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JosiahDavis
Python for Data Analysis
JosiahDavis
Introduction
§  Learned MATLAB in college
§  Started out as a business analyst
§  Learned R to apply random forests
§  Listened to a lecture by Hadley Wickham
§  …
§  Invited conference speaker
§  Working as a data scientist at Slalom
JosiahDavis
Agenda
§  What is data analysis?
§  Why learn to program?
§  Why learn to program in python?
§  Code Walkthrough & Exercise
§  Resources
JosiahDavis
What is
data analysis?
JosiahDavis
Data analysis is the
process by which data
becomes understanding,
knowledge and insight.
Hadley Wickham
1.  Define
2.  Collect
3.  Transform
4.  Explore
5.  Model
6.  Communicate
JosiahDavis
Why learn to
program?
JosiahDavis
#1
Provides liberation to
analyze data on your
own terms
JosiahDavis
#2
Provokes knowledge
sharing and
reproducibility
JosiahDavis
#3
Promotes continuous
improvement through
automation
JosiahDavis
Why program in
Python?
JosiahDavis
#1
Python is free
JosiahDavis
#2
Python is a general
purpose language
JosiahDavis
#3
Python is designed for
ease of use
JosiahDavis
JosiahDavis
#4
Python has an
organized development
community
JosiahDavis
Python has a rich and cohesive package
ecosystem for conducting data science
NumPy
[Arrays]
Pandas
[Data Frames]
Beautiful Soup
[Web-Scraping]
NLTK
[NLP]
Scikit-learn
[Machine Learning]
StatsModels
[Statistics]
Analysis Extraction Modeling
JosiahDavis
Code Walkthrough &
Exercises
JosiahDavis
Stay in touch
§  Twitter: @josiahjdavis
§  E-mail: josiah.j.davis@gmail.com
§  Website: www.josiahjdavis.com

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Python data analysis