Exploratory Data Analysis and Visualization in Python

Python Programming Part 1 & 2

Looping
Functions
Lambda Expressions
Methods

SciPy

Matplotlib Part 1 & 2

Subplots
Customizing plot appearance

Matplotlib - Basics

Multiplots
Subplots
Setting colors

Matplotlib Advanced

Log scale
Text annotation
Axis grid
Twin axis
3D figures

FiveThirtyEight Visualizations with Matplotlib

Customizing tick marks and axes
Adding titles and subtitles
Adding a signature bar

NumPy and Pandas for 1D and 2D Data

Similarities & differences
Pearson's r function

Numpy

Creating arrays
Indexing and Selection
Basic operations

Pandas

Subsetting dataframes
Working with the Index
Missing data
Group By
Combining dataframes (merge, join, concatenation)
Pivot Table

911 Call Exploratory Data Analysis

Time Series study with seaborn
Heat maps with seaborn

Financial Exploratory Analysis

Pairplot with seaborn
Moving average line plot
Heat maps with seaborn

Python A-Z Profit Analysis

For loops
Round function

Country Birth Rate Exploratory Analysis

Creating dataframes
Merging dataframes
Scatterplots with seaborn

Domestic Gross Percentage Exploratory Analysis

Filtering using isin function
Box plot with jitter

Python A-Z Internet Users Exploratory Analysis

Subsetting
Filtering

Melbourne Housing Exploratory Analysis

Re-ordering columns
Identifying missing data
Converting variable types

SF Salaries Exploratory Analysis

Python A-Z Internet Users Data Visualization

Seaborn plots
Keyword Arguments in Python

Python A-Z Movie Rating Data Visualization

Converting variables
Stacked histograms
KDE plot with seaborn
Subplots
Building & styling dashboards

Pandas Data Visualization

Hex bin
Kernel density plot

Pandas Data Visualization Part 2

Area maps

Pandas Built-In Data Visualization

Ploty & Cufflinks

3D surface plots
Spread plots
Bubble plots
Scatter matrix plots

Plotly Geograhical Plotting

USA choropleth map
Global choropleth map

Plotly Choropleth Maps

Seaborn

Distribution plots (histogram, joint plot, rug plot, kde)
Categorical plots (bar plot, count plot, box plot, violin plot, strip plot, swarm plot, factorplot))
Matrix plots (heat maps, cluster maps)
Regression plots (linear model plot, faceted linear model plot)
Grids (pairplot, pair grid, facet grid)
Customizing style and color

Seaborn Plots

Categorical Plots
Distribution Plots
Seaborn Matrix Plots
Seaborn Regression Plots
Seaborn Style and Color

