Metadata-Version: 2.1
Name: quickpanda
Version: 0.0.4
Summary: quickpanda
Home-page: https://github.com/yasuo626/QuickPanda
Author: aidroid
Author-email: yasuo626.com@gmail.com
Keywords: data analysis
Classifier: Programming Language :: Python :: 3
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: OS Independent
Requires-Python: >=3.6
Description-Content-Type: text/markdown

# a pipeline for quick data analysis and machine learning

## file_operate:

* read file and do base operate like auto asdtype etc.
* it support multi type files operates together.

## preprocess:

    create a preprocessor to preprocessing(dropna,fillna,dropoutlyers...)
    you can select the file and cols by passing dict-type args.
## analysis:
    base on the previous manipulations,we get clean datas,we can now acutally start the analysis tasks:
    correlation:
        get correlations between value-type features and labels. 
        compare the correlation between class-type features and labels.
        

## modeling:
    we provide base ml models to complete classification or regression tasks
    listing:
        gbdt:xgboost,light gbm,radom forests
        norm:svc,linear,logistic,bayes
        timesequence:ARMA,ARIMA
        nn:
        DeepLearning:\

## statistic_test:

[//]: #  (    [test func]&#40;https://blog.csdn.net/weixin_46271668/article/details/123981051&#41;)

    normality test
    correlation test
    significance test
    parametric test
    nonparametric test
