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