -list<element: string> - - - -customer - -customer - -2M rows - -customer_id - -PK - -customer_name - -str - - - - \ No newline at end of file diff --git a/legacy/_transformed/rel-amazon/tasks/item-churn/manifest.yaml b/legacy/_transformed/rel-amazon/tasks/item-churn/manifest.yaml deleted file mode 100644 index 31490a26363865d682065ded9606848bb4afcbbb..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/item-churn/manifest.yaml +++ /dev/null @@ -1,11 +0,0 @@ -name: item-churn -kind: forecast -task_type: binary_classification -description: Churn for a product is 1 if the product recieves at least one review in the time window, else 0. -entity_table: product -entity_col: product_id -target_col: churn -time_col: timestamp -timedelta: 91 days -sql: "\n SELECT\n timestamp,\n product_id,\n CAST(\n NOT EXISTS (\n SELECT 1\n FROM review\n WHERE\n review.product_id = product.product_id AND\n review_time > timestamp AND\n review_time <= timestamp + INTERVAL '{timedelta}'\n ) AS INTEGER\n ) AS churn\n FROM\n timestamps,\n product,\n WHERE\n EXISTS (\n SELECT 1\n FROM review\n WHERE\n review.product_id = product.product_id AND\n review_time > timestamp - INTERVAL '{timedelta}' AND\n review_time <= timestamp\n )\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-amazon/tasks/item-churn/test.parquet b/legacy/_transformed/rel-amazon/tasks/item-churn/test.parquet deleted file mode 100644 index 9ab2a6ba114f0d853bb19b2364c069f626b94cc2..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/item-churn/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:d5634d2546e9e3762ddd7f15f3153b16f6bcbcfeae7e1982e33c1070435590b6 -size 205852 diff --git a/legacy/_transformed/rel-amazon/tasks/item-churn/train.parquet b/legacy/_transformed/rel-amazon/tasks/item-churn/train.parquet deleted file mode 100644 index e024106da08d0740fc6a15aa83039a81306e0e31..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/item-churn/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:0b7569a1a28117bc5ca6c096602017a9c0ff537846dd679edc68d8136b3e087a -size 4330338 diff --git a/legacy/_transformed/rel-amazon/tasks/item-churn/val.parquet b/legacy/_transformed/rel-amazon/tasks/item-churn/val.parquet deleted file mode 100644 index a56a295d1626e254570ee1245158b6a2f2763a7d..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/item-churn/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:d7e59be436f74ced96c7fa4814d0fe75f8288144fbf8676fe3aeab289d7a31f9 -size 221421 diff --git a/legacy/_transformed/rel-amazon/tasks/item-ltv/manifest.yaml b/legacy/_transformed/rel-amazon/tasks/item-ltv/manifest.yaml deleted file mode 100644 index bb99854a995a2bbadaf2f0e4c7e567a505dfefce..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/item-ltv/manifest.yaml +++ /dev/null @@ -1,11 +0,0 @@ -name: item-ltv -kind: forecast -task_type: regression -description: LTV (life-time value) for a product is the numer of times the product is purchased in the time window multiplied by price. -entity_table: product -entity_col: product_id -target_col: ltv -time_col: timestamp -timedelta: 91 days -sql: "\n SELECT\n timestamp,\n product.product_id,\n COALESCE(SUM(price), 0) AS ltv,\n FROM\n timestamps,\n product,\n review\n WHERE\n review.product_id = product.product_id AND\n review_time > timestamp AND\n review_time <= timestamp + INTERVAL '{timedelta}'\n GROUP BY\n timestamp,\n product.product_id\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-amazon/tasks/item-ltv/test.parquet b/legacy/_transformed/rel-amazon/tasks/item-ltv/test.parquet deleted file mode 100644 index 199d917ca21fabd4bef218cbe649454bf43729bb..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/item-ltv/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:70c9af70cde0e5ee6517a4f457aed2e293d651756a865e4bf90c9a1176108fa0 -size 685241 diff --git a/legacy/_transformed/rel-amazon/tasks/item-ltv/train.parquet b/legacy/_transformed/rel-amazon/tasks/item-ltv/train.parquet deleted file mode 100644 index 82400254fbc1f5b31e520bb311795f65ede9d371..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/item-ltv/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:e714883d698a474fc2b869079ebd63fe09c5b649269af5f66787ffaa733adaf4 -size 11547079 diff --git a/legacy/_transformed/rel-amazon/tasks/item-ltv/val.parquet b/legacy/_transformed/rel-amazon/tasks/item-ltv/val.parquet deleted file mode 100644 index 0ad30c0c5336b57586113e3aa24311a1879cef25..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/item-ltv/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:592896d4531d4fead39f8c9b82553d3389014a5b6fddaefa14c1f2c6d0ec068b -size 637757 diff --git a/legacy/_transformed/rel-amazon/tasks/review-rating/manifest.yaml b/legacy/_transformed/rel-amazon/tasks/review-rating/manifest.yaml deleted file mode 100644 index a9bf8c3bce5ce55fc65f71751c969914d352eb00..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/review-rating/manifest.yaml +++ /dev/null @@ -1,12 +0,0 @@ -name: review-rating -kind: autocomplete -task_type: regression -description: Predict the `rating` column of the `review` table. -entity_table: review -target_col: rating -remove_columns: -- - review - - review_text -- - review - - summary -manifest_version: 1 diff --git a/legacy/_transformed/rel-amazon/tasks/review-rating/test.parquet b/legacy/_transformed/rel-amazon/tasks/review-rating/test.parquet deleted file mode 100644 index 17b1879430772e8514234fbb8c56fbcb19479f40..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/review-rating/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:f97089710f6a7c760494f853422ad88a772e717fe0e1c23d94f74061ef49b4ef -size 21658601 diff --git a/legacy/_transformed/rel-amazon/tasks/review-rating/train.parquet b/legacy/_transformed/rel-amazon/tasks/review-rating/train.parquet deleted file mode 100644 index d67053d9fda4d854370a99a30f539a4c3971a68a..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/review-rating/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:bd1c91ef28381f334f57fd8f47c5a8735d6edc65b634f137f495d6d8d41df832 -size 35078598 diff --git a/legacy/_transformed/rel-amazon/tasks/review-rating/val.parquet b/legacy/_transformed/rel-amazon/tasks/review-rating/val.parquet deleted file mode 100644 index 3be846e67958284295c8c769294bb961aa8ac43a..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/review-rating/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:cc030862d81ad90e3a9f91cc100f8baa0c35e7f11fa85589ac0e2de1ac05cf91 -size 1914283 diff --git a/legacy/_transformed/rel-amazon/tasks/user-churn/manifest.yaml b/legacy/_transformed/rel-amazon/tasks/user-churn/manifest.yaml deleted file mode 100644 index 312b12a2cc82b3fcc067462dd228c59a3d1a8daa..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/user-churn/manifest.yaml +++ /dev/null @@ -1,11 +0,0 @@ -name: user-churn -kind: forecast -task_type: binary_classification -description: Churn for a customer is 1 if the customer does not review any product in the time window, else 0. -entity_table: customer -entity_col: customer_id -target_col: churn -time_col: timestamp -timedelta: 91 days -sql: "\n SELECT\n timestamp,\n customer_id,\n CAST(\n NOT EXISTS (\n SELECT 1\n FROM review\n WHERE\n review.customer_id = customer.customer_id AND\n review_time > timestamp AND\n review_time <= timestamp + INTERVAL '{timedelta}'\n ) AS INTEGER\n ) AS churn\n FROM\n timestamps,\n customer,\n WHERE\n EXISTS (\n SELECT 1\n FROM review\n WHERE\n review.customer_id = customer.customer_id AND\n review_time > timestamp - INTERVAL '{timedelta}' AND\n review_time <= timestamp\n )\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-amazon/tasks/user-churn/test.parquet b/legacy/_transformed/rel-amazon/tasks/user-churn/test.parquet deleted file mode 100644 index ef83a8367237687d158f145a09248c1c5f18357e..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/user-churn/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:a52ea08050b3eff388e57445f8689c17762d7db0cb93266fa3def3c099aa3013 -size 420437 diff --git a/legacy/_transformed/rel-amazon/tasks/user-churn/train.parquet b/legacy/_transformed/rel-amazon/tasks/user-churn/train.parquet deleted file mode 100644 index 22e4dddfdfb75a38f4d52c5cbd14b424a07f33a9..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/user-churn/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:0a0b5f9c40d886a31c339708ed3d3a5b81e598c5a738ae31e2d1526e13829bc4 -size 6325545 diff --git a/legacy/_transformed/rel-amazon/tasks/user-churn/val.parquet b/legacy/_transformed/rel-amazon/tasks/user-churn/val.parquet deleted file mode 100644 index 7a3028d17c16d680a848047c9060c4871325eb70..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/user-churn/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:dcc9a69cd38478b0af06084c88eb4a30677a3f2aab46569f7a46d400e2bc2af4 -size 485206 diff --git a/legacy/_transformed/rel-amazon/tasks/user-item-purchase/manifest.yaml b/legacy/_transformed/rel-amazon/tasks/user-item-purchase/manifest.yaml deleted file mode 100644 index 191afb1d744985929cab42e0f661292dbbcac60f..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/user-item-purchase/manifest.yaml +++ /dev/null @@ -1,14 +0,0 @@ -name: user-item-purchase -kind: forecast -task_type: link_prediction -description: Predict the list of distinct items each customer will purchase in the next two years. -target_col: product_id -time_col: timestamp -src_entity_table: customer -src_entity_col: customer_id -dst_entity_table: product -dst_entity_col: product_id -eval_k: 10 -timedelta: 91 days -sql: "\n SELECT\n t.timestamp,\n review.customer_id,\n LIST(DISTINCT review.product_id) AS product_id\n FROM\n timestamps t\n LEFT JOIN\n review\n ON\n review.review_time > t.timestamp AND\n review.review_time <= t.timestamp + INTERVAL '{timedelta}'\n WHERE\n review.customer_id is not null and review.product_id is not null\n GROUP BY\n t.timestamp,\n review.customer_id\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-amazon/tasks/user-item-purchase/test.parquet b/legacy/_transformed/rel-amazon/tasks/user-item-purchase/test.parquet deleted file mode 100644 index 63223b8b04ae2ed60d1f19444f27af920fcab416..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/user-item-purchase/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:937ca97eb3bad9d6ef6fec889f1effef1095455f1e8beb5ec8086741d3327d2e -size 3120792 diff --git a/legacy/_transformed/rel-amazon/tasks/user-item-purchase/train.parquet b/legacy/_transformed/rel-amazon/tasks/user-item-purchase/train.parquet deleted file mode 100644 index e07fa54098f6021478cd35bf8802dfe8bdc0bcff..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/user-item-purchase/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:9f36f3999b4b05fe33fdd55a95d70674ccd4db21fa0abb80f6d00d4e1eefc500 -size 41187410 diff --git a/legacy/_transformed/rel-amazon/tasks/user-item-purchase/val.parquet b/legacy/_transformed/rel-amazon/tasks/user-item-purchase/val.parquet deleted file mode 100644 index c75a54047754e0960596d61250b69343807d0138..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/user-item-purchase/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:4c1f489669eceb9fbe050a5c7cd41a9eba9114041bd5818a7ddd1097802a3a09 -size 2739111 diff --git a/legacy/_transformed/rel-amazon/tasks/user-item-rate/manifest.yaml b/legacy/_transformed/rel-amazon/tasks/user-item-rate/manifest.yaml deleted file mode 100644 index 6adf60e7d25928182c67d7830f84800fa8817435..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/user-item-rate/manifest.yaml +++ /dev/null @@ -1,14 +0,0 @@ -name: user-item-rate -kind: forecast -task_type: link_prediction -description: Predict the list of distinct items each customer will purchase and give a 5 star review in the next two years. -target_col: product_id -time_col: timestamp -src_entity_table: customer -src_entity_col: customer_id -dst_entity_table: product -dst_entity_col: product_id -eval_k: 10 -timedelta: 91 days -sql: "\n SELECT\n t.timestamp,\n review.customer_id,\n LIST(DISTINCT review.product_id) AS product_id\n FROM\n timestamps t\n LEFT JOIN\n review\n ON\n review.review_time > t.timestamp AND\n review.review_time <= t.timestamp + INTERVAL '{timedelta}'\n WHERE\n review.customer_id IS NOT NULL\n AND review.product_id IS NOT NULL\n AND review.rating = 5.0\n GROUP BY\n t.timestamp,\n review.customer_id\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-amazon/tasks/user-item-rate/test.parquet b/legacy/_transformed/rel-amazon/tasks/user-item-rate/test.parquet deleted file mode 100644 index 9ebe983ca4a08b3cfb201adbb3ddf94b569063a6..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/user-item-rate/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:3f78c1ae633e5e834ead7108a5005ef2de7fc40496b15686c0f30a3c7ea35280 -size 2077389 diff --git a/legacy/_transformed/rel-amazon/tasks/user-item-rate/train.parquet b/legacy/_transformed/rel-amazon/tasks/user-item-rate/train.parquet deleted file mode 100644 index 3495d8418035d33384818477b26e077d305a6492..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/user-item-rate/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:22d5db0da3493ad083411d9756e17f0c2dfbe3eca25ce2554c13fb568e967b17 -size 25974500 diff --git a/legacy/_transformed/rel-amazon/tasks/user-item-rate/val.parquet b/legacy/_transformed/rel-amazon/tasks/user-item-rate/val.parquet deleted file mode 100644 index a87710acfe0bf5d94ffd7533e9bd0edc4de2e4d9..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/user-item-rate/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:1ece51c977ab27858c2c3f32c31fb0799b6de7b6095c31c0567e95f5094834d5 -size 1809279 diff --git a/legacy/_transformed/rel-amazon/tasks/user-item-review/manifest.yaml b/legacy/_transformed/rel-amazon/tasks/user-item-review/manifest.yaml deleted file mode 100644 index 063284a9ecaa8d0be9272f2d91d44339da883b87..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/user-item-review/manifest.yaml +++ /dev/null @@ -1,14 +0,0 @@ -name: user-item-review -kind: forecast -task_type: link_prediction -description: Predict the list of distinct items each customer will purchase and give a detailed review in the next two years. -target_col: product_id -time_col: timestamp -src_entity_table: customer -src_entity_col: customer_id -dst_entity_table: product -dst_entity_col: product_id -eval_k: 10 -timedelta: 91 days -sql: "\n SELECT\n t.timestamp,\n review.customer_id,\n LIST(DISTINCT review.product_id) AS product_id\n FROM\n timestamps t\n LEFT JOIN\n review\n ON\n review.review_time > t.timestamp AND\n review.review_time <= t.timestamp + INTERVAL '{timedelta}'\n WHERE\n review.customer_id IS NOT NULL\n AND review.product_id IS NOT NULL\n AND (LENGTH(review.review_text) > 300 AND review.review_text IS NOT NULL)\n GROUP BY\n t.timestamp,\n review.customer_id\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-amazon/tasks/user-item-review/test.parquet b/legacy/_transformed/rel-amazon/tasks/user-item-review/test.parquet deleted file mode 100644 index da297974d4bfbad91af705bccc91b7f9d78f952b..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/user-item-review/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:864d26461adfbada2579e7d9fec205267fa292efebf7fb19de207509086a8aa9 -size 1029945 diff --git a/legacy/_transformed/rel-amazon/tasks/user-item-review/train.parquet b/legacy/_transformed/rel-amazon/tasks/user-item-review/train.parquet deleted file mode 100644 index 4124c01f13f8a0bf2a7f885eefa58ac3652ae8fe..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/user-item-review/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:38f6a2512df88df25505664d1a375a7efa383364fdae8c0c96dfc283590e7888 -size 18923143 diff --git a/legacy/_transformed/rel-amazon/tasks/user-item-review/val.parquet b/legacy/_transformed/rel-amazon/tasks/user-item-review/val.parquet deleted file mode 100644 index 0213cb97e93b31fa1dccc4feb0cfe74001203c20..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/user-item-review/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:52558b17a292230ac6dcd8e46f62d3718bea0e1f21bf60c25d23592b7d28a8d5 -size 913018 diff --git a/legacy/_transformed/rel-amazon/tasks/user-ltv/manifest.yaml b/legacy/_transformed/rel-amazon/tasks/user-ltv/manifest.yaml deleted file mode 100644 index d732e76b70f7762c4ec8f9b13f728c781b22d4a8..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/user-ltv/manifest.yaml +++ /dev/null @@ -1,11 +0,0 @@ -name: user-ltv -kind: forecast -task_type: regression -description: LTV (life-time value) for a customer is the sum of prices of products that the customer reviews in the time window. -entity_table: customer -entity_col: customer_id -target_col: ltv -time_col: timestamp -timedelta: 91 days -sql: "\n SELECT\n timestamp,\n customer_id,\n ltv,\n FROM\n timestamps,\n customer,\n (\n SELECT\n COALESCE(SUM(price), 0) as ltv,\n FROM\n review,\n product\n WHERE\n review.customer_id = customer.customer_id AND\n review.product_id = product.product_id AND\n review_time > timestamp AND\n review_time <= timestamp + INTERVAL '{timedelta}'\n )\n WHERE\n EXISTS (\n SELECT 1\n FROM review\n WHERE\n review.customer_id = customer.customer_id AND\n review_time > timestamp - INTERVAL '{timedelta}' AND\n review_time <= timestamp\n )\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-amazon/tasks/user-ltv/test.parquet b/legacy/_transformed/rel-amazon/tasks/user-ltv/test.parquet deleted file mode 100644 index 07ae4a0cded707843c9c5c6a519cb9cbc3b81126..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/user-ltv/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:4a0ec25181f116da105a29e9b88af2dc1582115e0b7cccc9110d31440e3b0c11 -size 916921 diff --git a/legacy/_transformed/rel-amazon/tasks/user-ltv/train.parquet b/legacy/_transformed/rel-amazon/tasks/user-ltv/train.parquet deleted file mode 100644 index 9dde9c5b7d006a7f61cbfd81eb3a2d3018ea0f23..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/user-ltv/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:10742755493fddc060b28bdc3586db4fb780778f718b1b5490ac7549b8249139 -size 12838983 diff --git a/legacy/_transformed/rel-amazon/tasks/user-ltv/val.parquet b/legacy/_transformed/rel-amazon/tasks/user-ltv/val.parquet deleted file mode 100644 index 6a837db82cfd7364d5563c99ff0aca42f5e2bb2a..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-amazon/tasks/user-ltv/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:55dbc04bfa860b6fe120ddf53af1b5d39110d3e10242a90fe209cc1bc26f90e3 -size 1019413 diff --git a/legacy/_transformed/rel-avito/README.md b/legacy/_transformed/rel-avito/README.md deleted file mode 100644 index d14f324a508da4d820412a02bc1e0a9a97075487..