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Data Analysis & Processing with Pandas
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Introduction
Introduction
Fundamental Data Structures in pandas
Creating a Series Object
Create a Series From a Numpy ndarray and a Scalar Value
Manipulating Series Objects
Creating a DataFrame From Arrays and Lists
Creating a DataFrame From a Series
Creating a DataFrame From a File
Quiz
Basic Operations on DataFrames
Indexing and Slicing
Description
Challenge - Overall Description of the Data
Challenge Solution Review
Concatenation
Grouping Data __ Part 1
Grouping Data __ Part 2
Deletion in a DataFrame
Select Data From DataFrame
Merging in a DataFrame
Challenge - Group by a Single Column and Analyze
Challenge Solution Review
Sorting a DataFrame
Apply Function to a DataFrame
Iteration Data in DataFrame
Challenge - Find the Most Popular Item
Challenge Solution Review
Quiz
Other topics
Deal with Missing Value
Export Data to File
Convert DataFrame to a List
String Type
Challenge - Drop Duplicated Rows on SN
Challenge Solution Review
Deal With datetime
Type Conversion
Rename Columns
Drop Duplicate Row
Quiz
Improve performance
Speed up File Loading
Reduce Memory Usage
Speed up Column Operations
Optimized Data Filtering
Quiz
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