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Practice Essential Data Science Skills With Diamonds Dataset
Feature Engineering and Correlation Analysis in Pandas
Feature Engineering and Correlation Analysis in Pandas
Learn how to engineer new features from existing data and assess their relationships using correlation analysis, thereby enhancing your understanding and improving model predictions.
Lessons and practices
Lesson 1: Creating a New Volume Feature
Create the Area Feature
Fix the Feature Creation Code
Create a Volume Feature
Calculate Diamond Density
Create New Features from Scratch
Lesson 2: Heatmap of Correlation Matrix
Adjust Heatmap Color and Size
Fix the Heatmap Visualization
Creating a Correlation Heatmap
Complete the Heatmap Visualization
Build a Correlation Heatmap
Lesson 3: Advanced Scatter Plot Customization
Customize Scatter Plot Axes
Fix the Scatter Plot Bugs
Visualize Volume vs Price
Create a Scatter Plot with Customizations
Create Valid Scatter and Regression Plots
Lesson 4: Calculate and Plot Correlations with Hue Using Scatterplots and Heatmaps
Changing Scatter Plot Axes
Fix the Scatter Plot Errors
Scatter Plot of Depth and Price
Visualizing Diamonds with Scatter Plot
Scatter Plot Depth and Price
Lesson 5: Highlighting Correlation Values Within a Range
Modify Correlation Masking Range
Debug Correlation Visualization
Highlight Significant Correlations
Highlighting Key Correlation Values
Highlight Correlation with Heatmap
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