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/README.md +++ /dev/null @@ -1,39 +0,0 @@ -# rel-avito - -Avito online classifieds: users, ads, search queries, and impression / click / visit streams. - -## Schema - -![schema diagram](schema.svg) - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `ad-ctr` | forecast | regression | Assuming the ad will be clicked in the next 4 days, predict the Click-Through- Rate (CTR) for each ad. | -| `searchinfo-isuserloggedon` | autocomplete | binary_classification | Predict the `IsUserLoggedOn` column of the `SearchInfo` table. | -| `searchstream-click` | autocomplete | binary_classification | Predict the `IsClick` column of the `SearchStream` table. | -| `user-ad-visit` | forecast | link_prediction | Predict the distinct list of ads a user will visit in the next 4 days. | -| `user-clicks` | forecast | binary_classification | Predict whether the each customer will click on more than one ads in the next 4 days. | -| `user-visits` | forecast | binary_classification | Predict whether each customer will visit more than one ad in the next 4 days. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("relbench/v1/rel-avito") -task = relbench.load_task("relbench/v1/rel-avito", "") -``` - -## Citation - -Please cite [RelBench](https://proceedings.neurips.cc/paper_files/paper/2024/hash/25cd345233c65fac1fec0ce61d0f7836-Abstract-Datasets_and_Benchmarks_Track.html): - -```bibtex -@inproceedings{robinson2024relbench, - title = {{RelBench}: A Benchmark for Deep Learning on Relational Databases}, - author = {Robinson, Joshua and Ranjan, Rishabh and Hu, Weihua and Huang, Kexin and Han, Jiaqi and Dobles, Alejandro and Fey, Matthias and Lenssen, Jan E. and Yuan, Yiwen and Zhang, Zecheng and He, Xinwei and Leskovec, Jure}, - booktitle = {Advances in Neural Information Processing Systems 37 (NeurIPS 2024) Datasets and Benchmarks Track}, - year = {2024} -} -``` diff --git a/legacy/_transformed/rel-avito/db/AdsInfo.parquet b/legacy/_transformed/rel-avito/db/AdsInfo.parquet deleted file mode 100644 index 25db196df2c3e2f75988e36c7c64232e13d2624e..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/db/AdsInfo.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:ee52a5db5549470424225bd4dd8a3c0e4fe25624106c8d9a940d34d14507e85b -size 120463986 diff --git a/legacy/_transformed/rel-avito/db/Category.parquet b/legacy/_transformed/rel-avito/db/Category.parquet deleted file mode 100644 index 8e46640ce2a2832c4fc05af42b87d5d5a36a0494..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/db/Category.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:e0a1cb03abae73a2b2bd3d26dd1906413b4df943131f17158df65a01b7aca69f -size 2044 diff --git a/legacy/_transformed/rel-avito/db/Location.parquet b/legacy/_transformed/rel-avito/db/Location.parquet deleted file mode 100644 index bfc5cce2d3fd1305c1756ba132ae7173b97cadf6..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/db/Location.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:e1f4916c91322537612fb10da11f0c240c62ba4370c5d67e8bf22955ecc0b0e6 -size 20215 diff --git a/legacy/_transformed/rel-avito/db/PhoneRequestsStream.parquet b/legacy/_transformed/rel-avito/db/PhoneRequestsStream.parquet deleted file mode 100644 index 4cc500addeb8c2ff3f4b6dbe9ae2b4aa433c6094..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/db/PhoneRequestsStream.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:8fb689cc03f52c989a173e217d8471f5e9df9b06c52e8e168a6e69a81e5857e0 -size 3763617 diff --git a/legacy/_transformed/rel-avito/db/SearchInfo.parquet b/legacy/_transformed/rel-avito/db/SearchInfo.parquet deleted file mode 100644 index 02a6e94c8b7252974980029a6018e570252d9158..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/db/SearchInfo.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:26a79ab2427846f2ad0187b0dcff850678ad5ac379bb15ec3df72598a294898c -size 28728539 diff --git a/legacy/_transformed/rel-avito/db/SearchStream.parquet b/legacy/_transformed/rel-avito/db/SearchStream.parquet deleted file mode 100644 index 9feee61926ffd4e8be5923e4623e2d774b8ded61..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/db/SearchStream.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:d06f4254024dcf2ab04571efef05504b7d2c173aaae23d80600457ef612e2151 -size 113535693 diff --git a/legacy/_transformed/rel-avito/db/UserInfo.parquet b/legacy/_transformed/rel-avito/db/UserInfo.parquet deleted file mode 100644 index 628bb482fd3b074462e852666fda6c8f6dcf70a4..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/db/UserInfo.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:5bbae54bd0a27a3e35d08f5d0e1e1de2c59ce7bec0175f08b720056975746b34 -size 528774 diff --git a/legacy/_transformed/rel-avito/db/VisitStream.parquet b/legacy/_transformed/rel-avito/db/VisitStream.parquet deleted file mode 100644 index 651fbe346c3af731c6f9196db08a527c96a07ed4..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/db/VisitStream.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:c598aeb8248c41de488f7eaf59cf1a0040ad95cd288177d5557190daa10c2b17 -size 62197827 diff --git a/legacy/_transformed/rel-avito/manifest.yaml b/legacy/_transformed/rel-avito/manifest.yaml deleted file mode 100644 index e20a6e7ff33f6f8f9f25f1b071ee959a9e748261..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/manifest.yaml +++ /dev/null @@ -1,49 +0,0 @@ -name: rel-avito -manifest_version: 1 -description: 'Avito online classifieds: users, ads, search queries, and impression / click / visit streams.' -val_timestamp: '2015-05-08' -test_timestamp: '2015-05-14' -tables: - VisitStream: - pkey: null - time_col: ViewDate - fkeys: - UserID: UserInfo - AdID: AdsInfo - AdsInfo: - pkey: AdID - time_col: null - fkeys: - LocationID: Location - CategoryID: Category - SearchStream: - pkey: null - time_col: SearchDate - fkeys: - SearchID: SearchInfo - AdID: AdsInfo - SearchInfo: - pkey: SearchID - time_col: SearchDate - fkeys: - UserID: UserInfo - LocationID: Location - CategoryID: Category - Category: - pkey: CategoryID - time_col: null - fkeys: {} - PhoneRequestsStream: - pkey: null - time_col: PhoneRequestDate - fkeys: - UserID: UserInfo - AdID: AdsInfo - UserInfo: - pkey: UserID - time_col: null - fkeys: {} - Location: - pkey: LocationID - time_col: null - fkeys: {} diff --git a/legacy/_transformed/rel-avito/schema.svg b/legacy/_transformed/rel-avito/schema.svg deleted file mode 100644 index d6b65fa7b0d2cf85a07b85834eae85e9a2ed0972..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/schema.svg +++ /dev/null @@ -1,281 +0,0 @@ - - -schema - - -VisitStream:e->AdsInfo:w - - - -VisitStream:e->UserInfo:w - - - -AdsInfo:e->Category:w - - - -AdsInfo:e->Location:w - - - -SearchStream:e->AdsInfo:w - - - -SearchStream:e->SearchInfo:w - - - -SearchInfo:e->Category:w - - - -SearchInfo:e->UserInfo:w - - - -SearchInfo:e->Location:w - - - -PhoneRequestsStream:e->AdsInfo:w - - - -PhoneRequestsStream:e->UserInfo:w - - -VisitStream - -VisitStream - -6M rows - -UserID - -FK - -AdID - -FK - -ViewDate - -TIME - -IPID - -float - - - -AdsInfo - -AdsInfo - -6M rows - -AdID - -PK - -LocationID - -FK - -CategoryID - -FK - -Price - -float - -IsContext - -float - -Title - -str - - - -UserInfo - -UserInfo - -98K rows - -UserID - -PK - -UserAgentID - -float - -UserAgentOSID - -float - -UserDeviceID - -float - -UserAgentFamilyID - -float - - - -Category - -Category - -68 rows - -CategoryID - -PK - -Level - -int - -ParentCategoryID - -int - -SubcategoryID - -int - - - -Location - -Location - -4K rows - -LocationID - -PK - -Level - -float - -RegionID - -float - -CityID - -float - - - -SearchStream - -SearchStream - -9M rows - -SearchID - -FK - -AdID - -FK - -SearchDate - -TIME - -Position - -float - -ObjectType - -float - -HistCTR - -float - -IsClick - -float - - - -SearchInfo - -SearchInfo - -3M rows - -SearchID - -PK - -UserID - -FK - -LocationID - -FK - -CategoryID - -FK - -SearchDate - -TIME - -IPID - -float - -IsUserLoggedOn - -float - -SearchQuery - -str - - - -PhoneRequestsStream - -PhoneRequestsStream - -303K rows - -UserID - -FK - -AdID - -FK - -PhoneRequestDate - -TIME - -IPID - -float - - - - \ No newline at end of file diff --git a/legacy/_transformed/rel-avito/tasks/ad-ctr/manifest.yaml b/legacy/_transformed/rel-avito/tasks/ad-ctr/manifest.yaml deleted file mode 100644 index 33db2b2eea67af7ac3028c4976718084127db6d2..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/ad-ctr/manifest.yaml +++ /dev/null @@ -1,11 +0,0 @@ -name: ad-ctr -kind: forecast -task_type: regression -description: Assuming the ad will be clicked in the next 4 days, predict the Click-Through- Rate (CTR) for each ad. -entity_table: AdsInfo -entity_col: AdID -target_col: num_click -time_col: timestamp -timedelta: 4 days -sql: "\n SELECT\n search_ads.AdID,\n t.timestamp,\n COALESCE(SUM(search_ads.isClick), 0) / COALESCE(COUNT(search_ads.SearchID), 1) AS num_click\n FROM\n timestamps t\n LEFT JOIN (\n AdsInfo\n LEFT JOIN\n SearchStream\n ON\n AdsInfo.AdID == SearchStream.AdID\n ) search_ads\n ON\n search_ads.SearchDate > t.timestamp AND\n search_ads.SearchDate <= t.timestamp + INTERVAL '{timedelta}'\n GROUP BY\n t.timestamp,\n search_ads.AdID\n HAVING\n SUM(search_ads.isClick) > 0\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-avito/tasks/ad-ctr/test.parquet b/legacy/_transformed/rel-avito/tasks/ad-ctr/test.parquet deleted file mode 100644 index 163313060d447b8b98f94a924faf636b368fec56..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/ad-ctr/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:c1fac869f8a86e012154224856c3ceb8fb2bd46824a7cb8bddbd159616dfb6d0 -size 11251 diff --git a/legacy/_transformed/rel-avito/tasks/ad-ctr/train.parquet b/legacy/_transformed/rel-avito/tasks/ad-ctr/train.parquet deleted file mode 100644 index 16851d218409055dd05d7cb9aa2c850985fa4101..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/ad-ctr/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:81fa9bbbaf59cec3b3257fc07a7690e986966d11062b3ee7e0785024c73b1731 -size 32297 diff --git a/legacy/_transformed/rel-avito/tasks/ad-ctr/val.parquet b/legacy/_transformed/rel-avito/tasks/ad-ctr/val.parquet deleted file mode 100644 index b4dd2fb1e26c387d23770f55a07dc94fc7068869..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/ad-ctr/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:0d6d40baa5a1aa918e4d0b747233c0352f10f9d6a3eac75fa4c23e5c5b060314 -size 11108 diff --git a/legacy/_transformed/rel-avito/tasks/searchinfo-isuserloggedon/manifest.yaml b/legacy/_transformed/rel-avito/tasks/searchinfo-isuserloggedon/manifest.yaml deleted file mode 100644 index cb4321211fd177c2fe0906d66ac379762b86d3cf..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/searchinfo-isuserloggedon/manifest.yaml +++ /dev/null @@ -1,7 +0,0 @@ -name: searchinfo-isuserloggedon -kind: autocomplete -task_type: binary_classification -description: Predict the `IsUserLoggedOn` column of the `SearchInfo` table. -entity_table: SearchInfo -target_col: IsUserLoggedOn -manifest_version: 1 diff --git a/legacy/_transformed/rel-avito/tasks/searchinfo-isuserloggedon/test.parquet b/legacy/_transformed/rel-avito/tasks/searchinfo-isuserloggedon/test.parquet deleted file mode 100644 index 43496a10a23e7b1acfbc6211756d8d1c7f200549..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/searchinfo-isuserloggedon/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:15d782c3d462b79950d252ec9728a513a3a840ceba26ab0d0c1f908ad88c3183 -size 2946448 diff --git a/legacy/_transformed/rel-avito/tasks/searchinfo-isuserloggedon/train.parquet b/legacy/_transformed/rel-avito/tasks/searchinfo-isuserloggedon/train.parquet deleted file mode 100644 index ec7c9ef5e07540142f1c254d9403a8a521cc8eb8..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/searchinfo-isuserloggedon/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:313577b7b67ab567e2bedae03809084f702130e7f9d1e5e9e717521892a74023 -size 6312728 diff --git a/legacy/_transformed/rel-avito/tasks/searchinfo-isuserloggedon/val.parquet b/legacy/_transformed/rel-avito/tasks/searchinfo-isuserloggedon/val.parquet deleted file mode 100644 index bd84d3fb62223afec2d7230e9e5f2532bae02104..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/searchinfo-isuserloggedon/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:528aaa705b6277fb388c8c95b4b867bbfb020a398bf56b5167fff3693f316028 -size 3054588 diff --git a/legacy/_transformed/rel-avito/tasks/searchstream-click/manifest.yaml b/legacy/_transformed/rel-avito/tasks/searchstream-click/manifest.yaml deleted file mode 100644 index a55973dfc7c9811493411339a5e7f8eeff287ef0..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/searchstream-click/manifest.yaml +++ /dev/null @@ -1,7 +0,0 @@ -name: searchstream-click -kind: autocomplete -task_type: binary_classification -description: Predict the `IsClick` column of the `SearchStream` table. -entity_table: SearchStream -target_col: IsClick -manifest_version: 1 diff --git a/legacy/_transformed/rel-avito/tasks/searchstream-click/test.parquet b/legacy/_transformed/rel-avito/tasks/searchstream-click/test.parquet deleted file mode 100644 index 2654e54dd6fa25d0fc4e9dda761e284e71143c5a..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/searchstream-click/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:587ddb4b7e9c3efe9eed48130d7390a3d36ac06c4f8087374759123b66c37acb -size 5879378 diff --git a/legacy/_transformed/rel-avito/tasks/searchstream-click/train.parquet b/legacy/_transformed/rel-avito/tasks/searchstream-click/train.parquet deleted file mode 100644 index 9e9c8d2b6b2610ef25dad0a298f298e4adb81058..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/searchstream-click/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:f4d0ca31d7f71325784a0f45af9b7aeeed18f50e3002e98c357dd519fb0e9db5 -size 14786979 diff --git a/legacy/_transformed/rel-avito/tasks/searchstream-click/val.parquet b/legacy/_transformed/rel-avito/tasks/searchstream-click/val.parquet deleted file mode 100644 index 0f400884df8eeeb235ee48fe6fb65366ab864f9b..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/searchstream-click/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:d0ed5591c94ada7fa09b31e347ece0f9a89052300550239daf83ec802e54a4a0 -size 7519070 diff --git a/legacy/_transformed/rel-avito/tasks/user-ad-visit/manifest.yaml b/legacy/_transformed/rel-avito/tasks/user-ad-visit/manifest.yaml deleted file mode 100644 index e2de6a9f65f992c743eacc1f73e01bc02d5c6f15..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/user-ad-visit/manifest.yaml +++ /dev/null @@ -1,13 +0,0 @@ -name: user-ad-visit -kind: forecast -task_type: link_prediction -description: Predict the distinct list of ads a user will visit in the next 4 days. -time_col: timestamp -src_entity_table: UserInfo -src_entity_col: UserID -dst_entity_table: AdsInfo -dst_entity_col: AdID -eval_k: 12 -timedelta: 4 days -sql: "\n SELECT\n visit_ads.UserID,\n t.timestamp,\n LIST(DISTINCT visit_ads.AdID) AS AdID,\n FROM\n timestamps t\n LEFT JOIN\n (\n UserInfo\n LEFT JOIN\n VisitStream\n ON\n UserInfo.UserID == VisitStream.UserID\n ) visit_ads\n ON\n visit_ads.ViewDate > t.timestamp AND\n visit_ads.ViewDate <= t.timestamp + INTERVAL '{timedelta}'\n GROUP BY\n t.timestamp,\n visit_ads.UserID\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-avito/tasks/user-ad-visit/test.parquet b/legacy/_transformed/rel-avito/tasks/user-ad-visit/test.parquet deleted file mode 100644 index 1aac2a9b748682416f10836615795b08db302ca2..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/user-ad-visit/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:18442e4bf2ccd429ad8e280f454664e60bade251ec4fdaa9d4b31f03eb20c8e9 -size 2565552 diff --git a/legacy/_transformed/rel-avito/tasks/user-ad-visit/train.parquet b/legacy/_transformed/rel-avito/tasks/user-ad-visit/train.parquet deleted file mode 100644 index 6420c60918cc39e51df2da75c0b421425dc8abf4..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/user-ad-visit/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:bd7fe91f19904cbda4e47af6e51893bc6eb4b93a9bbe1c4a5125e74a4104f414 -size 9775324 diff --git a/legacy/_transformed/rel-avito/tasks/user-ad-visit/val.parquet b/legacy/_transformed/rel-avito/tasks/user-ad-visit/val.parquet deleted file mode 100644 index 3c895fef931b7de61fa8b529244aabd2e0a71646..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/user-ad-visit/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:4166ad48b19da633fdedcf3df334ef18e9ec550d2afcb848960b03d6ea052a18 -size 3104029 diff --git a/legacy/_transformed/rel-avito/tasks/user-clicks/manifest.yaml b/legacy/_transformed/rel-avito/tasks/user-clicks/manifest.yaml deleted file mode 100644 index e5816767176f313cfdb84225294367a5a11f7678..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/user-clicks/manifest.yaml +++ /dev/null @@ -1,11 +0,0 @@ -name: user-clicks -kind: forecast -task_type: binary_classification -description: Predict whether the each customer will click on more than one ads in the next 4 days. -entity_table: UserInfo -entity_col: UserID -target_col: num_click -time_col: timestamp -timedelta: 4 days -sql: "\n SELECT\n search_ads.UserID,\n t.timestamp,\n COALESCE(COUNT(search_ads.AdID), 0) > 1 AS num_click\n FROM\n timestamps t\n LEFT JOIN\n (\n (\n UserInfo\n LEFT JOIN\n SearchInfo\n ON\n UserInfo.UserID == SearchInfo.UserID\n ) user_search_info\n LEFT JOIN\n SearchStream\n ON\n user_search_info.SearchID == SearchStream.SearchID AND\n SearchStream.IsClick == 1.0\n ) search_ads\n ON\n search_ads.SearchDate > t.timestamp AND\n search_ads.SearchDate <= t.timestamp + INTERVAL '{timedelta}'\n GROUP BY\n t.timestamp,\n search_ads.UserID\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-avito/tasks/user-clicks/test.parquet b/legacy/_transformed/rel-avito/tasks/user-clicks/test.parquet deleted file mode 100644 index 1bce28462106daf8b3e7a18edd1eecfb5b05f563..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/user-clicks/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:af85957093b23407dcd826932bc58487af6288251f797d4970305adbc484c47a -size 63169 diff --git a/legacy/_transformed/rel-avito/tasks/user-clicks/train.parquet b/legacy/_transformed/rel-avito/tasks/user-clicks/train.parquet deleted file mode 100644 index aa6201c0a4a874c37cf02bf5846868165e47419c..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/user-clicks/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:4226ec67eef42975066297b601518413a5b383020a82204804ea79e825775aed -size 168265 diff --git a/legacy/_transformed/rel-avito/tasks/user-clicks/val.parquet b/legacy/_transformed/rel-avito/tasks/user-clicks/val.parquet deleted file mode 100644 index 7f34aab7ab0c14272e9ec136df0b99291677575e..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/user-clicks/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:b120cde6373cb47841d317df9bcb8700624c663368813fb45ac520b4698a6041 -size 25457 diff --git a/legacy/_transformed/rel-avito/tasks/user-visits/manifest.yaml b/legacy/_transformed/rel-avito/tasks/user-visits/manifest.yaml deleted file mode 100644 index 13c3a9b774fe9858e739d8c15bcff45d9b359925..