├── 01. Series and DataFrames ├── 2. Numpy Arrays and Pandas Series.ipynb └── 3. Pandas DataFrames.ipynb ├── 02. Working with Files ├── 1. Importing CSV Files.ipynb ├── 2. Importing Different File Types (JSON, Text, Excel).ipynb ├── 3. Connecting to a Database (MySQL).ipynb └── 4. Exporting Data.ipynb ├── 03. Filtering and Ordering ├── 1. Filtering on Columns.ipynb ├── 2. Filtering on Rows.ipynb ├── 3. Filtering Using String Methods.ipynb ├── 4. Filtering Using Date Functions.ipynb ├── 5. Filtering a DataFrame using SQL.ipynb └── 6. Ordering in DataFrames.ipynb ├── 04. Indexing ├── 2. Creating an Index.ipynb ├── 3. Multi-Level Indexing.ipynb ├── 4. Filtering on Indexes with loc and iloc.ipynb ├── 5. Reordering and Sorting Indexes.ipynb └── 6. Reshaping and Pivoting Indexes.ipynb ├── 05. Grouping and Aggregating Data ├── 2. Basics of Group By.ipynb ├── 3. Aggregations with Group By.ipynb ├── 4. Group By on Multiple Columns.ipynb ├── 5. Transform with Group By.ipynb └── Transform with Group By-Copy1.ipynb ├── 06. Joining DataFrames ├── 2. Basics of Merge and Join.ipynb ├── 3. Merge Operations.ipynb ├── 4. Merging Multiple DataFrames.ipynb └── 5. Concatenation.ipynb ├── 07. Data Visualization ├── 2. Visualizing Data with Pandas.ipynb ├── 3. Introduction to Matplotlib.ipynb ├── 4. Visualizations with Seaborn.ipynb └── 5. Advanced Data Visualization.ipynb ├── 08. Data Cleaning and Preprocessing ├── 1. Dealing with Duplicates.ipynb ├── 2. Standardizing Data.ipynb ├── 3. Splitting and Combining Columns.ipynb ├── 4. Working with Null Values.ipynb └── 5. Dropping Columns and Rows.ipynb ├── 09. Data Exploration and Analysis ├── 2. A First Look at the Data.ipynb ├── 3. Grouping and Visualizing Data.ipynb ├── 4. Correlation and Covariance.ipynb └── 5. Time Series Analysis.ipynb ├── 10. Introduction to Polars └── 2. Polars Basics.ipynb ├── 11. Real-World Data Analysis Projects ├── 2. Movie Genre Data Analysis.ipynb └── 3. U Food Marketing Analysis.ipynb └── README.md /01. Series and DataFrames/2. Numpy Arrays and Pandas Series.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AnalystBuilder/Pandas-for-Data-Analysis/HEAD/01. Series and DataFrames/2. Numpy Arrays and Pandas Series.ipynb -------------------------------------------------------------------------------- /01. Series and DataFrames/3. Pandas DataFrames.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AnalystBuilder/Pandas-for-Data-Analysis/HEAD/01. Series and DataFrames/3. Pandas DataFrames.ipynb -------------------------------------------------------------------------------- /02. Working with Files/1. Importing CSV Files.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AnalystBuilder/Pandas-for-Data-Analysis/HEAD/02. 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Filtering on Rows.ipynb -------------------------------------------------------------------------------- /03. Filtering and Ordering/3. Filtering Using String Methods.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AnalystBuilder/Pandas-for-Data-Analysis/HEAD/03. Filtering and Ordering/3. Filtering Using String Methods.ipynb -------------------------------------------------------------------------------- /03. Filtering and Ordering/4. Filtering Using Date Functions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AnalystBuilder/Pandas-for-Data-Analysis/HEAD/03. Filtering and Ordering/4. Filtering Using Date Functions.ipynb -------------------------------------------------------------------------------- /03. Filtering and Ordering/5. Filtering a DataFrame using SQL.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AnalystBuilder/Pandas-for-Data-Analysis/HEAD/03. Filtering and Ordering/5. Filtering a DataFrame using SQL.ipynb -------------------------------------------------------------------------------- /03. Filtering and Ordering/6. Ordering in DataFrames.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AnalystBuilder/Pandas-for-Data-Analysis/HEAD/03. Filtering and Ordering/6. Ordering in DataFrames.ipynb -------------------------------------------------------------------------------- /04. Indexing/2. Creating an Index.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AnalystBuilder/Pandas-for-Data-Analysis/HEAD/04. Indexing/2. Creating an Index.ipynb -------------------------------------------------------------------------------- /04. Indexing/3. Multi-Level Indexing.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AnalystBuilder/Pandas-for-Data-Analysis/HEAD/04. Indexing/3. Multi-Level Indexing.ipynb -------------------------------------------------------------------------------- /04. Indexing/4. Filtering on Indexes with loc and iloc.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AnalystBuilder/Pandas-for-Data-Analysis/HEAD/04. Indexing/4. Filtering on Indexes with loc and iloc.ipynb -------------------------------------------------------------------------------- /04. Indexing/5. Reordering and Sorting Indexes.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AnalystBuilder/Pandas-for-Data-Analysis/HEAD/04. Indexing/5. Reordering and Sorting Indexes.ipynb -------------------------------------------------------------------------------- /04. Indexing/6. Reshaping and Pivoting Indexes.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AnalystBuilder/Pandas-for-Data-Analysis/HEAD/04. Indexing/6. Reshaping and Pivoting Indexes.ipynb -------------------------------------------------------------------------------- /05. Grouping and Aggregating Data/2. Basics of Group By.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AnalystBuilder/Pandas-for-Data-Analysis/HEAD/05. Grouping and Aggregating Data/2. 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Concatenation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AnalystBuilder/Pandas-for-Data-Analysis/HEAD/06. Joining DataFrames/5. Concatenation.ipynb -------------------------------------------------------------------------------- /07. Data Visualization/2. Visualizing Data with Pandas.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AnalystBuilder/Pandas-for-Data-Analysis/HEAD/07. Data Visualization/2. Visualizing Data with Pandas.ipynb -------------------------------------------------------------------------------- /07. Data Visualization/3. Introduction to Matplotlib.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AnalystBuilder/Pandas-for-Data-Analysis/HEAD/07. Data Visualization/3. 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