Python For Data Analysis | Python Pandas Tutorial | Learn Python | Python Training | Edureka

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This Edureka Python Pandas tutorial (Python Tutorial Blog: https://goo.gl/wd28Zr) will help you learn the basics of Pandas. It also includes a use-case, where we will analyse the data containing the percentage of unemployed youth for every country between 2010-2014. Below are the topics covered in this tutorial: 1. What is Data Analysis? 2. What is Pandas? 3. Pandas Operations 4. Use-case

Technology

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Data Analysis With Python

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Agenda
Python Applications
Data Life-cycle
Python For Data Analysis
What is Pandas? – Numpy, Scipy
Pandas Operations
Python for Statistics
Python for Hadoop

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Python Applications

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Python Applications
Web Scraping
Testing
Web
Development
Data Analysis

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Data Life-Cycle

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Data Life-Cycle
Data
Data
Data
Data
Data
Warehousing
Data AnalysisData AnalysisData Analysis Data Visualization

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What is Data Analysis?

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What is Data Analysis?
Percentage increase in unemployed
youth in Afghanistan between 2010-2011
Data of unemployed
youth across the globe
from 2010-2014

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What is Pandas?

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Data Analysis Using Python
Pandas is a software library written for the Python programming language for data manipulation and analysis.
Numpy and Scipy
and Matplotlib
Pandas is well suited for many different kinds of data:
 Tabular data with heterogeneously-typed columns.
 Ordered and unordered time series data.
 Arbitrary matrix data with row and column labels
 Any other form of observational / statistical data sets. The data actually
need not be labeled at all to be placed into a pandas data structure

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Pandas Operations
Changing the Index Concatenation
Slicing the
DataFrame
Data conversion
Changing the
column headers
Joining and Merging

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Slicing

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Slicing
Index Int rate US GDP Thousands
2001 2 50
2002 3 55
2003 2 65
2004 2 55

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Slicing
Slicing the starting 2 rows
Slicing the last 2 rows
Index Int rate US GDP Thousands
2001 2 50
2002 3 55
2003 2 65
2004 2 55
Index Int rate US GDP Thousands
2001 2 50
2002 3 55
Index Int rate US GDP Thousands
2003 2 65
2004 2 55

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Merging

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Merging
Index HPI Int rate US GDP Thousands
2001 80 2 50
2002 85 3 55
2003 88 2 65
2004 85 2 55
Index HPI Int rate US GDP Thousands
2005 80 2 50
2006 85 3 55
2007 88 2 65
2008 85 2 55

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Joining

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Joining
Index Int rate US GDP
Thousands
2001 2 50
2002 3 55
2003 2 65
2004 2 55
Index Low tier
HPI
Unemployment
2001 50 7
2003 52 8
2004 50 9
2005 43 6

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Changing the Index and Column Headers

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Changing the Index and Column Headers
Index Int rate US GDP Thousands
2001 2 50
2002 3 55
2003 2 65
2004 2 55
Index US GDP Thousands
2001 50
2002 55
2003 65
2004 55

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Concatenation

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Concatenation
Student
Name:
Age:
Sex:
Phone number:
Student Data
Concatenate
E-mail
Student
Name:
Age:
Sex:
Phone number:
E-mail:
Concatenation

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Data Munging

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Use-Case

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Example: Youth Unemployment Data

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Example: Youth Unemployment Data
Problem Statement
Find the change in percentage of unemployed youth for every country from 2010-2011
There is approx. 3.1%
increase in unemployed
youth in ‘Arab World’

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Example: Youth Unemployment Data
Column 1 – Country Name
Column 2 – Country Code
Column 3 – 2010
Column 4 – 2011
Column 5 – 2012
Column 6 – 2013
Column 7 – 2014

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Python For Statistics
from statistics import mean
print(mean([1,1,1,1,3,4,4,4,5,2]))
Mean
Median
from statistics import median
print(median([1,1,1,1,3,4,4,4,5,2]))
High Median
Low Median
from statistics import mode
print(mode([1,1,1,1,3,4,4,4,5,2]))
Mode
from statistics import mode
print(mode([1,1,1,1,3,4,4,4,5,2]))
Variance

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Python For Hadoop : Pydoop
Pydoop is a Python interface to Hadoop that allows you to write MapReduce applications and interact with HDFS
in pure Python.