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/user-visits/manifest.yaml +++ /dev/null @@ -1,11 +0,0 @@ -name: user-visits -kind: forecast -task_type: binary_classification -description: Predict whether each customer will visit more than one ad in the next 4 days. -entity_table: UserInfo -entity_col: UserID -target_col: num_click -time_col: timestamp -timedelta: 4 days -sql: "\n SELECT\n visit_ads.UserID,\n t.timestamp,\n COALESCE(COUNT(DISTINCT visit_ads.AdID), 0) > 1 AS num_click\n FROM\n timestamps t\n LEFT JOIN\n (\n UserInfo\n LEFT JOIN\n VisitStream\n ON\n UserInfo.UserID == VisitStream.UserID\n ) visit_ads\n ON\n visit_ads.ViewDate > t.timestamp AND\n visit_ads.ViewDate <= t.timestamp + INTERVAL '{timedelta}'\n GROUP BY\n t.timestamp,\n visit_ads.UserID\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-avito/tasks/user-visits/test.parquet b/legacy/_transformed/rel-avito/tasks/user-visits/test.parquet deleted file mode 100644 index 52edc691ff2dd7161bbdab8d3dc6ad08b89d6fde..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/user-visits/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:aa4678620c7f5b5a292fb8e825ed91117794994a41fed44ada306db836b9aacf -size 45655 diff --git a/legacy/_transformed/rel-avito/tasks/user-visits/train.parquet b/legacy/_transformed/rel-avito/tasks/user-visits/train.parquet deleted file mode 100644 index ff2268fc7a7094ec5b05efb1444bf245abb61d51..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/user-visits/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:17ff70f1a2df93d02053a03b65b72f1b0eb5cba2d5458fc8c2f5eaff03590798 -size 236813 diff --git a/legacy/_transformed/rel-avito/tasks/user-visits/val.parquet b/legacy/_transformed/rel-avito/tasks/user-visits/val.parquet deleted file mode 100644 index 468899d7f564fe54d8b927e1c7b87fac50291f83..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-avito/tasks/user-visits/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:e631d266bbd1d1de91b05b0eeecba0e7abafef9e58117adcb7c0d17805a09791 -size 36518 diff --git a/legacy/_transformed/rel-event/README.md b/legacy/_transformed/rel-event/README.md deleted file mode 100644 index 9ae9216a99186f172d949645811f504ef82f7cbe..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/README.md +++ /dev/null @@ -1,39 +0,0 @@ -# rel-event - -Event recommendation: users, events, attendance records, and social and interest signals. - -## Schema - -![schema diagram](schema.svg) - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `event_interest-interested` | autocomplete | binary_classification | Predict the `interested` column of the `event_interest` table. | -| `event_interest-not_interested` | autocomplete | binary_classification | Predict the `not_interested` column of the `event_interest` table. | -| `user-attendance` | forecast | regression | Predict the number of events a user will go to in the next seven days 7 days. | -| `user-ignore` | forecast | binary_classification | Predict whether a user will ignore more than 2 event invitations in the next 7 days. | -| `user-repeat` | external | binary_classification | Predict whether a user will attend an event in the next 7 days if they have already attended an event in the last 14 days. | -| `users-birthyear` | autocomplete | regression | Predict the `birthyear` column of the `users` table. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("relbench/v1/rel-event") -task = relbench.load_task("relbench/v1/rel-event", "") -``` - -## Citation - -Please cite [RelBench](https://proceedings.neurips.cc/paper_files/paper/2024/hash/25cd345233c65fac1fec0ce61d0f7836-Abstract-Datasets_and_Benchmarks_Track.html): - -```bibtex -@inproceedings{robinson2024relbench, - title = {{RelBench}: A Benchmark for Deep Learning on Relational Databases}, - author = {Robinson, Joshua and Ranjan, Rishabh and Hu, Weihua and Huang, Kexin and Han, Jiaqi and Dobles, Alejandro and Fey, Matthias and Lenssen, Jan E. and Yuan, Yiwen and Zhang, Zecheng and He, Xinwei and Leskovec, Jure}, - booktitle = {Advances in Neural Information Processing Systems 37 (NeurIPS 2024) Datasets and Benchmarks Track}, - year = {2024} -} -``` diff --git a/legacy/_transformed/rel-event/db/event_attendees.parquet b/legacy/_transformed/rel-event/db/event_attendees.parquet deleted file mode 100644 index 15b325a2eb5bf2a94dc52aad49225360a3484acc..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/db/event_attendees.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:aaa59750e7cf62d8164e3b480a457e2a2fabb61116329ba11c09c7573262274f -size 1679570 diff --git a/legacy/_transformed/rel-event/db/event_interest.parquet b/legacy/_transformed/rel-event/db/event_interest.parquet deleted file mode 100644 index f42df74ccd63c0f1ce0410599e21fb426cbb494d..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/db/event_interest.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:b9996ebe67fdd2996055915e3078fd2497fc2b08cecad1139f3a63f5b603aaa0 -size 125541 diff --git a/legacy/_transformed/rel-event/db/events.parquet b/legacy/_transformed/rel-event/db/events.parquet deleted file mode 100644 index 4e163bb89229bf1d44f3aeb0bdfe7635053539ac..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/db/events.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:685d04e34c9f3d92de6152c30987be671f28f88f6a33a5e1a145c8945ae0e354 -size 78294467 diff --git a/legacy/_transformed/rel-event/db/user_friends.parquet b/legacy/_transformed/rel-event/db/user_friends.parquet deleted file mode 100644 index 865d572d95abaad3d679c2a17deac8563c0eccfc..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/db/user_friends.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:110b30ad43c841730a392e8b6ae1469b239bce5e82c855fb68e2d72f6b8fe08b -size 1393271 diff --git a/legacy/_transformed/rel-event/db/users.parquet b/legacy/_transformed/rel-event/db/users.parquet deleted file mode 100644 index 298ad5cd495705769e4a77f00c65ce43aaa0d275..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/db/users.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:d49920fec2605115188943cc9eb5268049d845112ab708fff3115e73fdc2be71 -size 496712 diff --git a/legacy/_transformed/rel-event/manifest.yaml b/legacy/_transformed/rel-event/manifest.yaml deleted file mode 100644 index c5f562ba0ad17ede1fc065804c38e2796c624ff2..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/manifest.yaml +++ /dev/null @@ -1,33 +0,0 @@ -name: rel-event -manifest_version: 1 -description: 'Event recommendation: users, events, attendance records, and social and interest signals.' -val_timestamp: '2012-11-21' -test_timestamp: '2012-11-29' -tables: - user_friends: - pkey: null - time_col: null - fkeys: - user: users - friend: users - event_interest: - pkey: null - time_col: timestamp - fkeys: - event: events - user: users - event_attendees: - pkey: null - time_col: start_time - fkeys: - event: events - user_id: users - users: - pkey: user_id - time_col: joinedAt - fkeys: {} - events: - pkey: event_id - time_col: start_time - fkeys: - user_id: users diff --git a/legacy/_transformed/rel-event/schema.svg b/legacy/_transformed/rel-event/schema.svg deleted file mode 100644 index 59cb01c8daada534b05416c32252d433b3f8a105..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/schema.svg +++ /dev/null @@ -1,589 +0,0 @@ - - -schema - - -user_friends:e->users:w - - - -user_friends:e->users:w - - - -event_interest:e->users:w - - - -event_interest:e->events:w - - - -event_attendees:e->users:w - - - -event_attendees:e->events:w - - - -events:e->users:w - - -user_friends - -user_friends - -30M rows - -user - -FK - -friend - -FK - - - -users - -users - -38K rows - -user_id - -PK - -joinedAt - -TIME - -birthyear - -float - -timezone - -float - -locale - -str - -gender - -str - -location - -str - - - -event_interest - -event_interest - -15K rows - -user - -FK - -event - -FK - -timestamp - -TIME - -invited - -int - -interested - -int - -not_interested - -int - - - -events - -events - -3M rows - -event_id - -PK - -user_id - -FK - -start_time - -TIME - -lat - -float - -lng - -float - -c_1 - -int - -c_2 - -int - -c_3 - -int - -c_4 - -int - -c_5 - -int - -c_6 - -int - -c_7 - -int - -c_8 - -int - -c_9 - -int - -c_10 - -int - -c_11 - -int - -c_12 - -int - -c_13 - -int - -c_14 - -int - -c_15 - -int - -c_16 - -int - -c_17 - -int - -c_18 - -int - -c_19 - -int - -c_20 - -int - -c_21 - -int - -c_22 - -int - -c_23 - -int - -c_24 - -int - -c_25 - -int - -c_26 - -int - -c_27 - -int - -c_28 - -int - -c_29 - -int - -c_30 - -int - -c_31 - -int - -c_32 - -int - -c_33 - -int - -c_34 - -int - -c_35 - -int - -c_36 - -int - -c_37 - -int - -c_38 - -int - -c_39 - -int - -c_40 - -int - -c_41 - -int - -c_42 - -int - -c_43 - -int - -c_44 - -int - -c_45 - -int - -c_46 - -int - -c_47 - -int - -c_48 - -int - -c_49 - -int - -c_50 - -int - -c_51 - -int - -c_52 - -int - -c_53 - -int - -c_54 - -int - -c_55 - -int - -c_56 - -int - -c_57 - -int - -c_58 - -int - -c_59 - -int - -c_60 - -int - -c_61 - -int - -c_62 - -int - -c_63 - -int - -c_64 - -int - -c_65 - -int - -c_66 - -int - -c_67 - -int - -c_68 - -int - -c_69 - -int - -c_70 - -int - -c_71 - -int - -c_72 - -int - -c_73 - -int - -c_74 - -int - -c_75 - -int - -c_76 - -int - -c_77 - -int - -c_78 - -int - -c_79 - -int - -c_80 - -int - -c_81 - -int - -c_82 - -int - -c_83 - -int - -c_84 - -int - -c_85 - -int - -c_86 - -int - -c_87 - -int - -c_88 - -int - -c_89 - -int - -c_90 - -int - -c_91 - -int - -c_92 - -int - -c_93 - -int - -c_94 - -int - -c_95 - -int - -c_96 - -int - -c_97 - -int - -c_98 - -int - -c_99 - -int - -c_100 - -int - -c_other - -int - -city - -str - -state - -str - -zip - -str - -country - -str - - - -event_attendees - -event_attendees - -11M rows - -event - -FK - -user_id - -FK - -start_time - -TIME - -status - -str - - - - \ No newline at end of file diff --git a/legacy/_transformed/rel-event/tasks/event_interest-interested/manifest.yaml b/legacy/_transformed/rel-event/tasks/event_interest-interested/manifest.yaml deleted file mode 100644 index 77017ffbf449eb6c0ffab51fe0bcf5ecab579adc..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/event_interest-interested/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: event_interest-interested -kind: autocomplete -task_type: binary_classification -description: Predict the `interested` column of the `event_interest` table. -entity_table: event_interest -target_col: interested -remove_columns: -- - event_interest - - not_interested -manifest_version: 1 diff --git a/legacy/_transformed/rel-event/tasks/event_interest-interested/test.parquet b/legacy/_transformed/rel-event/tasks/event_interest-interested/test.parquet deleted file mode 100644 index 6d989df06bd9ac1c80727fe81331b4562ee24d79..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/event_interest-interested/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:1c6f5e487f629a3bffb4f658214ad84df083561bd91a1c1e2802901e077221ad -size 3479 diff --git a/legacy/_transformed/rel-event/tasks/event_interest-interested/train.parquet b/legacy/_transformed/rel-event/tasks/event_interest-interested/train.parquet deleted file mode 100644 index 27d4230631332aff7cb60dedf23788a860a68a50..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/event_interest-interested/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:d15d766a72fd52da0a816dfe786793466ee31b2f650fd79c7699678e74d9d29b -size 80048 diff --git a/legacy/_transformed/rel-event/tasks/event_interest-interested/val.parquet b/legacy/_transformed/rel-event/tasks/event_interest-interested/val.parquet deleted file mode 100644 index 4a0930917e258e6fd85e1d81d81368cdb0b46ab8..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/event_interest-interested/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:605c9c1067e008b030f99d3c2913f1871ef653909ac1feee148b9a6e474c0f50 -size 4118 diff --git a/legacy/_transformed/rel-event/tasks/event_interest-not_interested/manifest.yaml b/legacy/_transformed/rel-event/tasks/event_interest-not_interested/manifest.yaml deleted file mode 100644 index eb4e28757a40bf4c2528381c5dafec18f595dd25..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/event_interest-not_interested/manifest.yaml +++ /dev/null @@ -1,10 +0,0 @@ -name: event_interest-not_interested -kind: autocomplete -task_type: binary_classification -description: Predict the `not_interested` column of the `event_interest` table. -entity_table: event_interest -target_col: not_interested -remove_columns: -- - event_interest - - interested -manifest_version: 1 diff --git a/legacy/_transformed/rel-event/tasks/event_interest-not_interested/test.parquet b/legacy/_transformed/rel-event/tasks/event_interest-not_interested/test.parquet deleted file mode 100644 index 39793ded872cd7bba105a8ee54c8ebf2d5235f1a..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/event_interest-not_interested/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:4ca5e241d0b1e2dc7b6725b870dcc86fefe4392bfe2b78ceec7f8a6f5dd242c5 -size 3457 diff --git a/legacy/_transformed/rel-event/tasks/event_interest-not_interested/train.parquet b/legacy/_transformed/rel-event/tasks/event_interest-not_interested/train.parquet deleted file mode 100644 index 8193b0ff3481daab38e4ccb545df4fa544ff9b17..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/event_interest-not_interested/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:bef4ae4f7bb075a2f58c5f0892062f489f9bd8013698d88c5fa0b1c53bf58044 -size 78832 diff --git a/legacy/_transformed/rel-event/tasks/event_interest-not_interested/val.parquet b/legacy/_transformed/rel-event/tasks/event_interest-not_interested/val.parquet deleted file mode 100644 index 4caccd304f1681fab273cff7de6ceafe1595f05f..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/event_interest-not_interested/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:189431c6e0441b00eac04b776f48a465b2d93ea4125d0f25bb70d6d9e40aa99d -size 4075 diff --git a/legacy/_transformed/rel-event/tasks/user-attendance/manifest.yaml b/legacy/_transformed/rel-event/tasks/user-attendance/manifest.yaml deleted file mode 100644 index 27bcbb0d91f7baeff4829c92a71b1ce6f0cad07f..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/user-attendance/manifest.yaml +++ /dev/null @@ -1,11 +0,0 @@ -name: user-attendance -kind: forecast -task_type: regression -description: Predict the number of events a user will go to in the next seven days 7 days. -entity_table: users -entity_col: user -target_col: target -time_col: timestamp -timedelta: 7 days -sql: "SELECT\n t.timestamp,\n CAST(event_attendees.user_id AS BIGINT) AS user,\n SUM(CASE WHEN event_attendees.status IN ('yes', 'maybe') THEN 1 ELSE 0 END) AS target\n FROM\n timestamps t\n LEFT JOIN\n event_attendees\n ON\n event_attendees.start_time > t.timestamp AND\n event_attendees.start_time <= t.timestamp + INTERVAL '{timedelta}'\n WHERE\n event_attendees.user_id IS NOT NULL\n GROUP BY\n t.timestamp,\n event_attendees.user_id\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-event/tasks/user-attendance/test.parquet b/legacy/_transformed/rel-event/tasks/user-attendance/test.parquet deleted file mode 100644 index 00d9f949784cf60521dcd091b9395b14a2af00ed..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/user-attendance/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:5b6e4361083f173dac45eda6e7d5be8174e66b8dd99cc924e0818442f6edc2fa -size 7069 diff --git a/legacy/_transformed/rel-event/tasks/user-attendance/train.parquet b/legacy/_transformed/rel-event/tasks/user-attendance/train.parquet deleted file mode 100644 index 5cfef49fe3fd5d2ce09d90ddf67de79da0817068..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/user-attendance/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:309bf22acb0eab727cd6fbb63adf07af923e2f5fbcc7ca384c28bb50bba5066e -size 52042 diff --git a/legacy/_transformed/rel-event/tasks/user-attendance/val.parquet b/legacy/_transformed/rel-event/tasks/user-attendance/val.parquet deleted file mode 100644 index 1bfbb8658748ace1e567632ebb625b5f973fcba8..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/user-attendance/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:13a08014436fd038ba1da7df0fa0c762cfed37a1b11448e3c0d49ecb071f5e98 -size 7265 diff --git a/legacy/_transformed/rel-event/tasks/user-ignore/manifest.yaml b/legacy/_transformed/rel-event/tasks/user-ignore/manifest.yaml deleted file mode 100644 index 28cffdd6dc202998ac3815fc3aa63e42e3f7eeb3..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/user-ignore/manifest.yaml +++ /dev/null @@ -1,11 +0,0 @@ -name: user-ignore -kind: forecast -task_type: binary_classification -description: Predict whether a user will ignore more than 2 event invitations in the next 7 days. -entity_table: users -entity_col: user -target_col: target -time_col: timestamp -timedelta: 7 days -sql: "SELECT\n t.timestamp AS timestamp,\n CAST(event_attendees.user_id AS BIGINT) AS user,\n CASE\n WHEN SUM(CASE WHEN event_attendees.status = 'invited' THEN 1 ELSE 0 END) > 2 THEN 1\n ELSE 0\n END AS target\n FROM\n timestamps t\n LEFT JOIN\n event_attendees\n ON\n event_attendees.start_time > t.timestamp AND\n event_attendees.start_time <= t.timestamp + INTERVAL '{timedelta}'\n WHERE\n event_attendees.user_id IS NOT NULL\n GROUP BY\n t.timestamp,\n event_attendees.user_id\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-event/tasks/user-ignore/test.parquet b/legacy/_transformed/rel-event/tasks/user-ignore/test.parquet deleted file mode 100644 index 2628e24b78e1ba8cceac307cbf8a8182b75eca98..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/user-ignore/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:3bfa6671ee9c022db17ae85baecc4c091bfe4ba7c486b181eb0947113293cd34 -size 6354 diff --git a/legacy/_transformed/rel-event/tasks/user-ignore/train.parquet b/legacy/_transformed/rel-event/tasks/user-ignore/train.parquet deleted file mode 100644 index c041165c302bbef6eda2e37864b91cdc47890ac5..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/user-ignore/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:b022f1edb329b6fc0e4b933d895f38921334b58f6dc2b871ff1faf6c9f4ea71b -size 44528 diff --git a/legacy/_transformed/rel-event/tasks/user-ignore/val.parquet b/legacy/_transformed/rel-event/tasks/user-ignore/val.parquet deleted file mode 100644 index c1986660ace79f3f07e39a687458826c2d28b8bd..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/user-ignore/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:c4d9a9c887da2cc21096c106724e9aab44a561362bef29865e1a5d0b551d57ee -size 6479 diff --git a/legacy/_transformed/rel-event/tasks/user-repeat/manifest.yaml b/legacy/_transformed/rel-event/tasks/user-repeat/manifest.yaml deleted file mode 100644 index 6de974e19f9baabec5476d00ba4d2438efcdb3a7..