Modeling and Visualization of Data in Pandas [Video]

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Modeling and Visualization of Data in Pandas [Video]

Prabhat Ranjan
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Learn how to model and visualize data in Python through Pandas data library
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Video Details

ISBN 139781788471312
Course Length1 hours 21 minutes

Video Description

This video course will support users as they work through a typical real-world data analysis project step-by-step using Pandas. It develops the deep knowledge and skills that will enable students to immediately tackle their own projects with Pandas at work.

This product demonstrates how to make financial models using Python's software library for data manipulation and analysis.

Style and Approach

This video course will give the users the skills needed to master the modelling & visualization of Data in Pandas

Table of Contents

Modeling and Application
The Course Overview
Building Financial Model by Calculating and Comparing Rates of Return
Calculating Security's Rate of Return
Calculating the Rate of Return of a Portfolio of Securities
Calculating the Rate of Return of Indices
Working with Panels, Input/Output, Dates, and Times
Working with Panel Objects and Attributes
Working with Extraction of Data Frames from Panels
Convert Panels to Multi-index Data Frame, Transpose Panel
Export Data Frames to CSV Files with the .to_csv() Method
Import Excel Files into Pandas, and Export Excel Files
Using Date and Time Functions for Pandas
Data Visualization
Visual Exploratory Data Analysis
Pandas Line Plot
Pandas Scatter Plot
Pandas Box Plot
Pandas Histogram Plot
Pandas Pie Plot
Pandas Area Plot
Pandas Heatmap
Pandas Bar Plot

What You Will Learn

  • Find out how to calculate security's rate of return
  • Calculate the rate of return for indices
  • Working with panel objects and attributes
  • Import Excel files into pandas, and export Excel files
  • Get trained in using date and time functions for Pandas
  • Get the hang of visual exploratory data analysis
  • Master the use of Pandas Line Plot

Authors

Table of Contents

Modeling and Application
The Course Overview
Building Financial Model by Calculating and Comparing Rates of Return
Calculating Security's Rate of Return
Calculating the Rate of Return of a Portfolio of Securities
Calculating the Rate of Return of Indices
Working with Panels, Input/Output, Dates, and Times
Working with Panel Objects and Attributes
Working with Extraction of Data Frames from Panels
Convert Panels to Multi-index Data Frame, Transpose Panel
Export Data Frames to CSV Files with the .to_csv() Method
Import Excel Files into Pandas, and Export Excel Files
Using Date and Time Functions for Pandas
Data Visualization
Visual Exploratory Data Analysis
Pandas Line Plot
Pandas Scatter Plot
Pandas Box Plot
Pandas Histogram Plot
Pandas Pie Plot
Pandas Area Plot
Pandas Heatmap
Pandas Bar Plot

Video Details

ISBN 139781788471312
Course Length1 hours 21 minutes
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