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.
Install
pip install ydata-profilingImport 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")
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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