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/user-repeat/manifest.yaml +++ /dev/null @@ -1,11 +0,0 @@ -name: user-repeat -kind: external -task_type: binary_classification -description: Predict whether a user will attend an event in the next 7 days if they have already attended an event in the last 14 days. -entity_table: users -entity_col: user -target_col: target -time_col: timestamp -timedelta: 7 days -sql: "\n WITH all_timestamps AS (\n SELECT (SELECT MIN(timestamp) FROM timestamps) - INTERVAL '{timedelta}' * 2 AS timestamp\n UNION ALL\n SELECT (SELECT MIN(timestamp) FROM timestamps) - INTERVAL '{timedelta}' AS timestamp\n UNION ALL\n SELECT timestamp FROM timestamps\n ),\n tb AS(\n SELECT\n t.timestamp AS timestamp,\n event_attendees.user_id AS user,\n MAX(CASE WHEN event_attendees.status IN ('yes', 'maybe') THEN 1 ELSE 0 END) AS target,\n MAX(MAX(CASE WHEN event_attendees.status IN ('yes', 'maybe') THEN 1 ELSE 0 END)) OVER (PARTITION BY event_attendees.user_id ORDER BY t.timestamp ROWS BETWEEN 2 PRECEDING AND 1 PRECEDING) as prev_target\n FROM\n all_timestamps t\n LEFT JOIN\n event_attendees\n ON\n event_attendees.start_time > t.timestamp AND\n event_attendees.start_time <= t.timestamp + INTERVAL '{timedelta}'\n GROUP BY\n t.timestamp,\n event_attendees.user_id\n )\n SELECT\n timestamp,\n CAST(user AS BIGINT) AS user,\n target\n FROM\n tb\n WHERE\n prev_target = 1\n AND user IS NOT NULL\n AND timestamp = (SELECT MAX(timestamp) FROM all_timestamps);\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-event/tasks/user-repeat/test.parquet b/legacy/_transformed/rel-event/tasks/user-repeat/test.parquet deleted file mode 100644 index daf0ccab87112d5737fd7a9e0208e6a7c773fbb4..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/user-repeat/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:1b66b5c374da16b776960215b446631d46089a7c53b7370c25ac84729ca09439 -size 2877 diff --git a/legacy/_transformed/rel-event/tasks/user-repeat/train.parquet b/legacy/_transformed/rel-event/tasks/user-repeat/train.parquet deleted file mode 100644 index 6bcc0d313755d7f3e4e6f9d66723d77bdb698d22..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/user-repeat/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:6db9dcf5488620a92054b6ea10e7ddf415ce68a715b6d49b3c5b0fd4b5796402 -size 17661 diff --git a/legacy/_transformed/rel-event/tasks/user-repeat/val.parquet b/legacy/_transformed/rel-event/tasks/user-repeat/val.parquet deleted file mode 100644 index b9bfeaa2d4760e1af62d798ae3e5fc8ef72fcc91..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/user-repeat/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:ebd022b3353260635fd058c7f0065a59913fb738a5bfd8104c126c71e639a867 -size 3070 diff --git a/legacy/_transformed/rel-event/tasks/users-birthyear/manifest.yaml b/legacy/_transformed/rel-event/tasks/users-birthyear/manifest.yaml deleted file mode 100644 index e5b8f0d26cce0ff8049e045e9d6093923f48b2f1..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/users-birthyear/manifest.yaml +++ /dev/null @@ -1,7 +0,0 @@ -name: users-birthyear -kind: autocomplete -task_type: regression -description: Predict the `birthyear` column of the `users` table. -entity_table: users -target_col: birthyear -manifest_version: 1 diff --git a/legacy/_transformed/rel-event/tasks/users-birthyear/test.parquet b/legacy/_transformed/rel-event/tasks/users-birthyear/test.parquet deleted file mode 100644 index 3b17b1fd9f4257e873c401ce97ad728071a934ff..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/users-birthyear/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:4602dfd40e8e0584734b38d3cd953febbcde5a4754dbd62af9d5a0c46755bcf2 -size 11560 diff --git a/legacy/_transformed/rel-event/tasks/users-birthyear/train.parquet b/legacy/_transformed/rel-event/tasks/users-birthyear/train.parquet deleted file mode 100644 index 03056bb107250f01603210288866405782a5d86b..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/users-birthyear/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:bb5732af8e97444ddef9c3d913e7acf189f6d117208671cabd45bff36c7bb7d1 -size 308688 diff --git a/legacy/_transformed/rel-event/tasks/users-birthyear/val.parquet b/legacy/_transformed/rel-event/tasks/users-birthyear/val.parquet deleted file mode 100644 index 4cf9e2499e27c8a4700a4681aea017f3dc3e111c..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-event/tasks/users-birthyear/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:a338edaa30e082ba93c7afa5cd0193aec2794797dcb5b1de2f922abd7669d58b -size 18711 diff --git a/legacy/_transformed/rel-f1/README.md b/legacy/_transformed/rel-f1/README.md deleted file mode 100644 index 2e6646d785c8c296c31f4fe8a3954863427affea..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/README.md +++ /dev/null @@ -1,39 +0,0 @@ -# rel-f1 - -Formula 1 motorsport database: races, drivers, constructors, circuits, race results, qualifying, and championship standings. - -## Schema - -![schema diagram](schema.svg) - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `driver-circuit-compete` | forecast | link_prediction | Predict on which circuits a driver will compete in the next 1 year. | -| `driver-dnf` | forecast | binary_classification | Predict the if each driver will DNF (not finish) a race in the next 1 month. | -| `driver-position` | forecast | regression | Predict the average finishing position of each driver all races in the next 2 months. | -| `driver-top3` | forecast | binary_classification | Predict if each driver will qualify in the top-3 for a race within the next 1 month. | -| `qualifying-position` | autocomplete | regression | Predict the `position` column of the `qualifying` table. | -| `results-position` | autocomplete | regression | Predict the `position` column of the `results` table. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("relbench/v1/rel-f1") -task = relbench.load_task("relbench/v1/rel-f1", "") -``` - -## Citation - -Please cite [RelBench](https://proceedings.neurips.cc/paper_files/paper/2024/hash/25cd345233c65fac1fec0ce61d0f7836-Abstract-Datasets_and_Benchmarks_Track.html): - -```bibtex -@inproceedings{robinson2024relbench, - title = {{RelBench}: A Benchmark for Deep Learning on Relational Databases}, - author = {Robinson, Joshua and Ranjan, Rishabh and Hu, Weihua and Huang, Kexin and Han, Jiaqi and Dobles, Alejandro and Fey, Matthias and Lenssen, Jan E. and Yuan, Yiwen and Zhang, Zecheng and He, Xinwei and Leskovec, Jure}, - booktitle = {Advances in Neural Information Processing Systems 37 (NeurIPS 2024) Datasets and Benchmarks Track}, - year = {2024} -} -``` diff --git a/legacy/_transformed/rel-f1/db/circuits.parquet b/legacy/_transformed/rel-f1/db/circuits.parquet deleted file mode 100644 index 909737490f6983d2ea48f6ab51b88e03c7a41c35..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/db/circuits.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:cf886dbd7d4d3b0ff08aded0c4d71129005923000b652b9842dc76a8a2ab1f00 -size 6996 diff --git a/legacy/_transformed/rel-f1/db/constructor_results.parquet b/legacy/_transformed/rel-f1/db/constructor_results.parquet deleted file mode 100644 index 1e584503837cb79ed1e94a8a11463a580a2169ec..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/db/constructor_results.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:7d2ccf6a1a43d671b79feedb7c0aa92938bdf36b804f7b318b12272112c6b5f3 -size 58175 diff --git a/legacy/_transformed/rel-f1/db/constructor_standings.parquet b/legacy/_transformed/rel-f1/db/constructor_standings.parquet deleted file mode 100644 index 70cffd6e558d669840522e38c7b60edf61528547..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/db/constructor_standings.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:58375c4bdcc7cce2eba90b263439fa0ce66a7653f050eae02aff3764ff746568 -size 79304 diff --git a/legacy/_transformed/rel-f1/db/constructors.parquet b/legacy/_transformed/rel-f1/db/constructors.parquet deleted file mode 100644 index fa1fa06f7b479d81f0b2a65a5791fa56fec0c81f..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/db/constructors.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:3be9f7c6d73dd7e7c02918c8b9655cb9019d3a573699f2ac2141cb16d239d0d3 -size 4872 diff --git a/legacy/_transformed/rel-f1/db/drivers.parquet b/legacy/_transformed/rel-f1/db/drivers.parquet deleted file mode 100644 index 3bb9a546ddcc028aed670b9fff762b72faa520c0..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/db/drivers.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:e7318c81322d412f183b053b1f83a8156574ef8924c96067df100c326b5f945d -size 24631 diff --git a/legacy/_transformed/rel-f1/db/qualifying.parquet b/legacy/_transformed/rel-f1/db/qualifying.parquet deleted file mode 100644 index a10d319f1b139c4c655c7aa5308125462b224ec8..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/db/qualifying.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:0b6a11668282b6c2e064626815990041cf5442322aabceab4d1ebde3842b8ed7 -size 53914 diff --git a/legacy/_transformed/rel-f1/db/races.parquet b/legacy/_transformed/rel-f1/db/races.parquet deleted file mode 100644 index 25aedb31aa1ede83b8d5dc42e2ed710e968e40f7..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/db/races.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:1c410c4c17966fced85fda2035957ea3d0643d743a72089ee59f50343b2a595c -size 16943 diff --git a/legacy/_transformed/rel-f1/db/results.parquet b/legacy/_transformed/rel-f1/db/results.parquet deleted file mode 100644 index 4e01fd9e50396298da7b386d00e30966e2381a46..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/db/results.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:06f6f0557f6ef3d344780d3bcde441ff8fd9e6904f96b910175efa22bf7a0a6b -size 276088 diff --git a/legacy/_transformed/rel-f1/db/standings.parquet b/legacy/_transformed/rel-f1/db/standings.parquet deleted file mode 100644 index 00b1c9500917bbf06a9836222b4eb5f63e2154ef..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/db/standings.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:21139c409263c74a00548de6903db200ecd77632230a0f91aee3dbead1ae56be -size 187381 diff --git a/legacy/_transformed/rel-f1/manifest.yaml b/legacy/_transformed/rel-f1/manifest.yaml deleted file mode 100644 index dc0f363e75d49c21c74a12122d23e588d7099929..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/manifest.yaml +++ /dev/null @@ -1,55 +0,0 @@ -name: rel-f1 -manifest_version: 1 -description: 'Formula 1 motorsport database: races, drivers, constructors, circuits, race results, qualifying, and championship standings.' -val_timestamp: '2005-01-01' -test_timestamp: '2010-01-01' -tables: - races: - pkey: raceId - time_col: date - fkeys: - circuitId: circuits - qualifying: - pkey: qualifyId - time_col: date - fkeys: - raceId: races - driverId: drivers - constructorId: constructors - constructor_standings: - pkey: constructorStandingsId - time_col: date - fkeys: - raceId: races - constructorId: constructors - standings: - pkey: driverStandingsId - time_col: date - fkeys: - raceId: races - driverId: drivers - constructors: - pkey: constructorId - time_col: null - fkeys: {} - drivers: - pkey: driverId - time_col: null - fkeys: {} - constructor_results: - pkey: constructorResultsId - time_col: date - fkeys: - raceId: races - constructorId: constructors - circuits: - pkey: circuitId - time_col: null - fkeys: {} - results: - pkey: resultId - time_col: date - fkeys: - raceId: races - driverId: drivers - constructorId: constructors diff --git a/legacy/_transformed/rel-f1/schema.svg b/legacy/_transformed/rel-f1/schema.svg deleted file mode 100644 index 2b09736bdeac58134cf235806539b98d6071d8a0..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/schema.svg +++ /dev/null @@ -1,397 +0,0 @@ - - -schema - - -races:e->circuits:w - - - -qualifying:e->races:w - - - -qualifying:e->constructors:w - - - -qualifying:e->drivers:w - - - -constructor_standings:e->races:w - - - -constructor_standings:e->constructors:w - - - -standings:e->races:w - - - -standings:e->drivers:w - - - -constructor_results:e->races:w - - - -constructor_results:e->constructors:w - - - -results:e->races:w - - - -results:e->constructors:w - - - -results:e->drivers:w - - -races - -races - -1K rows - -raceId - -PK - -circuitId - -FK - -date - -TIME - -year - -int - -round - -int - -name - -str - -time - -str - - - -circuits - -circuits - -77 rows - -circuitId - -PK - -lat - -float - -lng - -float - -alt - -float - -circuitRef - -str - -name - -str - -location - -str - -country - -str - - - -qualifying - -qualifying - -10K rows - -qualifyId - -PK - -raceId - -FK - -driverId - -FK - -constructorId - -FK - -date - -TIME - -number - -int - -position - -int - - - -constructors - -constructors - -211 rows - -constructorId - -PK - -constructorRef - -str - -name - -str - -nationality - -str - - - -drivers - -drivers - -857 rows - -driverId - -PK - -driverRef - -str - -code - -str - -forename - -str - -surname - -str - -nationality - -str - -dob - -datetime - - - -constructor_standings - -constructor_standings - -13K rows - -constructorStandingsId - -PK - -raceId - -FK - -constructorId - -FK - -date - -TIME - -points - -float - -position - -int - -wins - -int - - - -standings - -standings - -34K rows - -driverStandingsId - -PK - -raceId - -FK - -driverId - -FK - -date - -TIME - -points - -float - -position - -int - -wins - -int - - - -constructor_results - -constructor_results - -12K rows - -constructorResultsId - -PK - -raceId - -FK - -constructorId - -FK - -date - -TIME - -points - -float - - - -results - -results - -26K rows - -resultId - -PK - -raceId - -FK - -driverId - -FK - -constructorId - -FK - -date - -TIME - -number - -float - -position - -float - -points - -float - -milliseconds - -float - -fastestLap - -float - -rank - -float - -grid - -int - -positionOrder - -int - -laps - -int - -statusId - -int - - - - \ No newline at end of file diff --git a/legacy/_transformed/rel-f1/tasks/driver-circuit-compete/manifest.yaml b/legacy/_transformed/rel-f1/tasks/driver-circuit-compete/manifest.yaml deleted file mode 100644 index 7992c2c18af8913777204109f4990d2ebdafee2e..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/driver-circuit-compete/manifest.yaml +++ /dev/null @@ -1,30 +0,0 @@ -name: driver-circuit-compete -kind: forecast -task_type: link_prediction -description: Predict on which circuits a driver will compete in the next 1 year. -target_col: circuitId -time_col: date -src_entity_table: drivers -src_entity_col: driverId -dst_entity_table: circuits -dst_entity_col: circuitId -eval_k: 10 -timedelta: 365 days -sql: |- - SELECT - t.timestamp as date, - re.driverId as driverId, - LIST(DISTINCT race.circuitId) as circuitId - FROM - timestamps t - LEFT JOIN - races race - ON - race.date <= t.timestamp + INTERVAL '{timedelta}' - and race.date > t.timestamp - LEFT JOIN - results re - ON - re.raceId = race.raceId - GROUP BY t.timestamp, re.driverId -manifest_version: 1 diff --git a/legacy/_transformed/rel-f1/tasks/driver-circuit-compete/test.parquet b/legacy/_transformed/rel-f1/tasks/driver-circuit-compete/test.parquet deleted file mode 100644 index d995c893bc6ab0579a40ff787eb90d5ed0547688..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/driver-circuit-compete/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:2606c5b37041db10f92147819108b901da941ddfb68134288118c26599fc0cbe -size 1856 diff --git a/legacy/_transformed/rel-f1/tasks/driver-circuit-compete/train.parquet b/legacy/_transformed/rel-f1/tasks/driver-circuit-compete/train.parquet deleted file mode 100644 index 85f6d6ee69b0b68279ae6efe5269735f3ab9e621..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/driver-circuit-compete/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:ed28b58e0ff9f66dbb0def4d2f10bc858d704595947bfe4321465077c7aebf80 -size 19446 diff --git a/legacy/_transformed/rel-f1/tasks/driver-circuit-compete/val.parquet b/legacy/_transformed/rel-f1/tasks/driver-circuit-compete/val.parquet deleted file mode 100644 index 5acb4995a1431b20aeb61c3daa2d33ebce170218..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/driver-circuit-compete/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:a5d8b79a8bcfd48002b3572a82324406046c23d51c1035d7aa7525c2e651b2e7 -size 1706 diff --git a/legacy/_transformed/rel-f1/tasks/driver-dnf/manifest.yaml b/legacy/_transformed/rel-f1/tasks/driver-dnf/manifest.yaml deleted file mode 100644 index b8f4bef0ea47c2a88fce303f8cecfe0054d25ee4..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/driver-dnf/manifest.yaml +++ /dev/null @@ -1,30 +0,0 @@ -name: driver-dnf -kind: forecast -task_type: binary_classification -description: Predict the if each driver will DNF (not finish) a race in the next 1 month. -entity_table: drivers -entity_col: driverId -target_col: did_not_finish -time_col: date -timedelta: 30 days -num_eval_timestamps: 40 -sql: |- - SELECT - t.timestamp as date, - re.driverId as driverId, - MAX(CASE WHEN re.statusId != 1 THEN 1 ELSE 0 END) AS did_not_finish - FROM - timestamps t - LEFT JOIN - results re - ON - re.date <= t.timestamp + INTERVAL '{timedelta}' - and re.date > t.timestamp - WHERE - re.driverId IN ( - SELECT DISTINCT driverId - FROM results - WHERE date > t.timestamp - INTERVAL '1 year' - ) - GROUP BY t.timestamp, re.driverId -manifest_version: 1 diff --git a/legacy/_transformed/rel-f1/tasks/driver-dnf/test.parquet b/legacy/_transformed/rel-f1/tasks/driver-dnf/test.parquet deleted file mode 100644 index 7a972cbf2a5275e0f24313b8e5a11e2672cb7ee4..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/driver-dnf/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:d7cd6098a560b8d10fd79978f78a8a85aa9c3bde7c35c5d73f9c16cd404e414c -size 1887 diff --git a/legacy/_transformed/rel-f1/tasks/driver-dnf/train.parquet b/legacy/_transformed/rel-f1/tasks/driver-dnf/train.parquet deleted file mode 100644 index 86f38b7515f0753a8a0288447d467c2474279a49..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/driver-dnf/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:a38ec251abce8368134979cea76939c4b6629f4494129b6a2e6deef0b83ad5ad -size 14839 diff --git a/legacy/_transformed/rel-f1/tasks/driver-dnf/val.parquet b/legacy/_transformed/rel-f1/tasks/driver-dnf/val.parquet deleted file mode 100644 index 5f015f290a766f12b899027b84d2470b92fc8baa..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/driver-dnf/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:448ad406a12be96a3294207a447f085f23578daf02a1118ed280f5b98d586f73 -size 1826 diff --git a/legacy/_transformed/rel-f1/tasks/driver-position/manifest.yaml b/legacy/_transformed/rel-f1/tasks/driver-position/manifest.yaml deleted file mode 100644 index 2f50cc371e34cec14aa5838cd87c840ce2f85894..