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Data Analysis & Processing with Pandas

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1.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

2.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

3.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

4.Improve performance

Speed up File Loading Reduce Memory Usage Speed up Column Operations Optimized Data Filtering

Data Analysis & Processing with Pandas

Quiz

We'll cover the following...