diff --git a/legacy/_transformed/rel-amazon/README.md b/legacy/_transformed/rel-amazon/README.md new file mode 100644 index 0000000000000000000000000000000000000000..6544307f4aece2659958b1846c2e00ddb9523843 --- /dev/null +++ b/legacy/_transformed/rel-amazon/README.md @@ -0,0 +1,41 @@ +# 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 | recommendation | Predict the list of distinct items each customer will purchase in the next two years. | +| `user-item-rate` | forecast | recommendation | 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 | recommendation | 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/manifest.yaml b/legacy/_transformed/rel-amazon/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..13b149139f41e9e15ddffc50616a146a49924315 --- /dev/null +++ b/legacy/_transformed/rel-amazon/manifest.yaml @@ -0,0 +1,20 @@ +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 new file mode 100644 index 0000000000000000000000000000000000000000..26357cda6987395de87831f4088fe09754c2182a --- /dev/null +++ b/legacy/_transformed/rel-amazon/schema.svg @@ -0,0 +1,97 @@ + + +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 new file mode 100644 index 0000000000000000000000000000000000000000..231d2ddb9e9cab7b04f4ea448513d4b9053966ac --- /dev/null +++ b/legacy/_transformed/rel-amazon/tasks/item-churn/manifest.yaml @@ -0,0 +1,36 @@ +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: |- + SELECT + timestamp, + product_id, + CAST( + NOT EXISTS ( + SELECT 1 + FROM review + WHERE + review.product_id = product.product_id AND + review_time > timestamp AND + review_time <= timestamp + INTERVAL '{timedelta}' + ) AS INTEGER + ) AS churn + FROM + timestamps, + product, + WHERE + EXISTS ( + SELECT 1 + FROM review + WHERE + review.product_id = product.product_id AND + review_time > timestamp - INTERVAL '{timedelta}' AND + review_time <= timestamp + ) +manifest_version: 1 diff --git a/legacy/_transformed/rel-amazon/tasks/item-ltv/manifest.yaml b/legacy/_transformed/rel-amazon/tasks/item-ltv/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..033702af0bf5b943e50ca038d5a211cc39534a97 --- /dev/null +++ b/legacy/_transformed/rel-amazon/tasks/item-ltv/manifest.yaml @@ -0,0 +1,26 @@ +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: |- + SELECT + timestamp, + product.product_id, + COALESCE(SUM(price), 0) AS ltv, + FROM + timestamps, + product, + review + WHERE + review.product_id = product.product_id AND + review_time > timestamp AND + review_time <= timestamp + INTERVAL '{timedelta}' + GROUP BY + timestamp, + product.product_id +manifest_version: 1 diff --git a/legacy/_transformed/rel-amazon/tasks/review-rating/manifest.yaml b/legacy/_transformed/rel-amazon/tasks/review-rating/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a9bf8c3bce5ce55fc65f71751c969914d352eb00 --- /dev/null +++ b/legacy/_transformed/rel-amazon/tasks/review-rating/manifest.yaml @@ -0,0 +1,12 @@ +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/user-churn/manifest.yaml b/legacy/_transformed/rel-amazon/tasks/user-churn/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4d2b188cceabc3cf086fdd883870a40596de4839 --- /dev/null +++ b/legacy/_transformed/rel-amazon/tasks/user-churn/manifest.yaml @@ -0,0 +1,36 @@ +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: |- + SELECT + timestamp, + customer_id, + CAST( + NOT EXISTS ( + SELECT 1 + FROM review + WHERE + review.customer_id = customer.customer_id AND + review_time > timestamp AND + review_time <= timestamp + INTERVAL '{timedelta}' + ) AS INTEGER + ) AS churn + FROM + timestamps, + customer, + WHERE + EXISTS ( + SELECT 1 + FROM review + WHERE + review.customer_id = customer.customer_id AND + review_time > timestamp - INTERVAL '{timedelta}' AND + review_time <= timestamp + ) +manifest_version: 1 diff --git a/legacy/_transformed/rel-amazon/tasks/user-item-purchase/manifest.yaml