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/driver-position/manifest.yaml +++ /dev/null @@ -1,30 +0,0 @@ -name: driver-position -kind: forecast -task_type: regression -description: Predict the average finishing position of each driver all races in the next 2 months. -entity_table: drivers -entity_col: driverId -target_col: position -time_col: date -timedelta: 60 days -num_eval_timestamps: 40 -sql: |- - SELECT - t.timestamp as date, - re.driverId as driverId, - mean(re.positionOrder) as position, - FROM - timestamps t - LEFT JOIN - results re - ON - re.date <= t.timestamp + INTERVAL '{timedelta}' - and re.date > t.timestamp - WHERE - re.driverId IN ( - SELECT DISTINCT driverId - FROM results - WHERE date > t.timestamp - INTERVAL '1 year' - ) - GROUP BY t.timestamp, re.driverId -manifest_version: 1 diff --git a/legacy/_transformed/rel-f1/tasks/driver-position/test.parquet b/legacy/_transformed/rel-f1/tasks/driver-position/test.parquet deleted file mode 100644 index 190283ecc63f7ef862830e0afa1b76744dff7441..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/driver-position/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:b94658ebb33061761614d236be1918f490ce7d91a91775d89363a9f565d33302 -size 3507 diff --git a/legacy/_transformed/rel-f1/tasks/driver-position/train.parquet b/legacy/_transformed/rel-f1/tasks/driver-position/train.parquet deleted file mode 100644 index f08f00695db69381922feb337c667874ee37ae75..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/driver-position/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:cee95dab8a807dbe612bb2dd8bec4d7e75719e91c1b5a5ff739cdf6dfb8dcab0 -size 22500 diff --git a/legacy/_transformed/rel-f1/tasks/driver-position/val.parquet b/legacy/_transformed/rel-f1/tasks/driver-position/val.parquet deleted file mode 100644 index 57c73ff9b7b2a0d6afad30356cad67c9fb93b361..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/driver-position/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:491198049cd056faa1cfb6fcc14e53e921b1eeb1c807132c7a8604ecffc9e59c -size 2744 diff --git a/legacy/_transformed/rel-f1/tasks/driver-top3/manifest.yaml b/legacy/_transformed/rel-f1/tasks/driver-top3/manifest.yaml deleted file mode 100644 index f709f12a7b179eaacc5462280aab46c4513a8e45..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/driver-top3/manifest.yaml +++ /dev/null @@ -1,32 +0,0 @@ -name: driver-top3 -kind: forecast -task_type: binary_classification -description: Predict if each driver will qualify in the top-3 for a race within the next 1 month. -entity_table: drivers -entity_col: driverId -target_col: qualifying -time_col: date -timedelta: 30 days -num_eval_timestamps: 40 -sql: |- - SELECT - t.timestamp as date, - qu.driverId as driverId, - CAST( - CASE WHEN MIN(qu.position) <= 3 THEN 1 ELSE 0 END AS BIGINT - ) AS qualifying - FROM - timestamps t - LEFT JOIN - qualifying qu - ON - qu.date <= t.timestamp + INTERVAL '{timedelta}' - and qu.date > t.timestamp - WHERE - qu.driverId IN ( - SELECT DISTINCT driverId - FROM qualifying - WHERE date > t.timestamp - INTERVAL '1 year' - ) - GROUP BY t.timestamp, qu.driverId -manifest_version: 1 diff --git a/legacy/_transformed/rel-f1/tasks/driver-top3/test.parquet b/legacy/_transformed/rel-f1/tasks/driver-top3/test.parquet deleted file mode 100644 index b088c3df83b63d4da4e97fa67def3744680e57dc..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/driver-top3/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:517afa764d847925c2c55ebe93aefc130e653237520ca8bca62f51c03a0128c5 -size 1871 diff --git a/legacy/_transformed/rel-f1/tasks/driver-top3/train.parquet b/legacy/_transformed/rel-f1/tasks/driver-top3/train.parquet deleted file mode 100644 index a261d76da78058e9d5143c33ca72edf929f8b7f6..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/driver-top3/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:b0f1753d56387891f30d9fab13e3a204e1916e8ddbe1a03bd978da5889ed679f -size 2847 diff --git a/legacy/_transformed/rel-f1/tasks/driver-top3/val.parquet b/legacy/_transformed/rel-f1/tasks/driver-top3/val.parquet deleted file mode 100644 index 28df3df7c50390c4c6884f9efcfe7469ba899c16..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/driver-top3/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:1a938d32792baaf7f1e6e5fc72574c33d0c87cb13639ec1d3259cc976f8f4873 -size 1830 diff --git a/legacy/_transformed/rel-f1/tasks/qualifying-position/manifest.yaml b/legacy/_transformed/rel-f1/tasks/qualifying-position/manifest.yaml deleted file mode 100644 index de5e90ce9ff00722a60b21412373a2a366bd34e6..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/qualifying-position/manifest.yaml +++ /dev/null @@ -1,7 +0,0 @@ -name: qualifying-position -kind: autocomplete -task_type: regression -description: Predict the `position` column of the `qualifying` table. -entity_table: qualifying -target_col: position -manifest_version: 1 diff --git a/legacy/_transformed/rel-f1/tasks/qualifying-position/test.parquet b/legacy/_transformed/rel-f1/tasks/qualifying-position/test.parquet deleted file mode 100644 index 0c535acea4af65f74c5ef31b9186ff0396359079..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/qualifying-position/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:2fcc4ce8043f511ef6ff6543a190dc6e527298699393ff3d0f3bf481cefd09e9 -size 12256 diff --git a/legacy/_transformed/rel-f1/tasks/qualifying-position/train.parquet b/legacy/_transformed/rel-f1/tasks/qualifying-position/train.parquet deleted file mode 100644 index aaf86ff6522554dcd4e6e490eb73c11aafbed318..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/qualifying-position/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:20553911f2c21520459eb19749c65ccd6988da190126d35fb4567c1768c2627a -size 7353 diff --git a/legacy/_transformed/rel-f1/tasks/qualifying-position/val.parquet b/legacy/_transformed/rel-f1/tasks/qualifying-position/val.parquet deleted file mode 100644 index ca1ff8ea612282afac992617f792a3a94e7accec..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/qualifying-position/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:384144de2417c6ca7bacd9801eb21640c1ed439d19c4553ab6d0fba1915a92c0 -size 7692 diff --git a/legacy/_transformed/rel-f1/tasks/results-position/manifest.yaml b/legacy/_transformed/rel-f1/tasks/results-position/manifest.yaml deleted file mode 100644 index 7adc4e4b912dfc36e0f74d638eeb2fbf958574f7..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/results-position/manifest.yaml +++ /dev/null @@ -1,22 +0,0 @@ -name: results-position -kind: autocomplete -task_type: regression -description: Predict the `position` column of the `results` table. -entity_table: results -target_col: position -remove_columns: -- - results - - statusId -- - results - - positionOrder -- - results - - points -- - results - - laps -- - results - - milliseconds -- - results - - fastestLap -- - results - - rank -manifest_version: 1 diff --git a/legacy/_transformed/rel-f1/tasks/results-position/test.parquet b/legacy/_transformed/rel-f1/tasks/results-position/test.parquet deleted file mode 100644 index 86710227b4cf5d3e5aa5395f8158785e78debfdc..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/results-position/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:56877f49e8c1da7984551f79fa6b73763a949638ecf7ce4f395849fd5b41d0dd -size 12232 diff --git a/legacy/_transformed/rel-f1/tasks/results-position/train.parquet b/legacy/_transformed/rel-f1/tasks/results-position/train.parquet deleted file mode 100644 index 1aef4aa82107a36e995955b22844f846de1b1010..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/results-position/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:09290064793d9fbaed7b60a41eb43bd842a5d6ce3c1d17356edc8e2fb4bfcc2b -size 27222 diff --git a/legacy/_transformed/rel-f1/tasks/results-position/val.parquet b/legacy/_transformed/rel-f1/tasks/results-position/val.parquet deleted file mode 100644 index ef8016988f86b3477a8a184270c2033926ac31cd..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-f1/tasks/results-position/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:f46b2f6325bed84c6906e86e5c3d27614be0fd403412c329d7f71444110168ee -size 6625 diff --git a/legacy/_transformed/rel-hm/README.md b/legacy/_transformed/rel-hm/README.md deleted file mode 100644 index fdc9530fc31711f7e70c3676479cfffe3bcd1da4..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/README.md +++ /dev/null @@ -1,37 +0,0 @@ -# rel-hm - -H&M e-commerce: customers, articles, and time-stamped purchase transactions. - -## Schema - -![schema diagram](schema.svg) - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `item-sales` | forecast | regression | Predict the total sales for an article (the sum of prices of the associated transactions) in the next week. | -| `transactions-price` | autocomplete | regression | Predict the `price` column of the `transactions` table. | -| `user-churn` | forecast | binary_classification | Predict the churn for a customer (no transactions) in the next week. | -| `user-item-purchase` | forecast | link_prediction | Predict the list of articles each customer will purchase in the next seven days. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("relbench/v1/rel-hm") -task = relbench.load_task("relbench/v1/rel-hm", "") -``` - -## Citation - -Please cite [RelBench](https://proceedings.neurips.cc/paper_files/paper/2024/hash/25cd345233c65fac1fec0ce61d0f7836-Abstract-Datasets_and_Benchmarks_Track.html): - -```bibtex -@inproceedings{robinson2024relbench, - title = {{RelBench}: A Benchmark for Deep Learning on Relational Databases}, - author = {Robinson, Joshua and Ranjan, Rishabh and Hu, Weihua and Huang, Kexin and Han, Jiaqi and Dobles, Alejandro and Fey, Matthias and Lenssen, Jan E. and Yuan, Yiwen and Zhang, Zecheng and He, Xinwei and Leskovec, Jure}, - booktitle = {Advances in Neural Information Processing Systems 37 (NeurIPS 2024) Datasets and Benchmarks Track}, - year = {2024} -} -``` diff --git a/legacy/_transformed/rel-hm/db/article.parquet b/legacy/_transformed/rel-hm/db/article.parquet deleted file mode 100644 index 4d7a4fca85a5465b9c966c8cf2a2053dfa077026..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/db/article.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:2dbb079a83c2b4434fe5cd9c74f870c49a9b3586c5d27347dd3b99acfbb24dd2 -size 3311723 diff --git a/legacy/_transformed/rel-hm/db/customer.parquet b/legacy/_transformed/rel-hm/db/customer.parquet deleted file mode 100644 index 7f91f6263a4816e09ba198ca37af8e836b70628c..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/db/customer.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:ca2224c83eefea62147c97037833741cfb5e5c10da656534e34be03b3ef3e820 -size 45399774 diff --git a/legacy/_transformed/rel-hm/db/transactions.parquet b/legacy/_transformed/rel-hm/db/transactions.parquet deleted file mode 100644 index 5b600acf287fe3ef12be9c2a4f5a51fae91307c0..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/db/transactions.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:e94b2f5a2d1773ad1f4f0c3c5cb47264a082ee817e192666de8f4e04f73f4ce6 -size 78195376 diff --git a/legacy/_transformed/rel-hm/manifest.yaml b/legacy/_transformed/rel-hm/manifest.yaml deleted file mode 100644 index 09941a9ab43ead11b831bb576ead9e270ad2628b..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/manifest.yaml +++ /dev/null @@ -1,20 +0,0 @@ -name: rel-hm -manifest_version: 1 -description: 'H&M e-commerce: customers, articles, and time-stamped purchase transactions.' -val_timestamp: '2020-09-07' -test_timestamp: '2020-09-14' -tables: - transactions: - pkey: null - time_col: t_dat - fkeys: - customer_id: customer - article_id: article - article: - pkey: article_id - time_col: null - fkeys: {} - customer: - pkey: customer_id - time_col: null - fkeys: {} diff --git a/legacy/_transformed/rel-hm/schema.svg b/legacy/_transformed/rel-hm/schema.svg deleted file mode 100644 index 45c54ce2da90422ff3ae1c651b861f0df9ef10a2..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/schema.svg +++ /dev/null @@ -1,185 +0,0 @@ - - -schema - - -transactions:e->article:w - - - -transactions:e->customer:w - - -transactions - -transactions - -15M rows - -customer_id - -FK - -article_id - -FK - -t_dat - -TIME - -price - -float - -sales_channel_id - -int - - - -article - -article - -106K rows - -article_id - -PK - -product_code - -int - -product_type_no - -int - -graphical_appearance_no - -int - -colour_group_code - -int - -perceived_colour_value_id - -int - -perceived_colour_master_id - -int - -department_no - -int - -index_group_no - -int - -section_no - -int - -garment_group_no - -int - -prod_name - -str - -product_type_name - -str - -product_group_name - -str - -graphical_appearance_name - -str - -colour_group_name - -str - -perceived_colour_value_name - -str - -perceived_colour_master_name - -str - -department_name - -str - -index_code - -str - -index_name - -str - -index_group_name - -str - -section_name - -str - -garment_group_name - -str - -detail_desc - -str - - - -customer - -customer - -1M rows - -customer_id - -PK - -FN - -float - -Active - -float - -age - -float - -club_member_status - -str - -fashion_news_frequency - -str - -postal_code - -str - - - - \ No newline at end of file diff --git a/legacy/_transformed/rel-hm/tasks/item-sales/manifest.yaml b/legacy/_transformed/rel-hm/tasks/item-sales/manifest.yaml deleted file mode 100644 index 83d03ed3e1553d0aa9350e3137078c97b3d7a34d..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/tasks/item-sales/manifest.yaml +++ /dev/null @@ -1,11 +0,0 @@ -name: item-sales -kind: forecast -task_type: regression -description: Predict the total sales for an article (the sum of prices of the associated transactions) in the next week. -entity_table: article -entity_col: article_id -target_col: sales -time_col: timestamp -timedelta: 7 days -sql: "\n SELECT\n timestamp,\n article_id,\n sales\n FROM\n timestamps,\n article,\n (\n SELECT\n COALESCE(SUM(price), 0) as sales\n FROM\n transactions,\n WHERE\n transactions.article_id = article.article_id AND\n t_dat > timestamp AND\n t_dat <= timestamp + INTERVAL '{timedelta}'\n )\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-hm/tasks/item-sales/test.parquet b/legacy/_transformed/rel-hm/tasks/item-sales/test.parquet deleted file mode 100644 index 6f0635a57fb687db2295af6ec1d9fe4b9e4f6146..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/tasks/item-sales/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:374fcee879b5c22c8c09d3f5fbb0d10be048938a2a5e9238df55c783a739b116 -size 244296 diff --git a/legacy/_transformed/rel-hm/tasks/item-sales/train.parquet b/legacy/_transformed/rel-hm/tasks/item-sales/train.parquet deleted file mode 100644 index 18f7152af67d0c58b953d067111f780f22bf03c5..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/tasks/item-sales/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:37572bd14f6379e04a5814dac12856c1f2d05b6de82a052bd1e11fdf1c32e5a3 -size 12772734 diff --git a/legacy/_transformed/rel-hm/tasks/item-sales/val.parquet b/legacy/_transformed/rel-hm/tasks/item-sales/val.parquet deleted file mode 100644 index cf6c75f2056bb068c0e68ee0b8ac78a6d4caed1f..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/tasks/item-sales/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:c325da3a96b0994bd473f485556f5f119ed3ee22e1c08cda33b5df13e6aff268 -size 249133 diff --git a/legacy/_transformed/rel-hm/tasks/transactions-price/manifest.yaml b/legacy/_transformed/rel-hm/tasks/transactions-price/manifest.yaml deleted file mode 100644 index f6d921842ae6697497583ea902e78608b20c2feb..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/tasks/transactions-price/manifest.yaml +++ /dev/null @@ -1,7 +0,0 @@ -name: transactions-price -kind: autocomplete -task_type: regression -description: Predict the `price` column of the `transactions` table. -entity_table: transactions -target_col: price -manifest_version: 1 diff --git a/legacy/_transformed/rel-hm/tasks/transactions-price/test.parquet b/legacy/_transformed/rel-hm/tasks/transactions-price/test.parquet deleted file mode 100644 index c2218124fe3091c2ceb23955feb39af6a8b43b77..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/tasks/transactions-price/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:36ef6b614d0d5230502f07fe5cbb6265d55b70336e851cae9776586b8e4985ec -size 627707 diff --git a/legacy/_transformed/rel-hm/tasks/transactions-price/train.parquet b/legacy/_transformed/rel-hm/tasks/transactions-price/train.parquet deleted file mode 100644 index f6219402ea909374e427cd260a99574a366038c2..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/tasks/transactions-price/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:a73d42f4ca1940a9da1daa6aa6af922a3c3a080c15eb73e58ad8a55c91cd2cfb -size 36157016 diff --git a/legacy/_transformed/rel-hm/tasks/transactions-price/val.parquet b/legacy/_transformed/rel-hm/tasks/transactions-price/val.parquet deleted file mode 100644 index 5cec5958efafd83b1ca0f4f8ec1cb68061e119b1..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/tasks/transactions-price/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:3ebfda2acbb5efc34e7f34d36e8d18c940aec8255071f946232f7edc4e070309 -size 553442 diff --git a/legacy/_transformed/rel-hm/tasks/user-churn/manifest.yaml b/legacy/_transformed/rel-hm/tasks/user-churn/manifest.yaml deleted file mode 100644 index b0b195ed2277f180111f3e43b8483cac432cd8b3..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/tasks/user-churn/manifest.yaml +++ /dev/null @@ -1,11 +0,0 @@ -name: user-churn -kind: forecast -task_type: binary_classification -description: Predict the churn for a customer (no transactions) in the next week. -entity_table: customer -entity_col: customer_id -target_col: churn -time_col: timestamp -timedelta: 7 days -sql: "\n SELECT\n timestamp,\n customer_id,\n CAST(\n NOT EXISTS (\n SELECT 1\n FROM transactions\n WHERE\n transactions.customer_id = customer.customer_id AND\n t_dat > timestamp AND\n t_dat <= timestamp + INTERVAL '{timedelta}'\n ) AS INTEGER\n ) AS churn\n FROM\n timestamps,\n customer,\n WHERE\n EXISTS (\n SELECT 1\n FROM transactions\n WHERE\n transactions.customer_id = customer.customer_id AND\n t_dat > timestamp - INTERVAL '{timedelta}' AND\n t_dat <= timestamp\n )\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-hm/tasks/user-churn/test.parquet b/legacy/_transformed/rel-hm/tasks/user-churn/test.parquet deleted file mode 100644 index 68e529dea2db478750c5e00cae5d591043f3a823..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/tasks/user-churn/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:4b1cb0fd729ef8e11dd8bba112b86df0a4e7e993a31b1009b75ae31fb7d51ace -size 95105 diff --git a/legacy/_transformed/rel-hm/tasks/user-churn/train.parquet b/legacy/_transformed/rel-hm/tasks/user-churn/train.parquet deleted file mode 100644 index bf71f575feac64aff366170279cba64065c9346f..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/tasks/user-churn/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:f16c303f301f20b5bb16b11a69ab14296ca5b6b63b855ed7f546db767cb40aa2 -size 5761676 diff --git a/legacy/_transformed/rel-hm/tasks/user-churn/val.parquet b/legacy/_transformed/rel-hm/tasks/user-churn/val.parquet deleted file mode 100644 index 094f21ee4be6001f202980f92e1a5d7a6478c139..