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with Jonathan Fernandes
Discover how to work with the pandas library and tools for data analysis and data structuring.
Welcome
What you should know
Exercise files
Installing Anaconda
Downloading the data set
Using the Jupyter notebook
Using Pandas
DataFrames
Series
Challenge
Solution
Using read_csv()
Using shape
Using head() and tail()
Using info()
Using value_counts()
Using sort_values()
Boolean indexing
String handling
Basic plotting
Plot types
Colors
Figsize
Colormaps
Seaborn basic plotting
Index
Using set_index()
Using reset_index()
Using sort_index()
Using loc[]
Using iloc[]
Groupby
Iterate through a group
Groupby computations
Reshaping
Using stack()
Using unstack()
Learning heatmaps
Creating your own colormaps
Final challenge
Final solution
Next steps