b/legacy/_transformed/rel-amazon/tasks/user-item-purchase/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..613ca2fe33cb2991381f150a321c024e257587d3 --- /dev/null +++ b/legacy/_transformed/rel-amazon/tasks/user-item-purchase/manifest.yaml @@ -0,0 +1,30 @@ +name: user-item-purchase +kind: forecast +task_type: recommendation +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: |- + SELECT + t.timestamp, + review.customer_id, + LIST(DISTINCT review.product_id) AS product_id + FROM + timestamps t + LEFT JOIN + review + ON + review.review_time > t.timestamp AND + review.review_time <= t.timestamp + INTERVAL '{timedelta}' + WHERE + review.customer_id is not null and review.product_id is not null + GROUP BY + t.timestamp, + review.customer_id +manifest_version: 1 diff --git a/legacy/_transformed/rel-amazon/tasks/user-item-rate/manifest.yaml b/legacy/_transformed/rel-amazon/tasks/user-item-rate/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7cc02628c1280a40358ac59cb73440831e4e74bc --- /dev/null +++ b/legacy/_transformed/rel-amazon/tasks/user-item-rate/manifest.yaml @@ -0,0 +1,32 @@ +name: user-item-rate +kind: forecast +task_type: recommendation +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: |- + SELECT + t.timestamp, + review.customer_id, + LIST(DISTINCT review.product_id) AS product_id + FROM + timestamps t + LEFT JOIN + review + ON + review.review_time > t.timestamp AND + review.review_time <= t.timestamp + INTERVAL '{timedelta}' + WHERE + review.customer_id IS NOT NULL + AND review.product_id IS NOT NULL + AND review.rating = 5.0 + GROUP BY + t.timestamp, + review.customer_id +manifest_version: 1 diff --git a/legacy/_transformed/rel-amazon/tasks/user-item-review/manifest.yaml b/legacy/_transformed/rel-amazon/tasks/user-item-review/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..39b7bb67aa4d8e8404af35ccbd54b8cd70c71e71 --- /dev/null +++ b/legacy/_transformed/rel-amazon/tasks/user-item-review/manifest.yaml @@ -0,0 +1,32 @@ +name: user-item-review +kind: forecast +task_type: recommendation +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: |- + SELECT + t.timestamp, + review.customer_id, + LIST(DISTINCT review.product_id) AS product_id + FROM + timestamps t + LEFT JOIN + review + ON + review.review_time > t.timestamp AND + review.review_time <= t.timestamp + INTERVAL '{timedelta}' + WHERE + review.customer_id IS NOT NULL + AND review.product_id IS NOT NULL + AND (LENGTH(review.review_text) > 300 AND review.review_text IS NOT NULL) + GROUP BY + t.timestamp, + review.customer_id +manifest_version: 1 diff --git a/legacy/_transformed/rel-amazon/tasks/user-ltv/manifest.yaml b/legacy/_transformed/rel-amazon/tasks/user-ltv/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..20aac43416228666956359abe10da1886cf32ab8 --- /dev/null +++ b/legacy/_transformed/rel-amazon/tasks/user-ltv/manifest.yaml @@ -0,0 +1,39 @@ +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: |- + SELECT + timestamp, + customer_id, + ltv, + FROM + timestamps, + customer, + ( + SELECT + COALESCE(SUM(price), 0) as ltv, + FROM + review, + product + WHERE + review.customer_id = customer.customer_id AND + review.product_id = product.product_id AND + review_time > timestamp AND + review_time <= timestamp + INTERVAL '{timedelta}' + ) + WHERE + EXISTS ( + SELECT 1 + FROM review + WHERE + review.customer_id = customer.customer_id AND + review_time > timestamp - INTERVAL '{timedelta}' AND + review_time <= timestamp + ) +manifest_version: 1 diff --git a/legacy/_transformed/rel-avito/README.md b/legacy/_transformed/rel-avito/README.md new file mode 100644 index 0000000000000000000000000000000000000000..1a2efd9e3e99f916ea212e1da745fa9b3a9eb95b --- /dev/null +++ b/legacy/_transformed/rel-avito/README.md @@ -0,0 +1,39 @@ +# 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 | recommendation | 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/Category.parquet b/legacy/_transformed/rel-avito/db/Category.parquet new file mode 100644 index 0000000000000000000000000000000000000000..8e46640ce2a2832c4fc05af42b87d5d5a36a0494 --- /dev/null +++ b/legacy/_transformed/rel-avito/db/Category.