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Python For Hadoop : Pydoop
Python Applications What Is Data Analysis
Pandas Operations Data Analysis Use-Case
What Is Pandas
Python For Statistics And
Python For Hadoop

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YouTube Link: https://youtu.be/5iTcAR4fScM **DevOps Certification Courses - https://www.edureka.co/devops-certification-training*** This video on 'Maven Interview Questions' discusses the most frequently asked Maven Interview Questions. This PPT will help give you a detailed explanation of the topics which will help you in acing the interviews. Follow us to never miss an update in the future. YouTube: https://www.youtube.com/user/edurekaIN Instagram: https://www.instagram.com/edureka_learning/ Facebook: https://www.facebook.com/edurekaIN/ Twitter: https://twitter.com/edurekain LinkedIn: https://www.linkedin.com/company/edureka Castbox: https://castbox.fm/networks/505?country=in

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Edureka!

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Edureka!

YouTube Link:https://youtu.be/Ozc5Yu_IcaI ** Edureka AWS Architect Certification Training - https://www.edureka.co/aws-certification-training** This Edureka PPT shows how to deploy a java web application in AWS using AWS Elastic Beanstalk. It also describes the advantages of using AWS for this purpose. Follow us to never miss an update in the future. YouTube: https://www.youtube.com/user/edurekaIN Instagram: https://www.instagram.com/edureka_learning/ Facebook: https://www.facebook.com/edurekaIN/ Twitter: https://twitter.com/edurekain LinkedIn: https://www.linkedin.com/company/edureka Castbox: https://castbox.fm/networks/505?country=in

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Edureka!

YouTube Link:https://youtu.be/phPCkkWT76k *** Edureka Digital Marketing Course: https://www.edureka.co/post-graduate/digital-marketing-certification*** This Edureka PPT on "Top 10 Reasons to Learn Digital Marketing" will help you understand why you should take up Digital Marketing Follow us to never miss an update in the future. YouTube: https://www.youtube.com/user/edurekaIN Instagram: https://www.instagram.com/edureka_learning/ Facebook: https://www.facebook.com/edurekaIN/ Twitter: https://twitter.com/edurekain LinkedIn: https://www.linkedin.com/company/edureka Castbox: https://castbox.fm/networks/505?country=in

RPA in 2020 | Edureka

Edureka!

YouTube Link: https://youtu.be/R132INtDg9k ** RPA Training: https://www.edureka.co/robotic-process-automation-training** This PPT on RPA in 2020 will provide a glimpse of the accomplishments and benefits provided by RPA. Also, it will list out the new changes and technologies that will collaborate with RPA in 2020. Follow us to never miss an update in the future. YouTube: https://www.youtube.com/user/edurekaIN Instagram: https://www.instagram.com/edureka_learning/ Facebook: https://www.facebook.com/edurekaIN/ Twitter: https://twitter.com/edurekain LinkedIn: https://www.linkedin.com/company/edureka Castbox: https://castbox.fm/networks/505?country=in

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YouTube Link: https://youtu.be/mb8WOHejlT8 **DevOps Certification Courses - https://www.edureka.co/devops-certification-training ** This PPT shows how to configure Jenkins to receive email notifications. It also includes a demo that shows how to do it in 6 simple steps in the Windows machine. Follow us to never miss an update in the future. YouTube: https://www.youtube.com/user/edurekaIN Instagram: https://www.instagram.com/edureka_learning/ Facebook: https://www.facebook.com/edurekaIN/ Twitter: https://twitter.com/edurekain LinkedIn: https://www.linkedin.com/company/edureka Castbox: https://castbox.fm/networks/505?country=in

EA Algorithm in Machine Learning | Edureka

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YouTube Link: https://youtu.be/DIADjJXrgps ** Machine Learning Certification Training: https://www.edureka.co/machine-learning-certification-training ** This Edureka PPT on 'EM Algorithm In Machine Learning' covers the EM algorithm along with the problem of latent variables in maximum likelihood and Gaussian mixture model. Follow us to never miss an update in the future. YouTube: https://www.youtube.com/user/edurekaIN Instagram: https://www.instagram.com/edureka_learning/ Facebook: https://www.facebook.com/edurekaIN/ Twitter: https://twitter.com/edurekain LinkedIn: https://www.linkedin.com/company/edureka Castbox: https://castbox.fm/networks/505?country=in

