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--- |
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language: |
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- en |
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tags: |
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- adult |
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- tabular_classification |
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- binary_classification |
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pretty_name: Adult |
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size_categories: |
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- 10K<n<100K |
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task_categories: |
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- tabular-classification |
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configs: |
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- encoding |
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- income |
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- income-no race |
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- race |
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--- |
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# Adult |
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The [Adult dataset](https://archive.ics.uci.edu/ml/datasets/Adult) from the [UCI ML repository](https://archive.ics.uci.edu/ml/datasets). |
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Census dataset including income threshold. |
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# Configurations and tasks |
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The dataset has four configurations: |
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- `encoding`, which holds the encoding dictionaries mapping binary and ordinal features to their value; |
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- `income`, for binary classification of the individual's income; |
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- `income-no race`, as `income`, but the `race` feature is removed; |
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- `race`, multiclass classification to predict the `race` of the individual. |
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# Features |
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- `age` Age of the person; |
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- `capital_gain` Capital gained by the person; |
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- `capital_loss` Capital lost by the person; |
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- `education` Education level: the higher, the more educated the person; |
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- `final_weight` |
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- `hours_per_week` Hours worked per week; |
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- `marital_status` Marital status of the person; |
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- `native_country` Native country of the person; |
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- `occupation` Job of the person; |
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- `race` Race of the person; |
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- `relationship` |
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- `sex` Sex of the person; |
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- `workclass` Type of job of the person; |
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- `over_threshold` `1` for income `>= 50k$`, `0` otherwise. |