Explore how to load, display, and understand the basic information of the diamonds dataset. Learn to summarize statistics and identify missing values.
Overview
Syllabus
- Lesson 1: Basic Data Loading
- Inspect Specific Columns Efficiently
- Debug Data Loading Issues
- Understanding Your Dataset: Basic Inspection
- Inspect and Summarize Columns
- Explore and Summarize Dataset
- Lesson 2: Exploring Data Types and Categories in the Diamonds Dataset
- Refine the Unique Values
- Fix the Loading of Unique Values
- Exploring Diamond Categories
- Count Unique Categories in Diamonds Dataset
- Exploring Diamond Data Categories
- Lesson 3: Display Summary Statistics by Category
- Group Data and Summarize Statistics
- Modify Grouping by Categorical Attribute
- Debugging Summary Stats for Diamonds Data
- Group Coloring for Diamond Prices
- Group and Analyze Diamonds Data
- Lesson 4: Insightful Visualizations through Pairplot
- Enhancing Pairplot Aesthetics
- Changing Pairplot Attributes
- Fix Pairplot Errors for Visualization
- Create a Diamonds Pairplot
- Creating a Diamonds Pairplot from Scratch
- Lesson 5: Histogram and KDE for Price Distribution
- Visualize Diamond Depth Distribution
- Plotting Diamond Carat Distribution
- Fix the Histogram Plot
- Add Histogram and KDE Plot
- Plotting Diamond Price Distribution
