Exploratory Data Analysis in Python

Description

In this course, you will :

• Exploring a dataset in order to compute overall statistics.
• Make a graph of the correlations between the features.
• Visualize the features' predictive power.
• Make use of a dataset to generate useful insights.

Syllabus :

1. Univariate analysis

• A first sight to our dataset
• Summarization
• Histograms
• Boxplots

 

2. Multivariate analysis

• Pairplots
• Correlation matrix and histograms
• Stacked histograms

 

3. Some useful libraries

• Sweetviz
• Pandas profiling

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