Python For Data Analysis | Python Pandas Tutorial | Learn Python | Python Training | Edureka
13 likesâą1,876 views
The document outlines a Python certification training program offered by Edureka, focusing on data analysis with Python and utilizing libraries like Pandas, NumPy, and SciPy. It provides a comprehensive agenda that includes topics on data visualization, data life-cycle, and operations such as merging, joining, and slicing data frames. Additionally, it addresses practical applications through use-cases like analyzing youth unemployment data.
![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](https://image.slidesharecdn.com/pythonfordataanalysis-edureka-170718120447/85/Python-For-Data-Analysis-Python-Pandas-Tutorial-Learn-Python-Python-Training-Edureka-32-320.jpg)
Python For Data Analysis | Python Pandas Tutorial | Learn Python | Python Training | Edureka
- 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? â Numpy, Scipy Pandas Operations Python for Statistics Python for Hadoop
- 3. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Python Applications
- 4. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Python Applications Web Scraping Testing Web Development Data Analysis
- 5. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Data Life-Cycle
- 6. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Data Life-Cycle Data Data Data Data Data Warehousing Data AnalysisData AnalysisData Analysis Data Visualization
- 7. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING What is Data Analysis?
- 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
- 9. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING What is Pandas?
- 10. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING 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: ï± Tabular data with heterogeneously-typed columns. ï± Ordered and unordered time series data. ï± Arbitrary matrix data with row and column labels ï± 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
- 11. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Pandas Operations Changing the Index Concatenation Slicing the DataFrame Data conversion Changing the column headers Joining and Merging
- 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
- 16. 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
- 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
- 19. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING 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
- 20. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING 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 Index Int rate US GDP Thousands Low tier HPI Unemployment 2001 2.0 50.0 50.0 7.0 2002 3.0 55.0 NaN NaN 2003 2.0 65.0 52.0 8.0 2004 2.0 55.0 50.0 9.0 2005 NaN NaN 53.0 6.0 Joining
- 21. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Changing the Index and Column Headers
- 22. 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
- 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
- 24. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Concatenation
- 25. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Concatenation Student Name: Age: Sex: Phone number: Student Data Concatenate E-mail Student Name: Age: Sex: Phone number: E-mail: Concatenation
- 26. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Data Munging
- 27. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Data Munging
- 28. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Use-Case
- 29. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Example: Youth Unemployment Data
- 30. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING 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 âArab Worldâ
- 31. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING Example: Youth Unemployment Data Column 1 â Country Name Column 2 â Country Code Column 3 â 2010 Column 4 â 2011 Column 5 â 2012 Column 6 â 2013 Column 7 â 2014
- 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
- 33. www.edureka.co/pythonEDUREKA PYTHON CERTIFICATION TRAINING 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.
- 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