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Duplicate from TAAC2026/data_sample_1000
Browse filesCo-authored-by: Yuliang <cLinuss@users.noreply.huggingface.co>
- .gitattributes +60 -0
- README.md +100 -0
- sample_data.parquet +3 -0
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README.md
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---
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license: cc-by-nc-4.0
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---
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# TAAC2026 Demo Dataset (1000 Samples)
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A sample dataset containing 1000 user-item interaction records for the [TAAC2026 competition](https://algo.qq.com).
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## Dataset Description
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- **Rows**: 1,000
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- **Format**: Parquet (`sample_data.parquet`)
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- **File Size**: ~68 MB
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## Columns
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| Column | Type | Description |
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|---|---|---|
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| `item_id` | `int64` | **Target item** identifier. |
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| `item_feature` | `array[struct]` | Array of **target item** feature dicts. Each element has `feature_id`, `feature_value_type`, and value fields (`float_value`, `int_array`, `int_value`). |
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| `label` | `array[struct]` | Array of label dicts. Each element contains `action_time` and `action_type`. |
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| `seq_feature` | `struct` | Sequence features dict with keys: `action_seq`, `content_seq`, `item_seq`. Each sub-key contains arrays of feature structs. |
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| `timestamp` | `int64` | Event timestamp. |
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| `user_feature` | `array[struct]` | Array of user feature dicts. Each element has `feature_id`, `feature_value_type`, and value fields (`float_array`, `int_array`, `int_value`). |
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| `user_id` | `string` | User identifier. |
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## Feature Struct Schema
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Each feature element contains `feature_id`, `feature_value_type`, and several value fields. Depending on `feature_value_type`, the corresponding value fields are populated and the rest are `null`.
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**`item_feature`** — value fields: `int_value`, `float_value`, `int_array`
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```json
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{
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"feature_id": 6,
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"feature_value_type": "int_value",
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"float_value": null,
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"int_array": null,
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"int_value": 96,
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}
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```
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**`user_feature`** — value fields: `int_value`, `float_array`, `int_array`
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```json
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{
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"feature_id": 65,
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"feature_value_type": "int_value",
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"float_array": null,
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"int_array": null,
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"int_value": 19
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}
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```
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**`seq_feature`** — value fields: `int_array`
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```json
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{
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"feature_id": 19,
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"feature_value_type": "int_array",
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"int_array": [1, 1, 1, ...]
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}
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```
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Possible `"feature_value_type"` values and their corresponding fields:
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- `"int_value"` → `int_value`
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- `"float_value"` → `float_value`
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- `"int_array"` → `int_array`
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- `"float_array"` → `float_array`
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- Also there are some combinations of these types, e.g. `"int_array_and_float_array"` → both `int_array` and `float_array` are populated.
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## Label Schema
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Each element in the `label` array:
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```json
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{
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"action_time": 1770694299,
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"action_type": 1
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}
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```
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## Usage
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```python
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import pandas as pd
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df = pd.read_parquet("sample_data.parquet")
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print(df.shape) # (1000, 7)
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print(df.columns) # ['item_id', 'item_feature', 'label', 'seq_feature', 'timestamp', 'user_feature', 'user_id']
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```
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With Hugging Face `datasets`:
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```python
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from datasets import load_dataset
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ds = load_dataset("TAAC2026/data_sample_1000")
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print(ds)
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```
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sample_data.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:e4cb58a538f300e380659b8482e6254d91f5fe6bd7446f1e245a868452c974ad
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size 71158312
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