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EncartaLabs

Data Analysis with Python and Pandas

( Duration: 4 Days )

The Data Analysis with Python and Pandas training course is tailored to impart knowledge on the fundamentals of data analysis and data-intensive applications using Python with Pandas and NumPy libraries.

Python is one of the most popular programming languages used for analyzing Big Data. This course will equip you to work with Big Data and gain better understanding of data analysis techniques.

By attending Data Analysis with Python and Pandas workshop, delegates will learn to:

  • Understand basic and advanced NumPy (Numerical Python) features
  • Perform data analysis with tools in the Pandas library
  • Manipulate, process, transform, merge and reshape large volumes of data
  • Solve data analysis problems in web analytics, social sciences, finance, and economics
  • Measure data by points in time, specific instances, fixed periods, or intervals

COURSE AGENDA

1

Introduction

  • Pandas and fundamentals
2

Introduction to Pandas

  • Creating and Navigating a Dataframe
  • Slices, head and tail
  • Indexing
  • Visualizing The Data
  • Converting To Python List Or Pandas Series
3

IO Tools

  • Read Csv And To Csv
  • io operations
  • read hdf and to hdf
  • Read Json And To Json
  • Read Pickle And To Pickle
4

Pandas Operations

  • Column Manipulation (Operatings on columns, creating new ones)
  • Column and Dataframe logical categorization
  • Statistical Functions Against Data
  • Moving and rolling statistics
  • rolling apply
5

Handling for Missing Data / Outliers

  • drop na
  • Filling Forward And Backward Na
  • detecting outliers
6

Combining Dataframes

  • Concatenation
  • appending data frames
  • merging dataframes
  • joining dataframes
7

Advanced Operations

  • Basic Sorting
  • sorting by multiple rules
  • resampling basics time and how (mean, sum etc)
  • resampling to ohlc
  • Correlation And Covariance Part
  • Mapping custom functions
  • graphing percent change of income groups
  • Buffering Basics
  • Buffering Into And Out Of Hdf
8

Working with Databases

Encarta Labs Advantage

  • One Stop Corporate Training Solution Providers for over 6,000 various courses on a variety of subjects
  • All courses are delivered by Industry Veterans
  • Get jumpstarted from newbie to production ready in a matter of few days
  • Trained more than 50,000 Corporate executives across the Globe
  • All our trainings are conducted in workshop mode with more focus on hands-on sessions

View our other course offerings by visiting https://www.encartalabs.com/course-catalogue-all.php

Contact us for delivering this course as a public/open-house workshop/online training for a group of 10+ candidates.

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