Pandas Profiling is built on-top of Pandas with the features of generating reports from a pandas
For each column of the following statistics:
- Essentials: type, unique values, missing values
- Quantile statistics like minimum value, Q1, median, Q3, maximum, range, interquartile range
- Descriptive statistics like mean, mode, standard deviation, sum, median absolute deviation, the coefficient of variation, kurtosis, skewness
- Most frequent values
- Histogram
- Correlations highlighting of highly correlated variables, Spearman and Pearson matrixes
How to install (non-anaconda users)
Note: Use terminal (Mac/Linux Users), command prompt (Windows Users)
pip install pandas-profiling |
How to install anaconda users)
Note: use Anaconda-Prompt
conda install pandas-profiling |