- Pandas & NumPy Intro Free
- Numpy Arrays & Array Properties Free
- ASSIGNMENT: Array Basics Free
- SOLUTION: Array Basics Free
- Array Creation Free
- Random Number Generation Free
- ASSIGNMENT: Array Creation Free
- SOLUTION: Array Creation Free
- Indexing & Slicing Arrays Pro
- ASSIGNMENT: Indexing & Slicing Arrays Pro
- SOLUTION: Indexing & Slicing Arrays Pro
- Array Operations Pro
- ASSIGNMENT: Array Operations Pro
- SOLUTION: Array Operations Pro
- Filtering Arrays & Modifying Array Values Pro
- The Where Function Pro
- ASSIGNMENT: Filtering & Modifying Arrays Pro
- SOLUTION: Filtering & Modifying Arrays Pro
- Array Aggregation Pro
- Array Functions Pro
- Sorting Arrays Pro
- ASSIGNMENT: Aggregation & Sorting Pro
- SOLUTION: Aggregation & Sorting Pro
- Vectorization Pro
- Broadcasting Pro
- ASSIGNMENT: Bringing it all together Pro
- SOLUTION: Bringing it all together Pro
- Key Takeaways Pro
- QUIZ: NumPy Primer Pro
- Series Basics Pro
- Pandas Data Types & Type Conversion Pro
- ASSIGNMENT: Data Types & Type Conversion Pro
- SOLUTION: Data Types & Type Conversion Pro
- The Series Index & Custom Indices Pro
- The .iloc Accessor Pro
- The .loc Accessor Pro
- Duplicate Index Values & Resetting The Index Pro
- ASSIGNMENT: Accessing Data & Resetting The Index Pro
- SOLUTION: Accessing Data & Resetting The Index Pro
- Filtering Series & Logical Tests Pro
- Sorting Series Pro
- ASSIGNMENT: Sorting & Filtering Series Pro
- SOLUTION: Sorting & Filtering Series Pro
- Numeric Series Operations Pro
- Text Series Operations Pro
- ASSIGNMENT: Series Operations Pro
- SOLUTION: Series Operations Pro
- Numerical Series Aggregation Pro
- Categorical Series Aggregation Pro
- ASSIGNMENT: Series Aggregation Pro
- SOLUTION: Series Aggregation Pro
- Missing Data Representation in Pandas Pro
- Identifying Missing Data Pro
- Fixing Missing Data Pro
- ASSIGNMENT: Missing Data Pro
- SOLUTION: Missing Data Pro
- Applying Custom Functions to Series Pro
- Pandas Where (vs. NumPy Where) Pro
- ASSIGNMENT: Apply & Where Pro
- SOLUTION: Apply & Where Pro
- Key Takeaways Pro
- QUIZ: Pandas Series Pro
- DataFrame Basics Pro
- Creating a DataFrame Pro
- ASSIGNMENT: DataFrame Basics Pro
- SOLUTION: DataFrame Basics Pro
- Exploring DataFrames: Heads, Tails & Sample Pro
- Exploring DataFrames: Info & Describe Pro
- ASSIGNMENT: Exploring a DataFrame Pro
- SOLUTION: Exploring a DataFrame Pro
- Accessing DataFrame Columns Pro
- Accessing DataFrame Data with .iloc & .loc Pro
- ASSIGNMENT: Accessing DataFrame Data Pro
- SOLUTION: Accessing DataFrame Data Pro
- Dropping Columns & Rows Pro
- Identifying & Dropping Duplicates Pro
- ASSIGNMENT: Dropping Data Pro
- SOLUTION: Dropping Data Pro
- Missing Data Pro
- ASSIGNMENT: Missing Data Pro
- SOLUTION: Missing Data Pro
- Filtering DataFrames Pro
- PRO TIP: The Query Method Pro
- ASSIGNMENT: Filtering DataFrames Pro
- SOLUTION: Filtering DataFrames Pro
- Sorting DataFrames Pro
- ASSIGNMENT: Sorting DataFrames Pro
- SOLUTION: Sorting DataFrames Pro
- Renaming & Reordering Columns Pro
- ASSIGNMENT: Renaming & Reordering Columns Pro
- SOLUTION: Renaming & Reordering Columns Pro
- Arithmetic & Boolean Column Creation Pro
- ASSIGNMENT: Arithmetic & Boolean Columns Pro
- SOLUTION: Arithmetic & Boolean Columns Pro
- PRO TIP: Advanced Conditional Columns with Select Pro
- ASSIGNMENT: The Select Function Pro
- SOLUTION: The Select Function Pro
- The Map Method Pro
- PRO TIP: Multiple Column Creation with Assign Pro
- ASSIGNMENT: Map & Assign Pro
