Mastering Python Data Analysis with Pandas [Video]

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Mastering Python Data Analysis with Pandas [Video]

Prabhat Ranjan

Learn how to use Pandas, the Python library for data and statistical analysis
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Video Details

ISBN 139781787280083
Course Length1 hour and 17 minutes

Video Description

This course is your guide to implementing the more advanced offerings of the popular Pandas library and explains how it can solve real-world problems. After a brief overview of the basics—such as data structures and various data manipulation tasks such as grouping, merging, and reshaping data—this video also teaches you how to manipulate, analyze, and visualize your time-series financial data.

You will learn how to apply Pandas to important but simple financial tasks such as modeling portfolios, calculating optimal portfolios based upon risk, and more. This video not only teaches you why Pandas is a great tool for solving real-world problems in quantitative finance, it also takes you meticulously through every step of the way, with practical, real-world examples, especially from the financial domain where Pandas is a popular choice.

By the end of this video, you will be an expert in using the Pandas library for any data analysis problem, especially related to finance.

Style and Approach

This friendly course takes you through different data Analysis practices in Pandas. It is packed with step-by-step instructions and working examples. This comprehensive course is divided into clear bite-size chunks so you can learn at your own pace and focus on the areas of most interest to you.

Table of Contents

Data Ingestion
The Course Overview
Reading and Writing Data in Text Format
XML and HTML Web Scrapping
Interacting with Databases
Binary Data Formats (Excel and HDF5)
Data Wrangling and Munging in Pandas
Data Wrangling/ Munging and Pandas Data Structures
Combining and Merging Data Sets
Reshaping, Pivoting, and Advanced Indexing Data Sets
Data Transformation on Data Sets
String Manipulations on Data Sets
Working with Missing Data Sets
Data Analysis in Pandas
Data Aggregation on Data Sets
Group-Wise Operations on Data Sets
Computational Tools in Pandas
Statistical Functions Example
Windows Functions Example
Applying Multiple and Different Functions to Dataframe Columns
Exponentially Weighted Windows

What You Will Learn

  • Read and write data in text format 
  • Master concepts involved in interacting with databases
  • Master string manipulations on Data Sets
  • Practice data aggregation on data sets
  • Be proficient in group-wise operations on data sets
  • Learn to apply multiple and different functions to dataframe columns
  • Implement the concept of exponentially weighted windows

Authors

Table of Contents

Data Ingestion
The Course Overview
Reading and Writing Data in Text Format
XML and HTML Web Scrapping
Interacting with Databases
Binary Data Formats (Excel and HDF5)
Data Wrangling and Munging in Pandas
Data Wrangling/ Munging and Pandas Data Structures
Combining and Merging Data Sets
Reshaping, Pivoting, and Advanced Indexing Data Sets
Data Transformation on Data Sets
String Manipulations on Data Sets
Working with Missing Data Sets
Data Analysis in Pandas
Data Aggregation on Data Sets
Group-Wise Operations on Data Sets
Computational Tools in Pandas
Statistical Functions Example
Windows Functions Example
Applying Multiple and Different Functions to Dataframe Columns
Exponentially Weighted Windows

Video Details

ISBN 139781787280083
Course Length1 hour and 17 minutes
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