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/tasks/user-churn/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:97da05ece913e8f82b0b9dedcf3e5ff3d4c03a7ab061eb295a56f7ee2e3cba59 -size 97458 diff --git a/legacy/_transformed/rel-hm/tasks/user-item-purchase/manifest.yaml b/legacy/_transformed/rel-hm/tasks/user-item-purchase/manifest.yaml deleted file mode 100644 index 8d9d3be84976fdb7ed4c20cd3d8a9cd30198bc84..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/tasks/user-item-purchase/manifest.yaml +++ /dev/null @@ -1,14 +0,0 @@ -name: user-item-purchase -kind: forecast -task_type: link_prediction -description: Predict the list of articles each customer will purchase in the next seven days. -target_col: article_id -time_col: timestamp -src_entity_table: customer -src_entity_col: customer_id -dst_entity_table: article -dst_entity_col: article_id -eval_k: 12 -timedelta: 7 days -sql: "\n SELECT\n t.timestamp,\n transactions.customer_id,\n LIST(DISTINCT transactions.article_id) AS article_id\n FROM\n timestamps t\n LEFT JOIN\n transactions\n ON\n transactions.t_dat > t.timestamp AND\n transactions.t_dat <= t.timestamp + INTERVAL '{timedelta}'\n GROUP BY\n t.timestamp,\n transactions.customer_id\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-hm/tasks/user-item-purchase/test.parquet b/legacy/_transformed/rel-hm/tasks/user-item-purchase/test.parquet deleted file mode 100644 index b902ca316a3d0044ab33332979020a8a0445a8a6..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/tasks/user-item-purchase/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:6e483d19fa56fef680837a284ec37816908f0735dccc5e653815a39c8c52f3b6 -size 596260 diff --git a/legacy/_transformed/rel-hm/tasks/user-item-purchase/train.parquet b/legacy/_transformed/rel-hm/tasks/user-item-purchase/train.parquet deleted file mode 100644 index 71fbc3e0046a8f179f0282f712ac4ad6f45c703e..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/tasks/user-item-purchase/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:6f86ae6334180162edab4be280eb73794bec4877ecfc196dae715be8cf48fb1e -size 40810052 diff --git a/legacy/_transformed/rel-hm/tasks/user-item-purchase/val.parquet b/legacy/_transformed/rel-hm/tasks/user-item-purchase/val.parquet deleted file mode 100644 index 1147c79b2201b36e1a0bbc6ab5814cac8a99ec66..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-hm/tasks/user-item-purchase/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:a3d4c20d115bd09d4d6d7b3172dfeeaca19893b7004272d787b2894ec91e7eb9 -size 674008 diff --git a/legacy/_transformed/rel-stack/README.md b/legacy/_transformed/rel-stack/README.md deleted file mode 100644 index b7cdddb6bf62b375e5708fb5bb0dc0c9a31722d2..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/README.md +++ /dev/null @@ -1,38 +0,0 @@ -# rel-stack - -Stack Exchange Q&A: users, posts, comments, votes, badges, and post links. - -## Schema - -![schema diagram](schema.svg) - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `post-post-related` | forecast | link_prediction | Predict a list of existing posts that users will link a given post to in the next two years. | -| `post-votes` | forecast | regression | Predict the number of upvotes that an existing question will receive in the next 2 years. | -| `user-badge` | forecast | binary_classification | Predict if each user will receive in a new badge the next 2 years. | -| `user-engagement` | forecast | binary_classification | Predict if a user will make any votes/posts/comments in the next 2 years. | -| `user-post-comment` | forecast | link_prediction | Predict a list of existing posts that a user will comment in the next two years. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("relbench/v1/rel-stack") -task = relbench.load_task("relbench/v1/rel-stack", "") -``` - -## Citation - -Please cite [RelBench](https://proceedings.neurips.cc/paper_files/paper/2024/hash/25cd345233c65fac1fec0ce61d0f7836-Abstract-Datasets_and_Benchmarks_Track.html): - -```bibtex -@inproceedings{robinson2024relbench, - title = {{RelBench}: A Benchmark for Deep Learning on Relational Databases}, - author = {Robinson, Joshua and Ranjan, Rishabh and Hu, Weihua and Huang, Kexin and Han, Jiaqi and Dobles, Alejandro and Fey, Matthias and Lenssen, Jan E. and Yuan, Yiwen and Zhang, Zecheng and He, Xinwei and Leskovec, Jure}, - booktitle = {Advances in Neural Information Processing Systems 37 (NeurIPS 2024) Datasets and Benchmarks Track}, - year = {2024} -} -``` diff --git a/legacy/_transformed/rel-stack/db/badges.parquet b/legacy/_transformed/rel-stack/db/badges.parquet deleted file mode 100644 index 67491cf301cc31cb1fc1dd52f318f72b42fe33d2..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/db/badges.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:56f044a1a759f798ccb2831c587485405971241fec30cb49b8752248b2fc8e3e -size 6770359 diff --git a/legacy/_transformed/rel-stack/db/comments.parquet b/legacy/_transformed/rel-stack/db/comments.parquet deleted file mode 100644 index 071bdaf8e5636f75c9a798f38ddcfd5cc9a6a6dc..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/db/comments.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:bd3023238a002e314113a93518f7f1c291b4e7ea3fa852ab569e4b48d5cab3d9 -size 78846411 diff --git a/legacy/_transformed/rel-stack/db/postHistory.parquet b/legacy/_transformed/rel-stack/db/postHistory.parquet deleted file mode 100644 index 0dc1f258c54988f014cc7e45aeab253dfb017291..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/db/postHistory.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:70a041d97ce3222860ebf1ca9fc94d201e5753555f736e2d30eb25cd5173fdce -size 303538168 diff --git a/legacy/_transformed/rel-stack/db/postLinks.parquet b/legacy/_transformed/rel-stack/db/postLinks.parquet deleted file mode 100644 index 05f77b5aeb09266c6262ae9756f4b7cade44c67d..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/db/postLinks.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:f78ac0e0b0e6e28914ae53beb3ccd0f410b175747af1d0896dc40fe228a4dad0 -size 1330143 diff --git a/legacy/_transformed/rel-stack/db/posts.parquet b/legacy/_transformed/rel-stack/db/posts.parquet deleted file mode 100644 index 484663fb4a2576bc2be2219371bf7108b6499eb4..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/db/posts.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:0432a2a17c10171fad234b673a68a99c9d2b81275c6eb468796575b6eb665309 -size 196565765 diff --git a/legacy/_transformed/rel-stack/db/users.parquet b/legacy/_transformed/rel-stack/db/users.parquet deleted file mode 100644 index 3cbe8f960ea7f185991c4e82184df243f7b4d0d1..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/db/users.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:12e80e112adacfe69033326ec2d5305f5d6d704296bfb6fb21dd6e40b14bfade -size 12016772 diff --git a/legacy/_transformed/rel-stack/db/votes.parquet b/legacy/_transformed/rel-stack/db/votes.parquet deleted file mode 100644 index 09e6ace1dcff8dc2859eb8140f04fcec637fbeb0..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/db/votes.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:bac7db4620883031687018babba2c94cfddcc352bac8ee01a5a0de253ba897f1 -size 7059091 diff --git a/legacy/_transformed/rel-stack/manifest.yaml b/legacy/_transformed/rel-stack/manifest.yaml deleted file mode 100644 index ae9659b6eaa2b6d12a5ffc12a378ef44d6be3cc8..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/manifest.yaml +++ /dev/null @@ -1,45 +0,0 @@ -name: rel-stack -manifest_version: 1 -description: 'Stack Exchange Q&A: users, posts, comments, votes, badges, and post links.' -val_timestamp: '2020-10-01' -test_timestamp: '2021-01-01' -tables: - badges: - pkey: Id - time_col: Date - fkeys: - UserId: users - votes: - pkey: Id - time_col: CreationDate - fkeys: - PostId: posts - UserId: users - users: - pkey: Id - time_col: CreationDate - fkeys: {} - comments: - pkey: Id - time_col: CreationDate - fkeys: - UserId: users - PostId: posts - posts: - pkey: Id - time_col: CreationDate - fkeys: - OwnerUserId: users - ParentId: posts - postLinks: - pkey: Id - time_col: CreationDate - fkeys: - PostId: posts - RelatedPostId: posts - postHistory: - pkey: Id - time_col: CreationDate - fkeys: - PostId: posts - UserId: users diff --git a/legacy/_transformed/rel-stack/schema.svg b/legacy/_transformed/rel-stack/schema.svg deleted file mode 100644 index c34efdecaac839083ea530c0d52bee3ff1a1760a..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/schema.svg +++ /dev/null @@ -1,305 +0,0 @@ - - -schema - - -badges:e->users:w - - - -votes:e->users:w - - - -votes:e->posts:w - - - -comments:e->users:w - - - -comments:e->posts:w - - - -posts:e->users:w - - - -posts:e->posts:w - - - -postLinks:e->posts:w - - - -postLinks:e->posts:w - - - -postHistory:e->users:w - - - -postHistory:e->posts:w - - -badges - -badges - -591K rows - -Id - -PK - -UserId - -FK - -Date - -TIME - -Class - -int - -Name - -str - -TagBased - -bool - - - -users - -users - -334K rows - -Id - -PK - -CreationDate - -TIME - -AccountId - -float - -DisplayName - -str - -Location - -str - -WebsiteUrl - -str - -AboutMe - -str - - - -votes - -votes - -2M rows - -Id - -PK - -UserId - -FK - -PostId - -FK - -CreationDate - -TIME - -VoteTypeId - -int - - - -posts - -posts - -416K rows - -Id - -PK - -OwnerUserId - -FK - -ParentId - -FK - -CreationDate - -TIME - -PostTypeId - -int - -OwnerDisplayName - -str - -Title - -str - -Tags - -str - -ContentLicense - -str - -Body - -str - - - -comments - -comments - -795K rows - -Id - -PK - -PostId - -FK - -UserId - -FK - -CreationDate - -TIME - -ContentLicense - -str - -UserDisplayName - -str - -Text - -str - - - -postLinks - -postLinks - -104K rows - -Id - -PK - -RelatedPostId - -FK - -PostId - -FK - -CreationDate - -TIME - -LinkTypeId - -int - - - -postHistory - -postHistory - -1M rows - -Id - -PK - -PostId - -FK - -UserId - -FK - -CreationDate - -TIME - -PostHistoryTypeId - -int - -UserDisplayName - -str - -ContentLicense - -str - -RevisionGUID - -str - -Text - -str - -Comment - -str - - - - \ No newline at end of file diff --git a/legacy/_transformed/rel-stack/tasks/post-post-related/manifest.yaml b/legacy/_transformed/rel-stack/tasks/post-post-related/manifest.yaml deleted file mode 100644 index 7d5386541e414b68944d415a698f305de2a1e5e5..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/tasks/post-post-related/manifest.yaml +++ /dev/null @@ -1,14 +0,0 @@ -name: post-post-related -kind: forecast -task_type: link_prediction -description: Predict a list of existing posts that users will link a given post to in the next two years. -target_col: postLinksIdList -time_col: timestamp -src_entity_table: posts -src_entity_col: PostId -dst_entity_table: posts -dst_entity_col: postLinksIdList -eval_k: 100 -timedelta: 91 days -sql: "\n SELECT\n t.timestamp,\n pl.PostId as PostId,\n LIST(DISTINCT pl.RelatedPostId) AS postLinksIdList\n FROM\n timestamps t\n LEFT JOIN\n postLinks pl\n ON\n pl.CreationDate > t.timestamp AND\n pl.CreationDate <= t.timestamp + INTERVAL '{timedelta}'\n LEFT JOIN\n posts p1\n ON\n pl.PostId = p1.Id\n LEFT JOIN\n posts p2\n ON\n pl.RelatedPostId = p2.Id\n WHERE\n pl.PostId IS NOT NULL AND\n pl.RelatedPostId IS NOT NULL AND\n p1.CreationDate <= t.timestamp AND\n p2.CreationDate <= t.timestamp\n GROUP BY\n t.timestamp,\n pl.PostId;\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-stack/tasks/post-post-related/test.parquet b/legacy/_transformed/rel-stack/tasks/post-post-related/test.parquet deleted file mode 100644 index 4b1f6ef2672c9ba97faa180cd3adc58fad2f6568..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/tasks/post-post-related/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:94e40f7d6e5b1a592eff545bcd7c602d02b0288a4f90abf6e87077fefac577bc -size 3117 diff --git a/legacy/_transformed/rel-stack/tasks/post-post-related/train.parquet b/legacy/_transformed/rel-stack/tasks/post-post-related/train.parquet deleted file mode 100644 index e60752245ba95af6282adb69fb735a28aa798a58..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/tasks/post-post-related/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:7036eab24e44922c2588fad1e164018c718667e134c791bbd653ce6cb4efa1cc -size 35463 diff --git a/legacy/_transformed/rel-stack/tasks/post-post-related/val.parquet b/legacy/_transformed/rel-stack/tasks/post-post-related/val.parquet deleted file mode 100644 index 04cdde3ea988a59dd7d3dc1d57779c0f0eaa402f..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/tasks/post-post-related/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:d5190d27bbff26a0d3ef77639885ee413c148d79f9ac3176e728f088de74327b -size 2835 diff --git a/legacy/_transformed/rel-stack/tasks/post-votes/manifest.yaml b/legacy/_transformed/rel-stack/tasks/post-votes/manifest.yaml deleted file mode 100644 index 1377e8aa3d9600deca617de4c08292601a7cf4f8..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/tasks/post-votes/manifest.yaml +++ /dev/null @@ -1,11 +0,0 @@ -name: post-votes -kind: forecast -task_type: regression -description: Predict the number of upvotes that an existing question will receive in the next 2 years. -entity_table: posts -entity_col: PostId -target_col: popularity -time_col: timestamp -timedelta: 91 days -sql: "\n SELECT\n t.timestamp,\n p.id AS PostId,\n COUNT(distinct v.id) AS popularity\n FROM\n timestamps t\n LEFT JOIN\n posts p\n ON\n p.CreationDate <= t.timestamp AND\n p.owneruserid != -1 AND\n p.owneruserid is not null AND\n p.PostTypeId = 1\n LEFT JOIN\n votes v\n ON\n p.id = v.PostId AND\n v.CreationDate > t.timestamp AND\n v.CreationDate <= t.timestamp + INTERVAL '{timedelta}' AND\n v.votetypeid = 2\n GROUP BY\n t.timestamp,\n p.id\n ;\n\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-stack/tasks/post-votes/test.parquet b/legacy/_transformed/rel-stack/tasks/post-votes/test.parquet deleted file mode 100644 index e268a00b4b137b44ebd1bee55b313bbf039b7b1e..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/tasks/post-votes/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:16fcef96b12aa9a1cd2c9785e481194a5a43d5e4f13243a30168c2666bde2019 -size 184710 diff --git a/legacy/_transformed/rel-stack/tasks/post-votes/train.parquet b/legacy/_transformed/rel-stack/tasks/post-votes/train.parquet deleted file mode 100644 index f4ba8c4c7f4f23e74071ddfae11dda6f46acb301..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/tasks/post-votes/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:000522731ed6189f91c5a4bad51f575873fec86b4485ac9a5cbd673f6eea3d04 -size 3673741 diff --git a/legacy/_transformed/rel-stack/tasks/post-votes/val.parquet b/legacy/_transformed/rel-stack/tasks/post-votes/val.parquet deleted file mode 100644 index 1d25640ac11b4d869e6ad42b4ffe9a796f878ad2..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/tasks/post-votes/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:b5f82ca4aa26a431a805d5ed243364bb66e5c7e3f43c81f5e14c46344bdfae1d -size 178545 diff --git a/legacy/_transformed/rel-stack/tasks/user-badge/manifest.yaml b/legacy/_transformed/rel-stack/tasks/user-badge/manifest.yaml deleted file mode 100644 index 3a604b70cbbbe31310e0f553b257675ab292a25b..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/tasks/user-badge/manifest.yaml +++ /dev/null @@ -1,11 +0,0 @@ -name: user-badge -kind: forecast -task_type: binary_classification -description: Predict if each user will receive in a new badge the next 2 years. -entity_table: users -entity_col: UserId -target_col: WillGetBadge -time_col: timestamp -timedelta: 91 days -sql: "\n SELECT\n timestamp,\n CAST(UserId AS BIGINT) AS UserId,\n WillGetBadge\n FROM (\n SELECT\n t.timestamp,\n u.Id as UserId,\n CASE WHEN\n COUNT(b.Id) >= 1 THEN 1 ELSE 0 END AS WillGetBadge\n FROM\n timestamps t\n LEFT JOIN\n users u\n ON\n u.CreationDate <= t.timestamp\n LEFT JOIN\n badges b\n ON\n u.Id = b.UserID\n AND b.Date > t.timestamp\n AND b.Date <= t.timestamp + INTERVAL '{timedelta}'\n GROUP BY\n t.timestamp,\n u.Id\n )\n WHERE UserId IS NOT NULL\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-stack/tasks/user-badge/test.parquet b/legacy/_transformed/rel-stack/tasks/user-badge/test.parquet deleted file mode 100644 index d311d9ae8648e58a3fade24ab53c9e84415deca0..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/tasks/user-badge/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:7882024d22c82edaca94edefac6a14d99d35457114e5f962e18f4f86d6ac07a1 -size 307280 diff --git a/legacy/_transformed/rel-stack/tasks/user-badge/train.parquet b/legacy/_transformed/rel-stack/tasks/user-badge/train.parquet deleted file mode 100644 index 9987e84c2d8dd5b041aaa97005a0eddd12716895..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/tasks/user-badge/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:3055ff16b5bbc77c8fcc44c699b8def35a0c879b77c044ac64f7b259e44a2c64 -size 4814610 diff --git a/legacy/_transformed/rel-stack/tasks/user-badge/val.parquet b/legacy/_transformed/rel-stack/tasks/user-badge/val.parquet deleted file mode 100644 index 9cb0a16d2729cc78d4ce90fa1e77c933e23f0700..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/tasks/user-badge/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:32aa7d7f017309d53b50b87ed01bdd29a899527cc80aaed038ab277db9bb5618 -size 299471 diff --git a/legacy/_transformed/rel-stack/tasks/user-engagement/manifest.yaml b/legacy/_transformed/rel-stack/tasks/user-engagement/manifest.yaml deleted file mode 100644 index 0ddf646772ab1d49c608f75b84e4f778b104ccd3..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/tasks/user-engagement/manifest.yaml +++ /dev/null @@ -1,11 +0,0 @@ -name: user-engagement -kind: forecast -task_type: binary_classification -description: Predict if a user will make any votes/posts/comments in the next 2 years. -entity_table: users -entity_col: OwnerUserId -target_col: contribution -time_col: timestamp -timedelta: 91 days -sql: "\n WITH\n ALL_ENGAGEMENT AS (\n SELECT\n p.id,\n p.owneruserid as userid,\n p.creationdate\n FROM\n posts p\n UNION\n SELECT\n v.id,\n v.userid,\n v.creationdate\n FROM\n votes v\n UNION\n SELECT\n c.id,\n c.userid,\n c.creationdate\n FROM\n comments c\n ),\n\n ACTIVE_USERS AS (\n SELECT\n t.timestamp,\n u.id,\n count(distinct a.id) as n_engagement\n FROM timestamps t\n CROSS JOIN users u\n LEFT JOIN all_engagement a\n ON u.id = a.UserId\n and a.CreationDate <= t.timestamp\n WHERE u.id != -1\n GROUP BY t.timestamp, u.id\n )\n SELECT\n u.timestamp,\n u.id as OwnerUserId,\n IF(count(distinct a.id) >= 1, 1, 0) as contribution\n FROM\n active_users u\n LEFT JOIN\n all_engagement a\n ON\n u.id = a.UserId AND\n a.CreationDate > u.timestamp AND\n a.CreationDate <= u.timestamp + INTERVAL '{timedelta}'\n where\n u.n_engagement >= 1\n GROUP BY\n u.timestamp, u.id\n ;\n\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-stack/tasks/user-engagement/test.parquet b/legacy/_transformed/rel-stack/tasks/user-engagement/test.parquet deleted file mode 100644 index df09ca28dfb270b54ebd5272050e806929f76865..