- SOLUTION: Map & Assign Pro
- The Categorical Data Type Pro
- Type Conversion Pro
- PRO TIP: Memory Usage & DataTypes Pro
- PRO TIP: Downcasting Numeric Data Types Pro
- ASSIGNMENT: DataFrame DataTypes Pro
- SOLUTION: DataFrame DataTypes Pro
- Key Takeways Pro
- QUIZ: DataFrames Pro
- Basic Aggregations Pro
- The Groupby Method Pro
- ASSIGNMENT: Groupby Pro
- SOLUTION: Groupby Pro
- Grouping By Multiple Columns Pro
- ASSIGNMENT: Grouping By Multiple Columns Pro
- SOLUTION: Grouping By Multiple Columns Pro
- Multi-Index DataFrames Pro
- Modifying Multi-Indices Pro
- ASSIGNMENT: Multi-Index DataFrames Pro
- SOLUTION: Multi-Index DataFrames Pro
- The Agg Method & Named Aggregations Pro
- ASSIGNMENT: The Agg Method Pro
- SOLUTION: The Agg Method Pro
- PRO TIP: Transforming DataFrames Pro
- ASSIGNMENT: Transforming a DataFrame Pro
- SOLUTION: Transforming a DataFrame Pro
- Pivot Tables in Pandas Pro
- Multiple Aggregation Pivot Tables Pro
- PRO TIP: Pivot Table Heatmaps Pro
- Melting DataFrames Pro
- ASSIGNMENT: Pivot & Melt Pro
- SOLUTION: Pivot & Melt Pro
- Key Takeaways Pro
- QUIZ: Aggregating & Reshaping DataFrames Pro
- The matplotlib API & The .plot() Method Pro
- ASSIGNMENT: Basic Line Chart Pro
- SOLUTION: Basic Line Chart Pro
- Chart Titles Pro
- Chart Colors Pro
- Line Styles Pro
- Chart Legends & Gridlines Pro
- Chart Styles Pro
- ASSIGNMENT: Stylized Line Chart Pro
- SOLUTION: Stylized Line Chart Pro
- Subplots & Figure Size Pro
- ASSIGNMENT: Subplots Pro
- SOLUTION: Subplots Pro
- Bar Charts Pro
- Grouped & Stacked Bar Charts Pro
- ASSIGNMENT: Bar Charts Pro
- SOLUTION: Bar Charts Pro
- Pie Charts & Scatterplots Pro
- ASSIGNMENT: Scatterplots Pro
- SOLUTION: Scatterplots Pro
- Histograms Pro
- ASSIGNMENT: Histograms Pro
- SOLUTION: Histograms Pro
- Saving Plots & Further Exploration Pro
- Key Takeaways Pro
- QUIZ: Basic Data Visualization Pro
- Times in Python and Pandas Pro
- Converting To Datetimes Pro
- Formatting Dates Pro
- Date & Time Parts Pro
- ASSIGNMENT: Pandas Datetime Basics Pro
- SOLUTION: Pandas Datetime Basics Pro
- Time Deltas & Arithmetic Pro
- ASSIGNMENT: Time Deltas Pro
- SOLUTION: Time Deltas Pro
- Time Series Indices Pro
- Missing Time Series Data Pro
- ASSIGNMENT: Missing Time Series Data Pro
- SOLUTION: Missing Time Series Data Pro
- Shifting Time Series Pro
- PRO TIP: Diff Pro
- ASSIGNMENT: Shift & Diff Pro
- SOLUTION: Shift & Diff Pro
- Aggregation & Resampling Pro
- ASSIGNMENT: Resampling Pro
- SOLUTION: Resampling Pro
- Rolling Aggregations Pro
- ASSIGNMENT: Rolling Aggregations Pro
- SOLUTION: Rolling Aggregations Pro
- Key Takeaways Pro
- QUIZ: Analyzing Dates & Times Pro
- Preprocessing with read_csv Pro
- Column Selection Pro
- Row Selection & Missing Values Pro
- Parsing Dates & Data Types Pro
- PRO TIP: Converters Pro
- ASSIGNMENT: Importing Data Pro
- SOLUTION: Importing Data Pro
- Importing from Text & Excel Files Pro
- Exporting to Flat Files Pro
- ASSIGNMENT: Importing & Exporting Excel Data Pro
- SOLUTION: Importing & Exporting Excel Data Pro
- Working With SQL Databases Pro
- Other Supported File Formats Pro
- Key Takeaways Pro
- QUIZ: Importing & Exporting Data Pro
- Why Multiple Tables Pro
- Appending DataFrames Pro
- ASSIGNMENT: Appending DataFrames Pro
- SOLUTION: Appending DataFrames Pro
- Joining DataFrames Pro
- Join Types Pro
- Inner Joins Pro
- Left Joins Pro
- ASSIGNMENT: Joining DataFrames Pro
- SOLUTION: Joining DataFrames Pro
- The Join Method Pro
- Key Takeaways Pro
- QUIZ: Joining DataFrames Pro