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pycateda Python Package - A simplified Exploratory Data Analysis with less lines of code

Project description

pycateda Python Package - A simplified Exploratory Data Analysis with less lines of code

pycateda

What does it do?

  1. Read the data and returns a DataFrame
  2. Get a summary of basic descriptive analysis of the dataset A. Top 5 rows B. Bottom 5 rows C. The shape of the Data Frame D. Missing Values in the data frame E. Duplicate rows F. Descriptive statistics for Numerical + Categorical columns G. Number of unique values for each feature H. The unique identifier I. Prints Unique Value of Each feature J. Relative frequency (%) of unique values or bins of numerical features
  3. Get the Count of Null Values in each column
  4. Get Percentage % of missing values in each column
  5. Shows Missing Values Plots of the DataFrame
  6. Build a Profile Report of the entire dataset
  7. Check numerical variables in the DataFrame
  8. Check discrete variables in the Data Frame
  9. Check Continuous variables in the Data Frame
  10. Analyze continuous variables Visually in the Data Frame
  11. Analyze Transformed ( Log ) Continuous Variables
  12. Analyze Outliers in the data frame (Box Plots)

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