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Add addon HypEx (Hypotheses and Experiments) #104

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Jul 25, 2023
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Add addon HypEx (Hypotheses and Experiments) #104

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3544688
init addon-matching
dev-rinchin Jul 25, 2023
bec1c7f
fixes to pass linters
dev-rinchin Jul 25, 2023
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20 changes: 20 additions & 0 deletions examples/demo14.py
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import pandas as pd

from lightautoml.addons.hypex import Matcher


df = pd.read_csv("data/sampled_matching.csv").drop(["Unnamed: 0"], axis=1)

print(df.shape)
print(df.columns)

target = "created_variable"
treatment = "is_tb_pilot"


matcher = Matcher(df, target, treatment, is_feature_select=False, quality_check=True)

matcher.estimate()

print(matcher.matcher.ATE)
print(matcher.matcher.quality_dict)
619 changes: 619 additions & 0 deletions examples/tutorials/Tutorial_12_Matching.ipynb
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7 changes: 7 additions & 0 deletions lightautoml/addons/hypex/README.md
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# HypEx: Hypotheses and Experiments

[![Telegram](https://img.shields.io/badge/chat-on%20Telegram-2ba2d9.svg)](https://t.me/lamamatcher)

<a name="installation"></a>
# Usage
You can see the examples of usages this addons [here](https://github.com/sb-ai-lab/LightAutoML/blob/master/examples/tutorials/Tutorial_12_Matching.ipynb)
4 changes: 4 additions & 0 deletions lightautoml/addons/hypex/__init__.py
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from .matcher import Matcher


__all__ = ["Matcher"]
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