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Comprehensive - Pandas for Data Analysis and Manipulation

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Oct 14, 2024
1:03:08

Together with Matplotlib and NumPy, Pandas complete the trifecta of packages any data analyst need to know to perform data analysis. Pandas offer a wider range of tools to derive insights and create new features in the dataset at hand. In this video, well, learn 00:11 - Introduction 00:59 - Creation of Empty DataFrame and Series 02:38 - Create a DataFrame Through Lists 04:24 - Create a DataFrame Through Dictionaries 05:53 - Create a DataFrame Through Series 08:47 - Create a DataFrame Through Tuples 10:47 - Renaming the Columns 11:24 - Reading File Through CSVs 15:35 - Basic DataFrame Inspection 18:52 - Slicing the DataFrame and Rearranging Columns 25:39 - Understanding Index (Indices in Python) 26:23 - Index Methods (Setting, Resetting) 32:22 - Creation of New Columns 37:45 - Df.replace() method 42:55 - Df. Apply() 44:46 - Changing the Data Type of a Column (df.astype()) 46:30 - The Basics of Merge 49:48 - Merging the DataFrames 51:30 - Concatenating DataFrames using the pd.concat() 54:53 - Basic Descriptive Stats in Pandas 56:45 - Aggregations Using df.groupby() method 1:01:01 - Sort Values Stay tuned for more advanced methods, techniques, and packages!

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Comprehensive - Pandas for Data Analysis and Manipulation | NatokHD