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If you want to analyze simply, use ProfileReport

Mary-Kate Olsen
Release: 2024-10-30 16:09:03
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If you want to analyze simply, use ProfileReport

If you don't know how to analyze with code or don't have a time, you can simply use ProfileReport library.

The steps is very simple too.

  1. Install
    pip install ydata-profiling

  2. Import and use it

import pandas as pd
import numpy as np

from ydata_profiling import ProfileReport

df = pd.read_csv('data.csv')
report = ProfileReport(df, title='Data analysis')
report.to_file("Data_report.html")
Copy after login

It will be stored as 'Data_report.html'.

It automatically report these things.

  • Information of the data
  • Type of the variable
  • Count None value
  • Descriptive statistic of the variables
  • Correlation each of the variables
  • Visualization of the analysis (auto adjusted type of graph)
  • etc.

It was very helpful to write a report quickly.

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source:dev.to
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