Home | Amazing | Today | Tags | Publishers | Years | Account | Search 
Mastering Exploratory Analysis with pandas: Build an end-to-end data analysis workflow with Python


Explore Python frameworks like pandas, Jupyter notebooks, and Matplotlib to build data pipelines and data visualization

Key Features

  • Learn to set up data analysis pipelines with pandas and Jupyter notebooks
  • Effective techniques for data selection, manipulation, and visualization
  • Introduction to Matplotlib for interactive data visualization using charts and plots

Book Description

The pandas is a Python library that lets you manipulate, transform, and analyze data. It is a popular framework for exploratory data visualization and analyzing datasets and data pipelines based on their properties.

This book will be your practical guide to exploring datasets using pandas. You will start by setting up Python, pandas, and Jupyter Notebooks. You will learn how to use Jupyter Notebooks to run Python code. We then show you how to get data into pandas and do some exploratory analysis, before learning how to manipulate and reshape data using pandas methods. You will also learn how to deal with missing data from your datasets, how to draw charts and plots using pandas and Matplotlib, and how to create some effective visualizations for your audience. Finally, you will wrapup your newly gained pandas knowledge by learning how to import data out of pandas into some popular file formats.

By the end of this book, you will have a better understanding of exploratory analysis and how to build exploratory data pipelines with Python.

What you will learn

  • Learn how to read different kinds of data into pandas DataFrames for data analysis
  • Manipulate, transform, and apply formulas to data imported into pandas DataFrames
  • Use pandas to analyze and visualize different kinds of data to gain real-world insights
  • Extract transformed data form pandas DataFrames and convert it into the formats your application expects
  • Manipulate model time-series data, perform algorithmic trading, derive results on fixed and moving windows, and more
  • Effective data visualization using Matplotlib

Who this book is for

If you are a budding data scientist looking to learn the popular pandas library, or a Python developer looking to step into the world of data analysis, this book is the ideal resource you need to get started. Some programming experience in Python will be helpful to get the most out of this course

Table of Contents

  1. Working with different kinds of Datasets
  2. Data Selection
  3. Manipulating, transforming and reshaping data
  4. Visualizing data like a pro
(HTML tags aren't allowed.)

Gepäcklogistik auf Flughäfen: Grundlagen, Systeme, Konzepte und Perspektiven (German Edition)
Gepäcklogistik auf Flughäfen: Grundlagen, Systeme, Konzepte und Perspektiven (German Edition)

Welche Wege nimmt das Gepäck, wenn es vom Passagier am Check-In-Schalter auf das Band gelegt und am Ankunftsflughafen wieder vom Passagier in Empfang genommen wird? Welche Technologien und Konzepte könnten in den nächsten Jahren an den Flughäfen international anzutreffen sein, welche werden sich durchgesetzt haben. Wie...

VMware View 5 Desktop Virtualization Solutions
VMware View 5 Desktop Virtualization Solutions
On August 12, 1981, IBM released the IBM Personal Computer. It was a transformative event; the one that in time would far exceed even the most optimistic projections of its future potential. It changed forever how the computer would be viewed, making it truly "Personal".

Much has changed since that day; many of
Chronic Pain (Pain Management)
Chronic Pain (Pain Management)

Providing a general approach to the understanding and management of all forms of chronic  pain, this book offers a clear and reader-friendly format that clarifies procedures in the diagnosis, assessment, and treatment of the most common chronic non-cancer pain entities.  Describing various types of intractable non-cancer pain,...

Routledge Handbook of Public Diplomacy
Routledge Handbook of Public Diplomacy

The Routledge Handbook of Public Diplomacy provides a comprehensive overview of public diplomacy and national image and perception management, from the efforts to foster pro-West sentiment during the Cold War to the post-9/11 campaign to "win the hearts and minds" of the Muslim world. Editors Nancy Snow and Philip Taylor...

PC Interfacing and Data Acquisition: Techniques for Measurement, Instrumentation and Control.
PC Interfacing and Data Acquisition: Techniques for Measurement, Instrumentation and Control.
Until fairly recently most scientific data-gathering systems and industrial control procedures were based on electromechanical devices such as chart recorders and analogue gauges. The capability to process and analyse data was rather limited (and in some cases error prone) unless one had access to a minicomputer or mainframe. Today, that situation...
Microsoft Office Project 2003 Step by Step
Microsoft Office Project 2003 Step by Step
This guide will help you develop and present your project plans, manage schedules and resources, manage multiple dependencies, track progress and costs--all you need to master Microsoft Project 2003.

Experience learning made easy—and quickly teach yourself how to manage project resources, schedules, and scope with Project 2003. With...

©2019 LearnIT (support@pdfchm.net) - Privacy Policy