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e0a1cb03abae73a2b2bd3d26dd1906413b4df943131f17158df65a01b7aca69f +size 2044 diff --git a/legacy/_transformed/rel-avito/db/PhoneRequestsStream.parquet b/legacy/_transformed/rel-avito/db/PhoneRequestsStream.parquet new file mode 100644 index 0000000000000000000000000000000000000000..4cc500addeb8c2ff3f4b6dbe9ae2b4aa433c6094 --- /dev/null +++ b/legacy/_transformed/rel-avito/db/PhoneRequestsStream.parquet @@ -0,0 +1,3 @@ +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 new file mode 100644 index 0000000000000000000000000000000000000000..02a6e94c8b7252974980029a6018e570252d9158 --- /dev/null +++ b/legacy/_transformed/rel-avito/db/SearchInfo.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:26a79ab2427846f2ad0187b0dcff850678ad5ac379bb15ec3df72598a294898c +size 28728539 diff --git a/legacy/_transformed/rel-avito/db/VisitStream.parquet b/legacy/_transformed/rel-avito/db/VisitStream.parquet new file mode 100644 index 0000000000000000000000000000000000000000..651fbe346c3af731c6f9196db08a527c96a07ed4 --- /dev/null +++ b/legacy/_transformed/rel-avito/db/VisitStream.parquet @@ -0,0 +1,3 @@ +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 new file mode 100644 index 0000000000000000000000000000000000000000..e20a6e7ff33f6f8f9f25f1b071ee959a9e748261 --- /dev/null +++ b/legacy/_transformed/rel-avito/manifest.yaml @@ -0,0 +1,49 @@ +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 new file mode 100644 index 0000000000000000000000000000000000000000..d6b65fa7b0d2cf85a07b85834eae85e9a2ed0972 --- /dev/null +++ b/legacy/_transformed/rel-avito/schema.svg @@ -0,0 +1,281 @@ + + +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/val.parquet b/legacy/_transformed/rel-avito/tasks/ad-ctr/val.parquet new file mode 100644 index 0000000000000000000000000000000000000000..b4dd2fb1e26c387d23770f55a07dc94fc7068869 --- /dev/null +++ b/legacy/_transformed/rel-avito/tasks/ad-ctr/val.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0d6d40baa5a1aa918e4d0b747233c0352f10f9d6a3eac75fa4c23e5c5b060314 +size 11108 diff --git a/legacy/_transformed/rel-avito/tasks/searchinfo-isuserloggedon/train.parquet b/legacy/_transformed/rel-avito/tasks/searchinfo-isuserloggedon/train.parquet new file mode 100644 index 0000000000000000000000000000000000000000..ec7c9ef5e07540142f1c254d9403a8a521cc8eb8 --- /dev/null +++ b/legacy/_transformed/rel-avito/tasks/searchinfo-isuserloggedon/train.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:313577b7b67ab567e2bedae03809084f702130e7f9d1e5e9e717521892a74023 +size 6312728 diff --git a/legacy/_transformed/rel-avito/tasks/searchstream-click/test.parquet b/legacy/_transformed/rel-avito/tasks/searchstream-click/test.parquet new file mode 100644 index 0000000000000000000000000000000000000000..2654e54dd6fa25d0fc4e9dda761e284e71143c5a --- /dev/null +++ b/legacy/_transformed/rel-avito/tasks/searchstream-click/test.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:587ddb4b7e9c3efe9eed48130d7390a3d36ac06c4f8087374759123b66c37acb +size 5879378 diff --git a/legacy/_transformed/rel-avito/tasks/user-clicks/train.parquet b/legacy/_transformed/rel-avito/tasks/user-clicks/train.parquet new file mode 100644 index 0000000000000000000000000000000000000000..aa6201c0a4a874c37cf02bf5846868165e47419c --- /dev/null +++ b/legacy/_transformed/rel-avito/tasks/user-clicks/train.