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YouTube Link: https://youtu.be/Zsl7ttA9Kcg PGP in AI and Machine Learning (9 Months Online Program): https://www.edureka.co/post-graduate/machine-learning-and-ai This Edureka PPT on "Cognitive AI" explains cognitive computing and how it helps in making better human decisions at work. Also, it explains the differences between cognitive computing and artificial intelligence. Follow us to never miss an update in the future. YouTube: https://www.youtube.com/user/edurekaIN Instagram: https://www.instagram.com/edureka_learning/ Facebook: https://www.facebook.com/edurekaIN/ Twitter: https://twitter.com/edurekain LinkedIn: https://www.linkedin.com/company/edureka Castbox: https://castbox.fm/networks/505?country=in

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Edureka!

YouTube Link: https://youtu.be/0djPrlaxx_U Edureka AWS Architect Certification Training - https://www.edureka.co/aws-certification-training This Edureka PPT on AWS Cloud Practitioner will provide a complete guide to your AWS Cloud Practitioner Certification exam. It will explain the exam details, objectives, why you should get certified and also how AWS certification will help your career. Follow us to never miss an update in the future. YouTube: https://www.youtube.com/user/edurekaIN Instagram: https://www.instagram.com/edureka_learning/ Facebook: https://www.facebook.com/edurekaIN/ Twitter: https://twitter.com/edurekain LinkedIn: https://www.linkedin.com/company/edureka Castbox: https://castbox.fm/networks/505?country=in

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Edureka!

YouTube Link: https://youtu.be/ykbRdUNIbyQ ** RPA Training: https://www.edureka.co/robotic-process-automation-certification-courses** This PPT on Blue Prism Interview Questions will cover the Top 50 Blue Prism related questions asked in your interviews. Follow us to never miss an update in the future. YouTube: https://www.youtube.com/user/edurekaIN Instagram: https://www.instagram.com/edureka_learning/ Facebook: https://www.facebook.com/edurekaIN/ Twitter: https://twitter.com/edurekain LinkedIn: https://www.linkedin.com/company/edureka Castbox: https://castbox.fm/networks/505?country=in

Big Data on AWS Tutorial | Edureka

Edureka!

YouTube Link: https://youtu.be/ge4qhkl9uKg AWS Architect Certification Training: https://www.edureka.co/aws-certification-training This PPT will help you in understanding how AWS deals smartly with Big Data. It also shows how AWS can solve Big Data challenges with ease. Follow us to never miss an update in the future. YouTube: https://www.youtube.com/user/edurekaIN Instagram: https://www.instagram.com/edureka_learning/ Facebook: https://www.facebook.com/edurekaIN/ Twitter: https://twitter.com/edurekain LinkedIn: https://www.linkedin.com/company/edureka Castbox: https://castbox.fm/networks/505?country=in

A star algorithm | A* Algorithm in Artificial Intelligence | Edureka

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YouTube Link: https://youtu.be/amlkE0g-YFU ** Artificial Intelligence and Deep Learning: https://www.edureka.co/ai-deep-learni... ** This Edureka PPT on 'A Star Algorithm' teaches you all about the A star Algorithm, the uses, advantages and disadvantages and much more. It also shows you how the algorithm can be implemented practically and has a comparison between the Dijkstra and itself. Check out our playlist for more videos: http://bit.ly/2taym8X Follow us to never miss an update in the future. YouTube: https://www.youtube.com/user/edurekaIN Instagram: https://www.instagram.com/edureka_learning/ Facebook: https://www.facebook.com/edurekaIN/ Twitter: https://twitter.com/edurekain LinkedIn: https://www.linkedin.com/company/edureka Castbox: https://castbox.fm/networks/505?country=in

Kubernetes Installation on Ubuntu | Edureka

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YouTube Link: https://youtu.be/UWg3ORRRF60 Kubernetes Certification: https://www.edureka.co/kubernetes-certification This Edureka PPT will help you set up a Kubernetes cluster having 1 master and 1 node. The detailed step by step instructions is demonstrated in this PPT. Follow us to never miss an update in the future. YouTube: https://www.youtube.com/user/edurekaIN Instagram: https://www.instagram.com/edureka_learning/ Facebook: https://www.facebook.com/edurekaIN/ Twitter: https://twitter.com/edurekain LinkedIn: https://www.linkedin.com/company/edureka Castbox: https://castbox.fm/networks/505?country=in

Introduction to DevOps | Edureka

Edureka!

