arjuns2020/pycateda

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

Install pycateda package -> pip install pycateda

Blog -> https://bit.ly/pycateda-blog

What does pycateda 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. Check numerical variables in the DataFrame

7. Check discrete variables in the Data Frame

8. Check Continuous variables in the Data Frame

9. Analyze continuous variables Visually in the Data Frame

10. Analyze Transformed ( Log ) Continuous Variables

11. Analyze Outliers in the data frame (Box Plots)