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/tasks/user-engagement/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:fb3898f13aa44d68fc9a311b93696f455d2789403162ed20305ae273901de76d -size 115414 diff --git a/legacy/_transformed/rel-stack/tasks/user-engagement/train.parquet b/legacy/_transformed/rel-stack/tasks/user-engagement/train.parquet deleted file mode 100644 index 41105052039b34fe42cda1b255d7aa90a2d46713..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/tasks/user-engagement/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:85d1e2583ed7dd6e6c1544001da274fde40fde3d97a558c9ed4e8332dce093c1 -size 2710224 diff --git a/legacy/_transformed/rel-stack/tasks/user-engagement/val.parquet b/legacy/_transformed/rel-stack/tasks/user-engagement/val.parquet deleted file mode 100644 index 271c4e24eac48f456d9264b8a4a0e2a565b58d00..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/tasks/user-engagement/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:eca4873031bbf4c0ac4bef702dac8c6f1a44f9a7a226be863013e8d4f777da5e -size 113025 diff --git a/legacy/_transformed/rel-stack/tasks/user-post-comment/manifest.yaml b/legacy/_transformed/rel-stack/tasks/user-post-comment/manifest.yaml deleted file mode 100644 index 6f11526313aced0db485633da0d6c0b662f462aa..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/tasks/user-post-comment/manifest.yaml +++ /dev/null @@ -1,14 +0,0 @@ -name: user-post-comment -kind: forecast -task_type: link_prediction -description: Predict a list of existing posts that a user will comment in the next two years. -target_col: PostId -time_col: timestamp -src_entity_table: users -src_entity_col: UserId -dst_entity_table: posts -dst_entity_col: PostId -eval_k: 100 -timedelta: 91 days -sql: "\n SELECT\n t.timestamp,\n c.UserId as UserId,\n LIST(DISTINCT p.id) AS PostId\n FROM\n timestamps t\n LEFT JOIN\n posts p\n ON\n p.CreationDate <= t.timestamp\n LEFT JOIN\n comments c\n ON\n p.id = c.PostId AND\n c.CreationDate > t.timestamp AND\n c.CreationDate <= t.timestamp + INTERVAL '{timedelta}'\n WHERE\n c.UserId is not null AND\n p.owneruserid != -1 AND\n p.owneruserid is not null\n GROUP BY\n t.timestamp,\n c.UserId\n " -manifest_version: 1 diff --git a/legacy/_transformed/rel-stack/tasks/user-post-comment/test.parquet b/legacy/_transformed/rel-stack/tasks/user-post-comment/test.parquet deleted file mode 100644 index f1e55f01a5152d0667b197f60635ca9213b1f071..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/tasks/user-post-comment/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:43207a58c83b47a85bc2076fa8893c0b7fcc746771853d129c179d0ca3a37310 -size 7496 diff --git a/legacy/_transformed/rel-stack/tasks/user-post-comment/train.parquet b/legacy/_transformed/rel-stack/tasks/user-post-comment/train.parquet deleted file mode 100644 index 25fc1c26c8c48c7c23436d555ddded7e6ee6ed2c..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/tasks/user-post-comment/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:6f5cf936a0b5a513d040081eae73a42b2744caedc4e812c3dec5f6a0da83a8bb -size 188109 diff --git a/legacy/_transformed/rel-stack/tasks/user-post-comment/val.parquet b/legacy/_transformed/rel-stack/tasks/user-post-comment/val.parquet deleted file mode 100644 index f4bddf4d26d3a27ad860d2daf0aad7b04d93fe98..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-stack/tasks/user-post-comment/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:97af23bce98baafabb86edf7b11852fbd57ec3b36018fdec58917233b9bd10e1 -size 7820 diff --git a/legacy/_transformed/rel-trial/README.md b/legacy/_transformed/rel-trial/README.md deleted file mode 100644 index 5b1123601fc928710b48b9f81660990d9e472472..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/README.md +++ /dev/null @@ -1,42 +0,0 @@ -# rel-trial - -ClinicalTrials.gov clinical trials: studies, outcomes, adverse events, eligibilities, sponsors, conditions, and facilities. - -## Schema - -![schema diagram](schema.svg) - -## Tasks - -| task | kind | type | description | -|---|---|---|---| -| `condition-sponsor-run` | forecast | link_prediction | Predict whether this condition will have which sponsors. | -| `eligibilities-adult` | autocomplete | binary_classification | Predict the `adult` column of the `eligibilities` table. | -| `eligibilities-child` | autocomplete | binary_classification | Predict the `child` column of the `eligibilities` table. | -| `site-sponsor-run` | forecast | link_prediction | Predict whether this sponsor will have a trial in a facility. | -| `site-success` | forecast | regression | Predict the success rate of a trial site in the next 1 year. | -| `studies-enrollment` | autocomplete | regression | Predict the `enrollment` column of the `studies` table. | -| `studies-has_dmc` | autocomplete | binary_classification | Predict the `has_dmc` column of the `studies` table. | -| `study-adverse` | forecast | regression | Predict the number of affected patients with severe advsere events/death for the trial in the next 1 year. | -| `study-outcome` | forecast | binary_classification | Predict if the trials in the next 1 year will achieve its primary outcome. | - -## Loading - -```python -import relbench -ds = relbench.load_dataset("relbench/v1/rel-trial") -task = relbench.load_task("relbench/v1/rel-trial", "") -``` - -## Citation - -Please cite [RelBench](https://proceedings.neurips.cc/paper_files/paper/2024/hash/25cd345233c65fac1fec0ce61d0f7836-Abstract-Datasets_and_Benchmarks_Track.html): - -```bibtex -@inproceedings{robinson2024relbench, - title = {{RelBench}: A Benchmark for Deep Learning on Relational Databases}, - author = {Robinson, Joshua and Ranjan, Rishabh and Hu, Weihua and Huang, Kexin and Han, Jiaqi and Dobles, Alejandro and Fey, Matthias and Lenssen, Jan E. and Yuan, Yiwen and Zhang, Zecheng and He, Xinwei and Leskovec, Jure}, - booktitle = {Advances in Neural Information Processing Systems 37 (NeurIPS 2024) Datasets and Benchmarks Track}, - year = {2024} -} -``` diff --git a/legacy/_transformed/rel-trial/db/conditions.parquet b/legacy/_transformed/rel-trial/db/conditions.parquet deleted file mode 100644 index 9dd1d8f853a82221f28c9de82d38424da69fe8d9..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/db/conditions.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:a4f88e147d6346a4e63a6d5bdbc6944ed19e0fa2889414e8fd62e5f0674df80c -size 43739 diff --git a/legacy/_transformed/rel-trial/db/conditions_studies.parquet b/legacy/_transformed/rel-trial/db/conditions_studies.parquet deleted file mode 100644 index c35fb45ab547d188bfa63ab35954e675790c5bb4..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/db/conditions_studies.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:c61158e31c131be400c4b484f02b1ca365d43e7d3437a9902c98e9676fd5b0fb -size 2327615 diff --git a/legacy/_transformed/rel-trial/db/designs.parquet b/legacy/_transformed/rel-trial/db/designs.parquet deleted file mode 100644 index 9438f7311bc14a9cd3fbcb07edb93c37e9f31f61..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/db/designs.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:a58165ad5efd923a4a62a58706a49d72e0da01806893f709d162214c13c5ba98 -size 4107726 diff --git a/legacy/_transformed/rel-trial/db/drop_withdrawals.parquet b/legacy/_transformed/rel-trial/db/drop_withdrawals.parquet deleted file mode 100644 index 1d03835d8b2315a8f8f4b7f8840bdb37c3ac67ad..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/db/drop_withdrawals.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:7e0d5d085575fc39b2e37b564d3441e2c4a00f6e772b7112406a04e0b5a1dfda -size 2550606 diff --git a/legacy/_transformed/rel-trial/db/eligibilities.parquet b/legacy/_transformed/rel-trial/db/eligibilities.parquet deleted file mode 100644 index 68c5618f16c3c0f2176dc5d23b32a85fa099abd5..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/db/eligibilities.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:1f29cb9a5e4322256bf167c62f2bbae7b53d2bd10a3eab923d9be66b701ae045 -size 109668990 diff --git a/legacy/_transformed/rel-trial/db/facilities.parquet b/legacy/_transformed/rel-trial/db/facilities.parquet deleted file mode 100644 index 49f09f45702ccb8176bdf8107695361df9be7d54..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/db/facilities.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:228f46989474d44a15b8506a068b0b2d5a31e71ceece9d56909b758ac44af60b -size 9459733 diff --git a/legacy/_transformed/rel-trial/db/facilities_studies.parquet b/legacy/_transformed/rel-trial/db/facilities_studies.parquet deleted file mode 100644 index 60f0fdcea5c10ce97d9361b8f98e89b28b4a9506..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/db/facilities_studies.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:6259d861c83bcc5a2f1cdcfb1be63fb829dbe5e81c7542266f9c26cea92b14da -size 8636113 diff --git a/legacy/_transformed/rel-trial/db/interventions.parquet b/legacy/_transformed/rel-trial/db/interventions.parquet deleted file mode 100644 index a2c85395dd07fbf53a867362846292906b815fe4..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/db/interventions.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:91628c93af229f570ebacb4a8ef74fa2baeeb83b4e502d253c1f9f75779d2024 -size 37241 diff --git a/legacy/_transformed/rel-trial/db/interventions_studies.parquet b/legacy/_transformed/rel-trial/db/interventions_studies.parquet deleted file mode 100644 index 01578cf969615546db052d01512557a9d123bd13..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/db/interventions_studies.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:c7f6a48234fcd290b576881906e536af8476fb2e516e196f63f6f5da9329f064 -size 1021825 diff --git a/legacy/_transformed/rel-trial/db/outcome_analyses.parquet b/legacy/_transformed/rel-trial/db/outcome_analyses.parquet deleted file mode 100644 index c733280315e5554378b5998f95aa4e88698758fe..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/db/outcome_analyses.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:fdb3c6f8786c58f955593fe833a5698d1f966a98517eaa141cb9de59240268a4 -size 7537295 diff --git a/legacy/_transformed/rel-trial/db/outcomes.parquet b/legacy/_transformed/rel-trial/db/outcomes.parquet deleted file mode 100644 index e9a7780ae9b46d50f83a95f005e719a0698aea42..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/db/outcomes.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:df7b3576d48d823d6e28023f941faa0e75335d2f4b01f9cfa8eab995e3380d61 -size 49037749 diff --git a/legacy/_transformed/rel-trial/db/reported_event_totals.parquet b/legacy/_transformed/rel-trial/db/reported_event_totals.parquet deleted file mode 100644 index 64015989e3a3f72726c267e662d8c105021e260d..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/db/reported_event_totals.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:ce8a12e324b0a8e4f1365ce66fe6b1db7d4df6e33a650e11d305dfb4e80f2846 -size 2415744 diff --git a/legacy/_transformed/rel-trial/db/sponsors.parquet b/legacy/_transformed/rel-trial/db/sponsors.parquet deleted file mode 100644 index 883142ec864783f356d96a131cce92267a1c24f7..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/db/sponsors.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:d6be85d85500672c6107aa4686ffd746cb3582451a36ba6a7475e3bde655f507 -size 808962 diff --git a/legacy/_transformed/rel-trial/db/sponsors_studies.parquet b/legacy/_transformed/rel-trial/db/sponsors_studies.parquet deleted file mode 100644 index 20a8fcbd7d67d1bd7258530c552b6f2bc7f1cf33..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/db/sponsors_studies.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:638e340db3f2a93501d22be611fb739fbbdb4c0488d2370dcc8c056034b937dd -size 2805191 diff --git a/legacy/_transformed/rel-trial/db/studies.parquet b/legacy/_transformed/rel-trial/db/studies.parquet deleted file mode 100644 index 5cc81ba0b6079a6a4ba4f5db352e34230a2a4dad..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/db/studies.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:b57d0132bbb05fa9373eef1607556507ba1833e79b5ceff53712830aa70e665f -size 183788377 diff --git a/legacy/_transformed/rel-trial/manifest.yaml b/legacy/_transformed/rel-trial/manifest.yaml deleted file mode 100644 index 8ae5a3be6faaf1ed88f11a80e8b46b6d969a1fd3..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/manifest.yaml +++ /dev/null @@ -1,81 +0,0 @@ -name: rel-trial -manifest_version: 1 -description: 'ClinicalTrials.gov clinical trials: studies, outcomes, adverse events, eligibilities, sponsors, conditions, and facilities.' -val_timestamp: '2020-01-01' -test_timestamp: '2021-01-01' -tables: - conditions_studies: - pkey: id - time_col: date - fkeys: - nct_id: studies - condition_id: conditions - interventions: - pkey: intervention_id - time_col: null - fkeys: {} - drop_withdrawals: - pkey: id - time_col: date - fkeys: - nct_id: studies - outcome_analyses: - pkey: id - time_col: date - fkeys: - nct_id: studies - outcome_id: outcomes - sponsors_studies: - pkey: id - time_col: date - fkeys: - nct_id: studies - sponsor_id: sponsors - facilities_studies: - pkey: id - time_col: date - fkeys: - nct_id: studies - facility_id: facilities - eligibilities: - pkey: id - time_col: date - fkeys: - nct_id: studies - interventions_studies: - pkey: id - time_col: date - fkeys: - nct_id: studies - intervention_id: interventions - outcomes: - pkey: id - time_col: date - fkeys: - nct_id: studies - facilities: - pkey: facility_id - time_col: null - fkeys: {} - reported_event_totals: - pkey: id - time_col: date - fkeys: - nct_id: studies - sponsors: - pkey: sponsor_id - time_col: null - fkeys: {} - studies: - pkey: nct_id - time_col: start_date - fkeys: {} - conditions: - pkey: condition_id - time_col: null - fkeys: {} - designs: - pkey: id - time_col: date - fkeys: - nct_id: studies diff --git a/legacy/_transformed/rel-trial/schema.svg b/legacy/_transformed/rel-trial/schema.svg deleted file mode 100644 index 03fb7bfff87e46c699e145c04d7e1c293395a121..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/schema.svg +++ /dev/null @@ -1,729 +0,0 @@ - - -schema - - -conditions_studies:e->studies:w - - - -conditions_studies:e->conditions:w - - - -drop_withdrawals:e->studies:w - - - -outcome_analyses:e->outcomes:w - - - -outcome_analyses:e->studies:w - - - -sponsors_studies:e->sponsors:w - - - -sponsors_studies:e->studies:w - - - -facilities_studies:e->facilities:w - - - -facilities_studies:e->studies:w - - - -eligibilities:e->studies:w - - - -interventions_studies:e->interventions:w - - - -interventions_studies:e->studies:w - - - -outcomes:e->studies:w - - - -reported_event_totals:e->studies:w - - - -designs:e->studies:w - - -conditions_studies - -conditions_studies - -441K rows - -id - -PK - -nct_id 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-drop_withdrawals - -441K rows - -id - -PK - -nct_id - -FK - -date - -TIME - -count - -float - -period - -str - -reason - -str - - - -outcome_analyses - -outcome_analyses - -254K rows - -id - -PK - -nct_id - -FK - -outcome_id - -FK - -date - -TIME - -param_value - -float - -dispersion_value - -float - -p_value - -float - -ci_percent - -float - -ci_lower_limit - -float - -ci_upper_limit - -float - -non_inferiority_type - -str - -non_inferiority_description - -str - -param_type - -str - -dispersion_type - -str - -p_value_modifier - -str - -ci_n_sides - -str - -ci_upper_limit_na_comment - -str - -p_value_description - -str - -method - -str - -method_description - -str - -estimate_description - -str - -groups_description - -str - -other_analysis_description - -str - - - -outcomes - -outcomes - -477K rows - -id - -PK - -nct_id - -FK - -date - -TIME - -outcome_type - -str - -title - -str - -description - -str - -time_frame - -str - -population - -str - -units - -str - -units_analyzed - -str - -dispersion_type - -str - -param_type - -str - - - -sponsors_studies - -sponsors_studies - -425K rows - -id - -PK - -nct_id - -FK - -sponsor_id - -FK - -date - -TIME - -lead_or_collaborator - -str - - - -sponsors - -sponsors - -53K rows - -sponsor_id - -PK - -name - -str - -agency_class - -str - - - -facilities_studies - -facilities_studies - -2M rows - -id - -PK - -nct_id - -FK - -facility_id - -FK - -date - -TIME - - - -facilities - -facilities - -453K rows - -facility_id - -PK - -name - -str - -city - -str - -state - -str - -zip - -str - -country - -str - - - -eligibilities - -eligibilities - -273K rows - -id - -PK - -nct_id - -FK - -date - -TIME - -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 - - - -interventions_studies - -interventions_studies - -180K rows - -id - -PK - -nct_id - -FK - -intervention_id - -FK - -date - -TIME - - - -reported_event_totals - -reported_event_totals - -435K rows - -id - -PK - -nct_id - -FK - -date - -TIME - -subjects_affected - -float - -subjects_at_risk - -float - -event_type - -str - -classification - -str - - - -designs - -designs - -273K rows - -id - -PK - -nct_id - -FK - -date - -TIME - -allocation - -str - -intervention_model - -str - -observational_model - -str - -primary_purpose - -str - -time_perspective - -str - -masking - -str - -masking_description - -str - -intervention_model_description - -str - -subject_masked - -str - -caregiver_masked - -str - -investigator_masked - -str - -outcomes_assessor_masked - -str - - - - \ No newline at end of file diff --git a/legacy/_transformed/rel-trial/tasks/condition-sponsor-run/manifest.yaml b/legacy/_transformed/rel-trial/tasks/condition-sponsor-run/manifest.yaml deleted file mode 100644 index c2e0d306f3b02328c7ece10ad6835481bc81b7fb..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/condition-sponsor-run/manifest.yaml +++ /dev/null @@ -1,24 +0,0 @@ -name: condition-sponsor-run -kind: forecast -task_type: link_prediction -description: Predict whether this condition will have which sponsors. -target_col: sponsor_id -time_col: timestamp -src_entity_table: conditions -src_entity_col: condition_id -dst_entity_table: sponsors -dst_entity_col: sponsor_id -eval_k: 10 -timedelta: 365 days -sql: |- - SELECT - t.timestamp, - cs.condition_id, - LIST(DISTINCT ss.sponsor_id) AS sponsor_id - FROM timestamps t - LEFT JOIN conditions_studies cs - LEFT JOIN sponsors_studies ss ON ss.nct_id = cs.nct_id - ON cs.date > t.timestamp - and cs.date <= t.timestamp + INTERVAL '{timedelta}' - GROUP BY t.timestamp, cs.condition_id; -manifest_version: 1 diff --git a/legacy/_transformed/rel-trial/tasks/condition-sponsor-run/test.parquet b/legacy/_transformed/rel-trial/tasks/condition-sponsor-run/test.parquet deleted file mode 100644 index 0851af0d392ee8aee2c10c85174a54d801fd9ce9..