Name		Name	Last commit message	Last commit date
Latest commit History 54 Commits
Python A-Z Internet Users Exploratory Analysis.ipynb		Python A-Z Internet Users Exploratory Analysis.ipynb
2011_US_AGRI_Exports		2011_US_AGRI_Exports
2012_Election_Data		2012_Election_Data
2014_World_GDP		2014_World_GDP
2014_World_Power_Consumption		2014_World_Power_Consumption
911 Calls Exploratory Data Analysis.ipynb		911 Calls Exploratory Data Analysis.ipynb
911.csv		911.csv
Bokeh_Reference.pdf		Bokeh_Reference.pdf
Choropleth Maps Exercise .ipynb		Choropleth Maps Exercise .ipynb
Country Birth Rate Exploratory Analysis.ipynb		Country Birth Rate Exploratory Analysis.ipynb
Data.csv		Data.csv
DemographicData.csv		DemographicData.csv
Domestic Gross Percentage Exploratory Analysis.ipynb		Domestic Gross Percentage Exploratory Analysis.ipynb
Financial Exploratory Data Analysis.ipynb		Financial Exploratory Data Analysis.ipynb
FiveThirtyEight Visualization with Matplotlib.ipynb		FiveThirtyEight Visualization with Matplotlib.ipynb
Jupyter_Notebook_Reference.pdf		Jupyter_Notebook_Reference.pdf
Lambda Expressions .ipynb		Lambda Expressions .ipynb
MatPlotLib Part 2.ipynb		MatPlotLib Part 2.ipynb
Matplotlib - Advanced.ipynb		Matplotlib - Advanced.ipynb
Matplotlib - Basics.ipynb		Matplotlib - Basics.ipynb
Matplotlib.ipynb		Matplotlib.ipynb
Matplotlib_Reference.pdf		Matplotlib_Reference.pdf
Melbourne Housing Exploratory Anaysis.ipynb		Melbourne Housing Exploratory Anaysis.ipynb
Melbourne_housing_extra_data.csv		Melbourne_housing_extra_data.csv
Movie-Ratings.csv		Movie-Ratings.csv
Movie_gross_percentage.csv		Movie_gross_percentage.csv
NumPy Part 2.ipynb		NumPy Part 2.ipynb
NumPy and Pandas for 1D and 2D Data.ipynb		NumPy and Pandas for 1D and 2D Data.ipynb
Numpy.ipynb		Numpy.ipynb
Numpy_Reference.pdf		Numpy_Reference.pdf
Pandas Built-in Data Visualization.ipynb		Pandas Built-in Data Visualization.ipynb
Pandas Data Visualization Part 2.ipynb		Pandas Data Visualization Part 2.ipynb
Pandas Data Visualization.ipynb		Pandas Data Visualization.ipynb
Pandas Tips and Tricks.pdf		Pandas Tips and Tricks.pdf
Pandas.ipynb		Pandas.ipynb
Pandas_Reference.pdf		Pandas_Reference.pdf
Pandas_Reference2.pdf		Pandas_Reference2.pdf
Plotly & Cufflinks.ipynb		Plotly & Cufflinks.ipynb
Plotly Choropleth Maps.ipynb		Plotly Choropleth Maps.ipynb
Plotly Geographical Plotting.ipynb		Plotly Geographical Plotting.ipynb
Python A-Z Internet Users Data Visualization.ipynb		Python A-Z Internet Users Data Visualization.ipynb
Python A-Z Internet Users Exploratory Analysis.ipynb		Python A-Z Internet Users Exploratory Analysis.ipynb
Python A-Z Movie Rating Data Visualization.ipynb		Python A-Z Movie Rating Data Visualization.ipynb
Python A-Z Profit Analysis.ipynb		Python A-Z Profit Analysis.ipynb
Python Pivot Tables.pdf		Python Pivot Tables.pdf
Python Programming Part 1.ipynb		Python Programming Part 1.ipynb
Python Programming Part 2.ipynb		Python Programming Part 2.ipynb
Python_Color_Options.pdf		Python_Color_Options.pdf
Python_Reference.pdf		Python_Reference.pdf
README.md		README.md
SF Salaries Exploratory Analysis.ipynb		SF Salaries Exploratory Analysis.ipynb
SF_Salaries.csv		SF_Salaries.csv
SciPy.ipynb		SciPy.ipynb
Seaborn Categorical Plots.ipynb		Seaborn Categorical Plots.ipynb
Seaborn Distribution Plots.ipynb		Seaborn Distribution Plots.ipynb
Seaborn Grids.ipynb		Seaborn Grids.ipynb
Seaborn Matrix Plots.ipynb		Seaborn Matrix Plots.ipynb
Seaborn Regression Plots.ipynb		Seaborn Regression Plots.ipynb
Seaborn Style and Color.ipynb		Seaborn Style and Color.ipynb
Seaborn.ipynb		Seaborn.ipynb
Seaborn_Reference_Guide.pdf		Seaborn_Reference_Guide.pdf
categorical_data.py		categorical_data.py
data_preprocessing_template.py		data_preprocessing_template.py
df3		df3
missing_data.py		missing_data.py
numpy_pandas_reference_guide.pdf		numpy_pandas_reference_guide.pdf
pandas Multi-index and groupbys.pdf		pandas Multi-index and groupbys.pdf
plotly_cheat_sheet.pdf		plotly_cheat_sheet.pdf

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