eda-tools-bat
EDA хийх 7 жижиг функц. AI Academy Asia, AI Engineer курс, Data Analysis модуль, 5-р хичээл.
Суулгах
# Энэ хавтсаас шууд
pip install .
# TestPyPI-аас
pip install -i https://test.pypi.org/simple/ --no-deps eda-tools-bat
# Жинхэнэ PyPI-аас
pip install eda-tools-bat
Функцууд
| Функц | Сан | Юу хийдэг |
|---|---|---|
basic_stats(x) |
NumPy | n, дундаж, медиан, std, min, max |
iqr_outliers(x) |
NumPy | 1.5 x IQR дүрмээр outlier |
missing_report(df) |
Pandas | багана бүрийн хоосон утгын тоо ба хувь |
group_rate(df, by, target) |
Pandas | бүлэг бүрийн n ба дундаж |
plot_hist(df, col) |
Matplotlib | histogram, дундаж ба медианы шугам |
plot_box(df, x, y) |
Seaborn | бүлгийн boxplot |
plot_corr(df) |
Seaborn | корреляцийн heatmap |
Жишээ: зээлийн оноо
import eda_tools_bat as et
et.missing_report(loan)
et.basic_stats(clean["score"])
et.group_rate(clean, "credit_history", "loan_approved")
et.plot_hist(clean, "score")
et.plot_box(clean, "loan_approved", "score")
et.plot_corr(clean)
Бүтэн жишээ: examples/example_scoring.py (loan_approval.csv-тэй хамт).
Өөрийн нэрээр байршуулах
bat-ыг өөрийн нэрээр соль:pyproject.tomlдахьname,src/eda_tools_batхавтасны нэр.python -m buildtwine check dist/*twine upload --repository testpypi dist/*(дараа нь жинхэнэ PyPI:twine upload dist/*)
1 maintainer
Metadata
1 maintainer
Release files for eda-tools-bat 0.1.0
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Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
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| eda_tools_bat-0.1.0.tar.gz | 3.0 kB | Without provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| eda_tools_bat-0.1.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 6.4 kB
Release files / eda_tools_bat-0.1.0.tar.gz
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| Size | 3.0 kB |
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Release files / eda_tools_bat-0.1.0-py3-none-any.whl
| Download URL | eda_tools_bat-0.1.0-py3-none-any.whl |
|---|---|
| Size | 3.4 kB |
| Tags | Python 3 |
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SHA-256 checksum How to use checksums |
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