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a python package to visvalize features of data and observe relation without writing lots of codes

Project description

Dumbledore

this is a python module which is intended for data scientist and statistician to visualize features and understand relationships between different features without writing lots of codes.
This module is like an aggregator which combines multiple functionalities of different modules and brings them together to keep you out of trouble



installation

pip install dumbledore

requirements
this module depends on all most of scientific libraries like pandas , matplotlib , seaborn, numpy etc. all of which you must have already installed if you are a data scientist or statistician but don't worry if you haven't the pip command will automatically install all the dependencies.

examples
the vis_feature() function helps you understand and visualize between different types of variables

  1. for a continuous feature and categorical target variable
import dumbledore as db
import pandas as pd
...
# load data
...
db.basics.vis_feature((data , 'gender' , 'tenure', 'gist_earth_r' , target_continous=True , jitter=0.3)

data plot

  1. when your feature and target both are continous
db.basics.vis_feature((data , 'tenure' , 'MonthlyCharges', 'gist_earth_r' , continous=True , target_continous=True )

data2 plot2

similarly you can feed in categorical target or categorical feature you have to keep in mind the two arguements

continous : True if feature is continous, False if feature categorical
target_continous : True if target variable is continous , False if target variable is categorical


note : this module is still under development and has been released as alpha. so if you get any bug please open a issue without hesitation. or if you want a new feature please make a feature request

THIS PRODUCT IS DISTRIBUTED UNDER GNU GPLv3 WHICH CAN BE FOUND IN THE LICENSE FILE

developed by : imzain448
meet me on

Project details


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