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4226ec67eef42975066297b601518413a5b383020a82204804ea79e825775aed +size 168265 diff --git a/legacy/_transformed/rel-avito/tasks/user-visits/train.parquet b/legacy/_transformed/rel-avito/tasks/user-visits/train.parquet new file mode 100644 index 0000000000000000000000000000000000000000..ff2268fc7a7094ec5b05efb1444bf245abb61d51 --- /dev/null +++ b/legacy/_transformed/rel-avito/tasks/user-visits/train.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:17ff70f1a2df93d02053a03b65b72f1b0eb5cba2d5458fc8c2f5eaff03590798 +size 236813 diff --git a/legacy/_transformed/rel-hm/README.md b/legacy/_transformed/rel-hm/README.md new file mode 100644 index 0000000000000000000000000000000000000000..f1f557556bb9403ab876c4843edd7e0082d26045 --- /dev/null +++ b/legacy/_transformed/rel-hm/README.md @@ -0,0 +1,37 @@ +# 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 | recommendation | 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/customer.parquet b/legacy/_transformed/rel-hm/db/customer.parquet new file mode 100644 index 0000000000000000000000000000000000000000..7f91f6263a4816e09ba198ca37af8e836b70628c --- /dev/null +++ b/legacy/_transformed/rel-hm/db/customer.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ca2224c83eefea62147c97037833741cfb5e5c10da656534e34be03b3ef3e820 +size 45399774 diff --git a/legacy/_transformed/rel-hm/manifest.yaml b/legacy/_transformed/rel-hm/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..09941a9ab43ead11b831bb576ead9e270ad2628b --- /dev/null +++ b/legacy/_transformed/rel-hm/manifest.yaml @@ -0,0 +1,20 @@ +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 new file mode 100644 index 0000000000000000000000000000000000000000..45c54ce2da90422ff3ae1c651b861f0df9ef10a2 --- /dev/null +++ b/legacy/_transformed/rel-hm/schema.svg @@ -0,0 +1,185 @@ + + +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/user-item-purchase/train.parquet b/legacy/_transformed/rel-hm/tasks/user-item-purchase/train.parquet new file mode 100644 index 0000000000000000000000000000000000000000..71fbc3e0046a8f179f0282f712ac4ad6f45c703e --- /dev/null +++ b/legacy/_transformed/rel-hm/tasks/user-item-purchase/train.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6f86ae6334180162edab4be280eb73794bec4877ecfc196dae715be8cf48fb1e +size 40810052 diff --git a/legacy/_transformed/rel-stack/README.md b/legacy/_transformed/rel-stack/README.md new file mode 100644 index 0000000000000000000000000000000000000000..7ad6a02fbb68ec1a33d64164cda46452234c3f21 --- /dev/null +++ b/legacy/_transformed/rel-stack/README.md @@ -0,0 +1,38 @@ +# 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 | recommendation | 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 | recommendation | 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/comments.parquet b/legacy/_transformed/rel-stack/db/comments.parquet new file mode 100644 index 0000000000000000000000000000000000000000..071bdaf8e5636f75c9a798f38ddcfd5cc9a6a6dc --- /dev/null +++ b/legacy/_transformed/rel-stack/db/comments.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bd3023238a002e314113a93518f7f1c291b4e7ea3fa852ab569e4b48d5cab3d9 +size 78846411 diff --git a/legacy/_transformed/rel-stack/db/posts.parquet b/legacy/_transformed/rel-stack/db/posts.parquet new file mode 100644 index 0000000000000000000000000000000000000000..484663fb4a2576bc2be2219371bf7108b6499eb4 --- /dev/null +++ b/legacy/_transformed/rel-stack/db/posts.