bharath5673/exploratory_data_analysis_visualization_python

Data analysis and visualization with PyData ecosystem: Pandas, Matplotlib Numpy, and Seaborn

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