Add dbinfer-avs
Browse files- dbinfer-avs/README.md +34 -0
- dbinfer-avs/db/History.parquet +3 -0
- dbinfer-avs/db/Offer.parquet +3 -0
- dbinfer-avs/db/Transaction.parquet +3 -0
- dbinfer-avs/manifest.yaml +19 -0
- dbinfer-avs/schema.svg +69 -0
- dbinfer-avs/tasks/repeater/manifest.yaml +10 -0
- dbinfer-avs/tasks/repeater/test.parquet +3 -0
- dbinfer-avs/tasks/repeater/train.parquet +3 -0
- dbinfer-avs/tasks/repeater/val.parquet +3 -0
dbinfer-avs/README.md
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---
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tags:
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- relbench
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- relational-deep-learning
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pretty_name: dbinfer-avs
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---
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# dbinfer-avs
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Acquire Valued Shoppers (AVS) from the 4DBInfer benchmark: a retail dataset of customer transaction histories and promotional offers, used to predict shopper behavior such as offer repeat purchases.
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## Schema
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Open [`schema.svg`](schema.svg) for a zoomable view: each table lists all of its columns and types, with primary keys, foreign keys, and the foreign-key edges between tables.
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Splits: validation `2013-07-30 00:00:00`, test `2013-07-31 00:00:00` (rows up to a split's timestamp are the inputs for that split).
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## Tasks
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| task | kind | type | description |
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|---|---|---|---|
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| `repeater` | external | binary_classification | Predict whether a shopper becomes a repeat buyer of an offer. |
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## Loading
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```python
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import relbench
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ds = relbench.load_dataset("dbinfer-avs")
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task = relbench.load_task("dbinfer-avs", "<task>")
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```
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Manifest layout (`manifest.yaml` + plain parquet); see the RelBench [CONTRIBUTING guide](https://github.com/snap-stanford/relbench/blob/main/CONTRIBUTING.md).
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dbinfer-avs/db/History.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:d863a3bb790e9f08fcfbf606467947d94ab69099534612a42fef5006b333ac5f
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size 2469250
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dbinfer-avs/db/Offer.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:2f32501995256bba5b498008009213a4ce5fc0e39d540e0b51c141e33002a4ec
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size 4625
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dbinfer-avs/db/Transaction.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:f44db13a2e424027900a1229bb72068bdd101f5ab275f16673177d45d86f83e3
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size 5559598329
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dbinfer-avs/manifest.yaml
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name: dbinfer-avs
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manifest_version: 1
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description: 'Acquire Valued Shoppers (AVS) from the 4DBInfer benchmark: a retail dataset of customer transaction histories and promotional offers, used to predict shopper behavior such as offer repeat purchases.'
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val_timestamp: '2013-07-30 00:00:00'
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test_timestamp: '2013-07-31 00:00:00'
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tables:
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History:
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pkey: __synthetic_pk__
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time_col: offerdate
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fkeys:
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offer: Offer
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Transaction:
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pkey: __synthetic_pk__
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time_col: date
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fkeys: {}
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Offer:
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pkey: offer
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time_col: null
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fkeys: {}
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dbinfer-avs/schema.svg
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dbinfer-avs/tasks/repeater/manifest.yaml
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name: repeater
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kind: external
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task_type: binary_classification
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description: Predict whether a shopper becomes a repeat buyer of an offer.
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entity_table: History
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entity_col: id
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target_col: repeater
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time_col: timestamp
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timedelta: 1 days 00:00:00
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manifest_version: 1
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dbinfer-avs/tasks/repeater/test.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:8c38a530eb578b583a9d8d4004c5539feb4ff26122860553fe41066f599e943c
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size 225527
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dbinfer-avs/tasks/repeater/train.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:995a502ea9f2a215798e8839d1e488297e90782a12a65d1f7353aca66004b2f0
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size 931403
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dbinfer-avs/tasks/repeater/val.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:8225e3dd5f9cfb48287df40d15afb72f9a361b9e8a3c61b935e4691072bb14fa
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size 204314
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