Skip to content

Latest commit

 

History

History
 
 

README.md

Data Analysis Using Python: A Beginner’s Guide Featuring NYC Open Data

Part 3: Plotting and Visualizations

Mark Bauer

Introduction
Part 3 demonstrates various examples of plotting and data visualizations. The project is located in my notebook 3_plotting_visualizations.ipynb. Additionally, you can view the notebook as a static webpage here. Below, you will find the data visualization gallery.

Data Visualization Gallery

3. Seaborn Library

3.1 Distribution Plots

3.1.1 Histograms

3-1-1-a

3-1-1-b

3-1-1-c

3-1-1-d

3-1-1-e

3-1-1-f

3-1-1-g

3-1-1-h

3-1-1-i

3-1-1-j

3-1-1-k

3.1.2 Kernel Density Estimate (KDE) Plot

3-1-2-a

3-1-2-b

3-1-2-c

3-1-2-d

3-1-2-e

3-1-2-f

3-1-2-g

3-1-2-h

3-1-2-i

3.1.3 Empirical Cumulative Distribution Functions (ECDF)

3-1-3-a

3-1-3-b

3-1-3-c

3-1-3-d

3-1-3-e

3.1.4 Distribution Plots onto a Facet Grid

3-1-4-a

3-1-4-b

3-1-4-c

3-1-4-d

3-1-4-e

3-1-4-f

3-1-4-g

3-1-4-h

3-1-4-i

3.2 Relational Plots

3.2.1 Line Plots

3-2-1-a

3-2-1-b

3-2-1-c

3-2-1-d

3-2-1-e

3-2-1-f

3-2-1-g

3-2-1-h

3-2-1-i

3.2.2 Scatter Plot

3-2-2-a

3-2-2-b

3-2-2-c

3-2-2-d

3-2-2-e

3-2-2-f

3-2-2-g

3-2-2-h

3-2-2-i

3-2-2-j

3-2-2-k

3-2-2-l

3.2.3 Relational Plots onto a Facet Grid

3-2-3-a

3-2-3-b

3-2-3-c

3.3 Joint Grids

3.3.1 Scatter Plot

3-3-1-a

3.3.2 Hexagonal Bin Plots

3-3-2-a

3.3.3 Kernel Density Estimate (KDE) Plot

3-3-3-a

3-3-3-b

3-3-3-c

3-3-3-d

3.4 Visualizing Pairwise Relationships in a Dataset

3-4-a

3-4-b

3.5 Heat Map

3-5-a

3-5-b

3.6 Categorial Plots

3.6.1 Count Plots

3-6-1-a

3-6-1-b

3-6-1-c

3-6-1-d

3-6-1-e

3-6-1-f

3-6-1-g

3-6-1-h

3-6-1-i

3-6-1-j

3-6-1-k

3.6.2 Bar Plots

3-6-2-a

3-6-2-b

3-6-2-c

3-6-2-d

3-6-2-e

3-6-2-f

3-6-2-g

3.6.3 Scatter Plots

3-6-3-a

3-6-3-b

3-6-3-c

3.6.4 Swarm Plots

3-6-4-a

3-6-4-b

3-6-4-c

3.6.5 Box Plots

3-6-5-a

3-6-5-b

3.6.6 Boxen Plots

3-6-6-a

3.6.7 Violin Plots

3-6-7-a

3-6-7-b

3-6-7-c

3-6-7-d

3-6-7-e

3-6-7-f

3-6-7-g

3-6-7-h

3-6-7-i

3.6.8 Point Plots

3-6-8-a

3-6-8-b

3-6-8-c

3.6.9 Facets

3-6-9-a

3-6-9-b

4. pandas and Matplotlib Libraries

4.1 Line Plot

4-1-a

4-1-b

4-1-c

4-1-d

4.2 Bar Plot

4-2-a

4-2-b

4-2-c

4-2-d

4-2-e

4.3 Histogram

4-3-a

4-3-b

4-3-c

4-3-d

4-3-e

4-3-f

4.4 Box Plot

4-4-a

4-4-b

4-4-c

4.5 Kernel Density Estimate (KDE) Plot

4-5-a

4.6 Area Plot

4-6-a

4-6-b

4-6-c

4.7 Scatter Plot

4-7-a

4-7-b

4-7-c

4-7-d

4.8 Hexagonal Bin Plot

4-8-a

4-8-b

4-8-c

4.9 Pie Plot

4-9-a

4-9-b