YouTube Link: https://youtu.be/GJQ36pIYbic DevOps Training: https://www.edureka.co/devops-certification-training This Edureka DevOps Tutorial for Beginners talks about What is DevOps and how it works. You will learn about several DevOps tools (Git, Jenkins, Docker, Puppet, Ansible, Nagios) involved at different DevOps stages such as version control, continuous integration, continuous delivery, continuous deployment, continuous monitoring. Follow us to never miss an update in the future. YouTube: https://www.youtube.com/user/edurekaIN Instagram: https://www.instagram.com/edureka_learning/ Facebook: https://www.facebook.com/edurekaIN/ Twitter: https://twitter.com/edurekain LinkedIn: https://www.linkedin.com/company/edureka Castbox: https://castbox.fm/networks/505?country=in

ITIL® Tutorial for Beginners | ITIL® Foundation Training | Edureka

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YouTube Link: https://www.youtube.com/watch?v=ocYToLN9vrQ ** ITIL® Foundation Certification Training: https://www.edureka.co/itil-foundation-sp** This Edureka video on 'ITIL® Tutorial for Beginners' will help you understand ITIL® Foundation and the various fundamental concepts surrounding this certification. It will also talk about why one should do ITIL® Certification and how it helps an organization in delivering valuable services to its customers. Follow us to never miss an update in the future. YouTube: https://www.youtube.com/user/edurekaIN Instagram: https://www.instagram.com/edureka_learning/ Facebook: https://www.facebook.com/edurekaIN/ Twitter: https://twitter.com/edurekain LinkedIn: https://www.linkedin.com/company/edureka Castbox: https://castbox.fm/networks/505?country=in

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1. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Data Analysis With Python

2. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Agenda Python Applications Data Life-cycle Python For Data Analysis What is Pandas? – Numpy, Scipy Pandas Operations Python for Statistics Python for Hadoop

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5. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Data Life-Cycle

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8. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING What is Data Analysis? Percentage increase in unemployed youth in Afghanistan between 2010-2011 Data of unemployed youth across the globe from 2010-2014

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12. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Slicing

13. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Slicing Index Int rate US GDP Thousands 2001 2 50 2002 3 55 2003 2 65 2004 2 55

14. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Slicing Slicing the starting 2 rows Slicing the last 2 rows Index Int rate US GDP Thousands 2001 2 50 2002 3 55 2003 2 65 2004 2 55 Index Int rate US GDP Thousands 2001 2 50 2002 3 55 Index Int rate US GDP Thousands 2003 2 65 2004 2 55

15. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Merging

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17. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Merging Index HPI Int rate US GDP Thousands 2001 80 2 50 2002 85 3 55 2003 88 2 65 2004 85 2 55 Index HPI Int rate US GDP Thousands 2005 80 2 50 2006 85 3 55 2007 88 2 65 2008 85 2 55 Merging Index HPI Int rate US GDP Thousands x US GDP Thousands y 0 80 2 50 50 1 85 3 55 55 2 88 2 65 65 3 85 2 55 55

18. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Joining

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21. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Changing the Index and Column Headers

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23. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Changing the Index and Column Headers Index Int rate US GDP Thousands 2001 2 50 2002 3 55 2003 2 65 2004 2 55 Index US GDP Thousands 2001 50 2002 55 2003 65 2004 55 Index US GDP Thousands 2 50 3 55 2 65 2 55 Index GDP 2001 50 2002 55 2003 65 2004 55 Changing the Index Changing the column headers

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32. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Python For Statistics from statistics import mean print(mean([1,1,1,1,3,4,4,4,5,2])) Mean Median from statistics import median print(median([1,1,1,1,3,4,4,4,5,2])) High Median Low Median from statistics import mode print(mode([1,1,1,1,3,4,4,4,5,2])) Mode from statistics import mode print(mode([1,1,1,1,3,4,4,4,5,2])) Variance

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34. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Python For Hadoop : Pydoop Python Applications What Is Data Analysis Pandas Operations Data Analysis Use-Case What Is Pandas Python For Statistics And Python For Hadoop

35. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING

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