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/condition-sponsor-run/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:0842677a31e668c00f5101288367a7e0dbc94e7962d63179cfb084adf3b7b98d -size 58455 diff --git a/legacy/_transformed/rel-trial/tasks/condition-sponsor-run/train.parquet b/legacy/_transformed/rel-trial/tasks/condition-sponsor-run/train.parquet deleted file mode 100644 index d6c6ceb4111a25f4c3ab9a298c53f091c2fd6f25..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/condition-sponsor-run/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:4d053c8d2cdcaff3cd490d0eeeb0d997fe2fb7a33b855b41c8a9d516d8eb11ae -size 1047666 diff --git a/legacy/_transformed/rel-trial/tasks/condition-sponsor-run/val.parquet b/legacy/_transformed/rel-trial/tasks/condition-sponsor-run/val.parquet deleted file mode 100644 index 1d689e1656afcb9638280929fe791f5be8faa720..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/condition-sponsor-run/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:be34c6e4656a010e75aead1eef0a0e377d4f2ca9483309dcc64cfbd73c442d71 -size 67618 diff --git a/legacy/_transformed/rel-trial/tasks/eligibilities-adult/manifest.yaml b/legacy/_transformed/rel-trial/tasks/eligibilities-adult/manifest.yaml deleted file mode 100644 index 3a380fc1805fdc96d5f79287f5507ab49f4f2957..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/eligibilities-adult/manifest.yaml +++ /dev/null @@ -1,22 +0,0 @@ -name: eligibilities-adult -kind: autocomplete -task_type: binary_classification -description: Predict the `adult` column of the `eligibilities` table. -entity_table: eligibilities -target_col: adult -remove_columns: -- - eligibilities - - child -- - eligibilities - - older_adult -- - eligibilities - - minimum_age -- - eligibilities - - maximum_age -- - eligibilities - - population -- - eligibilities - - criteria -- - eligibilities - - gender_description -manifest_version: 1 diff --git a/legacy/_transformed/rel-trial/tasks/eligibilities-adult/test.parquet b/legacy/_transformed/rel-trial/tasks/eligibilities-adult/test.parquet deleted file mode 100644 index dcd9fbd45610cfa5686b514e10bd4e28cc3e30d1..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/eligibilities-adult/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:f5503eacf61eec079096a21525785e713cab9353fda84324e69093386bced803 -size 35600 diff --git a/legacy/_transformed/rel-trial/tasks/eligibilities-adult/train.parquet b/legacy/_transformed/rel-trial/tasks/eligibilities-adult/train.parquet deleted file mode 100644 index 423f8933520a42019b36fec971cb317bed64c707..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/eligibilities-adult/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:fa9c415a3db6d9055e0fbeb23bdcd3da8977514e604af2c6ef3b8c1050f569a8 -size 369134 diff --git a/legacy/_transformed/rel-trial/tasks/eligibilities-adult/val.parquet b/legacy/_transformed/rel-trial/tasks/eligibilities-adult/val.parquet deleted file mode 100644 index 8b638d15cef250c50b5db46f986bccde45bdeac0..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/eligibilities-adult/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:1eae28a7d483dd1ddcf95b7cd024ceb0c1f49e8ecb9d8a319ada0058a55442be -size 20220 diff --git a/legacy/_transformed/rel-trial/tasks/eligibilities-child/manifest.yaml b/legacy/_transformed/rel-trial/tasks/eligibilities-child/manifest.yaml deleted file mode 100644 index 800d813fec23f118f9ce35b31c5d9dffbfb6b532..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/eligibilities-child/manifest.yaml +++ /dev/null @@ -1,22 +0,0 @@ -name: eligibilities-child -kind: autocomplete -task_type: binary_classification -description: Predict the `child` column of the `eligibilities` table. -entity_table: eligibilities -target_col: child -remove_columns: -- - eligibilities - - adult -- - eligibilities - - older_adult -- - eligibilities - - minimum_age -- - eligibilities - - maximum_age -- - eligibilities - - population -- - eligibilities - - criteria -- - eligibilities - - gender_description -manifest_version: 1 diff --git a/legacy/_transformed/rel-trial/tasks/eligibilities-child/test.parquet b/legacy/_transformed/rel-trial/tasks/eligibilities-child/test.parquet deleted file mode 100644 index 9e280348b55723aaf5d03c1e0f134835e01d8130..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/eligibilities-child/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:6be891060fb5d328666de45495a869d85d7a8f5b3a0201fc6a561ecf4fbaba6e -size 36299 diff --git a/legacy/_transformed/rel-trial/tasks/eligibilities-child/train.parquet b/legacy/_transformed/rel-trial/tasks/eligibilities-child/train.parquet deleted file mode 100644 index 2450213cde24b7c964c1752222fb1e2989ca343d..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/eligibilities-child/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:3cb9dabc635f4f14b11423128a7c996ba6d69e973fcfe92b4d724ae5cafb1736 -size 376715 diff --git a/legacy/_transformed/rel-trial/tasks/eligibilities-child/val.parquet b/legacy/_transformed/rel-trial/tasks/eligibilities-child/val.parquet deleted file mode 100644 index 3293a7042763489c3ea72f804833d0eb7891c711..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/eligibilities-child/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:7348b9f08bd07f353644e7674686fdf223555b808162b08784586b1f9809033e -size 20730 diff --git a/legacy/_transformed/rel-trial/tasks/site-sponsor-run/manifest.yaml b/legacy/_transformed/rel-trial/tasks/site-sponsor-run/manifest.yaml deleted file mode 100644 index b54de753fbda95373c1e4b2006509994683d2092..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/site-sponsor-run/manifest.yaml +++ /dev/null @@ -1,24 +0,0 @@ -name: site-sponsor-run -kind: forecast -task_type: link_prediction -description: Predict whether this sponsor will have a trial in a facility. -target_col: sponsor_id -time_col: timestamp -src_entity_table: facilities -src_entity_col: facility_id -dst_entity_table: sponsors -dst_entity_col: sponsor_id -eval_k: 10 -timedelta: 365 days -sql: |- - SELECT - t.timestamp, - fs.facility_id, - LIST(DISTINCT ss.sponsor_id) AS sponsor_id - FROM timestamps t - LEFT JOIN facilities_studies fs - LEFT JOIN sponsors_studies ss ON ss.nct_id = fs.nct_id - ON fs.date > t.timestamp - and fs.date <= t.timestamp + INTERVAL '{timedelta}' - GROUP BY t.timestamp, fs.facility_id; -manifest_version: 1 diff --git a/legacy/_transformed/rel-trial/tasks/site-sponsor-run/test.parquet b/legacy/_transformed/rel-trial/tasks/site-sponsor-run/test.parquet deleted file mode 100644 index a4ac89d84fb3fe0295f0f38d9f65d40e44afcdd1..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/site-sponsor-run/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:e2dfd70bf638f5f6e75737c742c65959ba5278acf35e7b68ad623cec6cf7b5e2 -size 114258 diff --git a/legacy/_transformed/rel-trial/tasks/site-sponsor-run/train.parquet b/legacy/_transformed/rel-trial/tasks/site-sponsor-run/train.parquet deleted file mode 100644 index 6e882351996c571995120b812e4e01892454b593..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/site-sponsor-run/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:a768a0b466560b43e6fbdcb8547fb1be39455db6667874427291b2729eb9a02a -size 3290187 diff --git a/legacy/_transformed/rel-trial/tasks/site-sponsor-run/val.parquet b/legacy/_transformed/rel-trial/tasks/site-sponsor-run/val.parquet deleted file mode 100644 index 4645a9186d2e952ba518dab5952e1d4e8c3cd201..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/site-sponsor-run/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:7410881d27cb9a32a70075aa2bf7b57889d245b57c25a5e90532b3cb942aa57d -size 160615 diff --git a/legacy/_transformed/rel-trial/tasks/site-success/manifest.yaml b/legacy/_transformed/rel-trial/tasks/site-success/manifest.yaml deleted file mode 100644 index 61e8bf31c7a11127918b00258dd38d4ece39fec3..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/site-success/manifest.yaml +++ /dev/null @@ -1,37 +0,0 @@ -name: site-success -kind: forecast -task_type: regression -description: Predict the success rate of a trial site in the next 1 year. -entity_table: facilities -entity_col: facility_id -target_col: success_rate -time_col: timestamp -timedelta: 365 days -sql: |- - WITH TRIAL_INFO AS ( - SELECT - oa.nct_id, - MIN(CASE WHEN oa.p_value < 0.05 THEN 1 ELSE 0 END) AS is_successful, -- Determine if the trial is successful - oa.date, - FROM outcome_analyses oa - LEFT JOIN outcomes o - ON oa.outcome_id = o.id - WHERE (oa.p_value_modifier is null or oa.p_value_modifier != '>') - and oa.p_value >=0 - and oa.p_value <=1 - and o.outcome_type = 'Primary' - GROUP BY oa.nct_id, oa.date - ) - - SELECT - t.timestamp, - fs.facility_id, - SUM(tr.is_successful)/COUNT(tr.is_successful) AS success_rate - FROM timestamps t - LEFT JOIN TRIAL_INFO tr - LEFT JOIN facilities_studies fs ON fs.nct_id = tr.nct_id - ON tr.date > t.timestamp - and tr.date <= t.timestamp + INTERVAL '{timedelta}' - WHERE fs.facility_id is not null - GROUP BY t.timestamp, fs.facility_id; -manifest_version: 1 diff --git a/legacy/_transformed/rel-trial/tasks/site-success/test.parquet b/legacy/_transformed/rel-trial/tasks/site-success/test.parquet deleted file mode 100644 index 2f594f4d001170a3e008ac146047d0eb6bc20080..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/site-success/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:a51295dae8587e720b69b12339b2cf48d2608afca409be2f76011e91987884a9 -size 36910 diff --git a/legacy/_transformed/rel-trial/tasks/site-success/train.parquet b/legacy/_transformed/rel-trial/tasks/site-success/train.parquet deleted file mode 100644 index 6aba5c98696e237c9f446066ff30f8140468cc57..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/site-success/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:3b7613be052e3b0585871275dc3a3e800e021a3c9c05d1badab0d137fd540867 -size 556198 diff --git a/legacy/_transformed/rel-trial/tasks/site-success/val.parquet b/legacy/_transformed/rel-trial/tasks/site-success/val.parquet deleted file mode 100644 index 84b43d024b1deb7c78c73d3e6485317c284bc421..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/site-success/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:5909d587b3006a3fa31df7a922200f9dae941c64f2f95ac4b3c358b636a7cad1 -size 33522 diff --git a/legacy/_transformed/rel-trial/tasks/studies-enrollment/manifest.yaml b/legacy/_transformed/rel-trial/tasks/studies-enrollment/manifest.yaml deleted file mode 100644 index 0722a21ac5757e11a692110ae0a91d1081fedba5..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/studies-enrollment/manifest.yaml +++ /dev/null @@ -1,7 +0,0 @@ -name: studies-enrollment -kind: autocomplete -task_type: regression -description: Predict the `enrollment` column of the `studies` table. -entity_table: studies -target_col: enrollment -manifest_version: 1 diff --git a/legacy/_transformed/rel-trial/tasks/studies-enrollment/test.parquet b/legacy/_transformed/rel-trial/tasks/studies-enrollment/test.parquet deleted file mode 100644 index 088e79922315e2bd486de9bcb4f58dfd4c384862..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/studies-enrollment/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:d4b0179391c4d420e26e83a0216ca1e595eda950d24d28276c2b105887f57a86 -size 78331 diff --git a/legacy/_transformed/rel-trial/tasks/studies-enrollment/train.parquet b/legacy/_transformed/rel-trial/tasks/studies-enrollment/train.parquet deleted file mode 100644 index 5607b7510e1c1fc33e228788271dafd581144f53..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/studies-enrollment/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:6afb0bfc1b400fe2a3f5836f6aab6593fe0b56186e3d02769d3bd6f494c6069b -size 804020 diff --git a/legacy/_transformed/rel-trial/tasks/studies-enrollment/val.parquet b/legacy/_transformed/rel-trial/tasks/studies-enrollment/val.parquet deleted file mode 100644 index 13470b69c2288c9fc1ebb2f8c8ec03b144e0cf48..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/studies-enrollment/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:59b441f9c68d72af341efedcff6c129e3505422a969b3b27f0b35de599b0bf06 -size 47833 diff --git a/legacy/_transformed/rel-trial/tasks/studies-has_dmc/manifest.yaml b/legacy/_transformed/rel-trial/tasks/studies-has_dmc/manifest.yaml deleted file mode 100644 index 31992c26fc8336676a7b92412d713d663a6064f1..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/studies-has_dmc/manifest.yaml +++ /dev/null @@ -1,7 +0,0 @@ -name: studies-has_dmc -kind: autocomplete -task_type: binary_classification -description: Predict the `has_dmc` column of the `studies` table. -entity_table: studies -target_col: has_dmc -manifest_version: 1 diff --git a/legacy/_transformed/rel-trial/tasks/studies-has_dmc/test.parquet b/legacy/_transformed/rel-trial/tasks/studies-has_dmc/test.parquet deleted file mode 100644 index 53334d143640877dc9a2f610ea491dca22003d5b..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/studies-has_dmc/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:f5a6106391900c2d292d10675c9b253722f0464ed82b44a0798439620872a657 -size 31320 diff --git a/legacy/_transformed/rel-trial/tasks/studies-has_dmc/train.parquet b/legacy/_transformed/rel-trial/tasks/studies-has_dmc/train.parquet deleted file mode 100644 index 13826c46f85d63f52c67597b76aa6e2ad86de5f8..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/studies-has_dmc/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:646ad6e860bc4aa7687eea83d1f46262e06bab34685311e2bdcbdeb3028818e6 -size 318284 diff --git a/legacy/_transformed/rel-trial/tasks/studies-has_dmc/val.parquet b/legacy/_transformed/rel-trial/tasks/studies-has_dmc/val.parquet deleted file mode 100644 index 36889839cd0e7c2837a3997b4439f81dca336baa..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/studies-has_dmc/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:1545ae7d82faaf5bb1e6cd51e603bfcf4717c4505cee106719707fa5eee44439 -size 18159 diff --git a/legacy/_transformed/rel-trial/tasks/study-adverse/manifest.yaml b/legacy/_transformed/rel-trial/tasks/study-adverse/manifest.yaml deleted file mode 100644 index 11fc3d442b1615a23db876f382061be4afeb8f9b..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/study-adverse/manifest.yaml +++ /dev/null @@ -1,36 +0,0 @@ -name: study-adverse -kind: forecast -task_type: regression -description: Predict the number of affected patients with severe advsere events/death for the trial in the next 1 year. -entity_table: studies -entity_col: nct_id -target_col: num_of_adverse_events -time_col: timestamp -timedelta: 365 days -sql: |- - WITH TRIAL_INFO AS ( - SELECT - r.nct_id, - r.event_type, - r.subjects_affected, - r.date, - s.start_date - FROM reported_event_totals r - LEFT JOIN studies s - ON r.nct_id = s.nct_id - WHERE r.event_type = 'serious' or r.event_type = 'deaths' - and r.subjects_affected is not null - ) - - SELECT - t.timestamp, - tr.nct_id, - sum(tr.subjects_affected) AS num_of_adverse_events - FROM timestamps t - LEFT JOIN TRIAL_INFO tr - ON tr.start_date <= t.timestamp - and tr.date > t.timestamp - and tr.date <= t.timestamp + INTERVAL '{timedelta}' - WHERE tr.nct_id is not null and tr.subjects_affected is not null - GROUP BY t.timestamp, tr.nct_id; -manifest_version: 1 diff --git a/legacy/_transformed/rel-trial/tasks/study-adverse/test.parquet b/legacy/_transformed/rel-trial/tasks/study-adverse/test.parquet deleted file mode 100644 index f7796a5ffa6c83ad93d821a5b709455a9c490efa..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/study-adverse/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:42994da4e9579213699bc281a1b2dd5047acf84a5740e5eb22ec7cb75b8167f1 -size 9938 diff --git a/legacy/_transformed/rel-trial/tasks/study-adverse/train.parquet b/legacy/_transformed/rel-trial/tasks/study-adverse/train.parquet deleted file mode 100644 index 23b0907f1a79f988ec9481c395457d9e5bac082c..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/study-adverse/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:1a8e9f599c45bb5a93e014594c48aede9342f08f39cf3eae27f4f150edc92f7e -size 146228 diff --git a/legacy/_transformed/rel-trial/tasks/study-adverse/val.parquet b/legacy/_transformed/rel-trial/tasks/study-adverse/val.parquet deleted file mode 100644 index 8651173a46bd97358a572d492fea7ef3a7427e83..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/study-adverse/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:8e310fe435052419a4ca07c7f8c634aa3fb4c9e298415018793a472c6e4041b4 -size 10985 diff --git a/legacy/_transformed/rel-trial/tasks/study-outcome/manifest.yaml b/legacy/_transformed/rel-trial/tasks/study-outcome/manifest.yaml deleted file mode 100644 index 5e18bb35b02f40518b745fb912bdf5e506d6631d..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/study-outcome/manifest.yaml +++ /dev/null @@ -1,42 +0,0 @@ -name: study-outcome -kind: forecast -task_type: binary_classification -description: Predict if the trials in the next 1 year will achieve its primary outcome. -entity_table: studies -entity_col: nct_id -target_col: outcome -time_col: timestamp -timedelta: 365 days -sql: |- - WITH TRIAL_INFO AS ( - SELECT - oa.nct_id, - oa.p_value, - s.start_date, - oa.date - FROM outcome_analyses oa - LEFT JOIN outcomes o - ON oa.outcome_id = o.id - LEFT JOIN studies s - ON s.nct_id = o.nct_id - where (oa.p_value_modifier is null or oa.p_value_modifier != '>') - and oa.p_value >=0 - and oa.p_value <=1 - and o.outcome_type = 'Primary' - ) - - SELECT - t.timestamp, - tr.nct_id, - CASE - WHEN MIN(tr.p_value) <= 0.05 THEN 1 - ELSE 0 - END AS outcome - FROM timestamps t - LEFT JOIN TRIAL_INFO tr - ON tr.start_date <= t.timestamp - and tr.date > t.timestamp - and tr.date <= t.timestamp + INTERVAL '{timedelta}' - WHERE tr.nct_id is not null - GROUP BY t.timestamp, tr.nct_id; -manifest_version: 1 diff --git a/legacy/_transformed/rel-trial/tasks/study-outcome/test.parquet b/legacy/_transformed/rel-trial/tasks/study-outcome/test.parquet deleted file mode 100644 index 430d98d863403591880d877478aac0ccc7ee3900..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/study-outcome/test.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:2582ce9a071cc3b5eef46e3140e79f404dbcddfddbe72c2d31473a2fa535e89f -size 2698 diff --git a/legacy/_transformed/rel-trial/tasks/study-outcome/train.parquet b/legacy/_transformed/rel-trial/tasks/study-outcome/train.parquet deleted file mode 100644 index 3951acccea6f8de4e0a930b7f23eaac547b2e871..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/study-outcome/train.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:51de3a46559ca85ab5329d490ba7dd994d986efb81233c4c54cb6747a42e664f -size 29636 diff --git a/legacy/_transformed/rel-trial/tasks/study-outcome/val.parquet b/legacy/_transformed/rel-trial/tasks/study-outcome/val.parquet deleted file mode 100644 index ba38e1de3b4918f502a14db147945f744d90dfcb..0000000000000000000000000000000000000000 --- a/legacy/_transformed/rel-trial/tasks/study-outcome/val.parquet +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:5b796e587ad0d95d0a51c23191f12e235b7c45137252fd4daac42cf76e9a0cfa -size 2888