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0432a2a17c10171fad234b673a68a99c9d2b81275c6eb468796575b6eb665309 +size 196565765 diff --git a/legacy/_transformed/rel-stack/db/votes.parquet b/legacy/_transformed/rel-stack/db/votes.parquet new file mode 100644 index 0000000000000000000000000000000000000000..09e6ace1dcff8dc2859eb8140f04fcec637fbeb0 --- /dev/null +++ b/legacy/_transformed/rel-stack/db/votes.parquet @@ -0,0 +1,3 @@ +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 new file mode 100644 index 0000000000000000000000000000000000000000..ae9659b6eaa2b6d12a5ffc12a378ef44d6be3cc8 --- /dev/null +++ b/legacy/_transformed/rel-stack/manifest.yaml @@ -0,0 +1,45 @@ +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 new file mode 100644 index 0000000000000000000000000000000000000000..c34efdecaac839083ea530c0d52bee3ff1a1760a --- /dev/null +++ b/legacy/_transformed/rel-stack/schema.svg @@ -0,0 +1,305 @@ + + +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/val.parquet b/legacy/_transformed/rel-stack/tasks/post-post-related/val.parquet new file mode 100644 index 0000000000000000000000000000000000000000..04cdde3ea988a59dd7d3dc1d57779c0f0eaa402f --- /dev/null +++ b/legacy/_transformed/rel-stack/tasks/post-post-related/val.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d5190d27bbff26a0d3ef77639885ee413c148d79f9ac3176e728f088de74327b +size 2835 diff --git a/legacy/_transformed/rel-stack/tasks/user-badge/train.parquet b/legacy/_transformed/rel-stack/tasks/user-badge/train.parquet new file mode 100644 index 0000000000000000000000000000000000000000..9987e84c2d8dd5b041aaa97005a0eddd12716895 --- /dev/null +++ b/legacy/_transformed/rel-stack/tasks/user-badge/train.parquet @@ -0,0 +1,3 @@ +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 new file mode 100644 index 0000000000000000000000000000000000000000..9cb0a16d2729cc78d4ce90fa1e77c933e23f0700 --- /dev/null +++ b/legacy/_transformed/rel-stack/tasks/user-badge/val.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:32aa7d7f017309d53b50b87ed01bdd29a899527cc80aaed038ab277db9bb5618 +size 299471 diff --git a/legacy/_transformed/rel-stack/tasks/user-post-comment/val.parquet b/legacy/_transformed/rel-stack/tasks/user-post-comment/val.parquet new file mode 100644 index 0000000000000000000000000000000000000000..f4bddf4d26d3a27ad860d2daf0aad7b04d93fe98 --- /dev/null +++ b/legacy/_transformed/rel-stack/tasks/user-post-comment/val.parquet @@ -0,0 +1,3 @@ +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 new file mode 100644 index 0000000000000000000000000000000000000000..4c24a7b646e47f92484627b4080500e0bac57098 --- /dev/null +++ b/legacy/_transformed/rel-trial/README.md @@ -0,0 +1,42 @@ +# 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 | recommendation | 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 | recommendation | 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/outcome_analyses.parquet b/legacy/_transformed/rel-trial/db/outcome_analyses.parquet new file mode 100644 index 0000000000000000000000000000000000000000..c733280315e5554378b5998f95aa4e88698758fe --- /dev/null +++ b/legacy/_transformed/rel-trial/db/outcome_analyses.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fdb3c6f8786c58f955593fe833a5698d1f966a98517eaa141cb9de59240268a4 +size 7537295 diff --git a/legacy/_transformed/rel-trial/manifest.yaml b/legacy/_transformed/rel-trial/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8ae5a3be6faaf1ed88f11a80e8b46b6d969a1fd3 --- /dev/null +++ b/legacy/_transformed/rel-trial/manifest.yaml @@ -0,0 +1,81 @@ +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 new file mode 100644 index 0000000000000000000000000000000000000000..03fb7bfff87e46c699e145c04d7e1c293395a121 --- /dev/null +++ b/legacy/_transformed/rel-trial/schema.svg @@ -0,0 +1,729 @@ + + +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 + +FK + +condition_id + +FK + +date + +TIME + + + +studies + +studies + +273K rows + +nct_id + +PK + +start_date + +TIME + +enrollment + +float + +number_of_arms + +float + +number_of_groups + +float + +target_duration + +str + +study_type + +str + +acronym + +str + +baseline_population + +str + +brief_title + +str + +official_title + +str + +phase + +str + +enrollment_type + +str + +source + +str + +has_dmc + +str + +is_fda_regulated_drug + +str + +is_fda_regulated_device + +str + +is_unapproved_device + +str + +is_ppsd + +str + +is_us_export + +str + +biospec_retention + +str + +biospec_description + +str + +source_class + +str + +baseline_type_units_analyzed + +str + +fdaaa801_violation + +str + +plan_to_share_ipd + +str + +detailed_descriptions + +str + +brief_summaries + +str + + + +conditions + +conditions + +4K rows + +condition_id + +PK + +mesh_term + +str + + + +interventions + +interventions + +3K rows + +intervention_id + +PK + +mesh_term + +str + + + +drop_withdrawals + +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/eligibilities-child/manifest.yaml b/legacy/_transformed/rel-trial/tasks/eligibilities-child/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..800d813fec23f118f9ce35b31c5d9dffbfb6b532 --- /dev/null +++ b/legacy/_transformed/rel-trial/tasks/eligibilities-child/manifest.yaml @@ -0,0 +1,22 @@ +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/site-sponsor-run/manifest.yaml b/legacy/_transformed/rel-trial/tasks/site-sponsor-run/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..111e636d1da13d0d0f1dc03395b870b26a13a8cb --- /dev/null +++ b/legacy/_transformed/rel-trial/tasks/site-sponsor-run/manifest.yaml @@ -0,0 +1,24 @@ +name: site-sponsor-run +kind: forecast +task_type: recommendation +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-success/train.parquet b/legacy/_transformed/rel-trial/tasks/site-success/train.parquet new file mode 100644 index 0000000000000000000000000000000000000000..6aba5c98696e237c9f446066ff30f8140468cc57 --- /dev/null +++ b/legacy/_transformed/rel-trial/tasks/site-success/train.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3b7613be052e3b0585871275dc3a3e800e021a3c9c05d1badab0d137fd540867 +size 556198 diff --git a/legacy/_transformed/rel-trial/tasks/studies-enrollment/manifest.yaml b/legacy/_transformed/rel-trial/tasks/studies-enrollment/manifest.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0722a21ac5757e11a692110ae0a91d1081fedba5 --- /dev/null +++ b/legacy/_transformed/rel-trial/tasks/studies-enrollment/manifest.yaml @@ -0,0 +1,7 @@ +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/rel-amazon/column_index.json b/legacy/rel-amazon/column_index.json index f0774d8d02fa02d9d4eb7a474ed9ee4cc5c6937a..d0c7b4e7d9252f4a6c95a281e00952bd06c9989f 100644 --- a/legacy/rel-amazon/column_index.json +++ b/legacy/rel-amazon/column_index.json @@ -1 +1 @@ -{"verified of review":31,"summary of review":19026068,"timestamp of user-item-purchase":29426908,"price of product":31580669,"brand of product":30619927,"product_id of user-item-rate":4,"review_text of review":32,"customer_id of user-churn":12,"product_id of item-ltv":24,"product_id of item-churn":20,"churn of user-churn":13,"customer_name of customer":29426912,"product_id of product":30619925,"timestamp of 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item-churn":10,"category of product":30619914,"rating of review":22,"title of product":30850876,"primary_key of review-rating":30619911,"product_id of product":30619913,"rating of review-rating":30619912,"review_time of review-rating":30619910,"churn of user-churn":8,"product_id of item-ltv":16,"review_time of review":19,"customer_id of review":20,"review_text of review":24,"churn of item-churn":13,"customer_id of user-churn":7,"customer_id of customer":29426899,"product_id of item-churn":11,"price of product":31580657,"summary of review":19026060,"customer_id of user-ltv":2,"description of product":31287323,"timestamp of user-churn":6,"customer_name of customer":29426900,"timestamp of item-ltv":15} \ No newline at end of file diff --git a/legacy/rel-amazon/meta.json b/legacy/rel-amazon/meta.json index 497a618046188e13b22487f5a1df89c78023d50d..a89931c700211f37484fef84039f8d7ee12af083 100644 --- a/legacy/rel-amazon/meta.json +++ b/legacy/rel-amazon/meta.json @@ -10,9 +10,9 @@ 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