Python for Data Science
Jupyter Notebook
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2+Clustering+-K+Means.ipynb
All+CSV+Files+in+a+Folder.ipynb
Hierarchical+Clustering (1).ipynb
Intro+R+June+2019.ipynb
Kmeans+with+scaling.ipynb
LICENSE
Logistic Regression.ipynb
ML+and+Data+Viz.ipynb
ML+part+2.ipynb
ML+part+3.ipynb
Machine+Learning++Part+1 (1).ipynb
Machine+Learning++Part+1.ipynb
Naive+Bayes.ipynb
Python+with+Postgres (3).ipynb
Quarterly+Time+Series+of+the+Number+of+Australian+Residents.ipynb
README.md
Splitting+Dataset+in+control+and+validation.ipynb
Tweepy.ipynb
Web+Scraping+Yelp+with+Beautiful+Soup.ipynb
Web+Scraping.ipynb
anscombe+dataset.ipynb
autosklearn+iris.ipynb
chi+square+test.ipynb
class+exercise+data+viz.ipynb
data+exploration.ipynb
data+manipulation.ipynb
data+munging+again.ipynb
data+viz.ipynb
data+wrangling+titanic+dataset.ipynb
decisiontree.ipynb
descriptive+stats+in+Python.ipynb
german credit
introductory+python.ipynb
iris2.ipynb
lambda+functions.ipynb
linear regression using statsmodel and scikit.ipynb
matplotlib+cars.ipynb
matplotlib+line+graph.ipynb
multiple+file+concat+in+pandas.ipynb
my+first+class+in+python.ipynb
nltk.ipynb
pandas+11.ipynb
pandas+analysis+1.ipynb
pandas+data+manipulation.ipynb
pyspark.ipynb
python+intro.ipynb
python+with+postgres (1).ipynb
python+with+postgres.ipynb
reg+model.ipynb
regression.ipynb
scrape+amazon.ipynb
simple+matplot+graph.ipynb
test+web+scraping.ipynb
text+mining.ipynb
time+series.ipynb
tpot.ipynb
trial+time+series.ipynb

README.md

Python for Data Science

Notebooks for Python for R Users: A Data Science Approach

CLASSROOM

https://nbviewer.jupyter.org/gist/decisionstats/2c99a54b0a61c082b8814c1e1466ad62

Interfaces

  • Command Line
  • Rodeo
  • IDLE
  • Jupyter
  • Beaker

Cloud

Basic Python

Data Input

Web Scraping

Databases

Data Manipulation

Data Exploration

Data Visualization

Regression Modeling

Data Mining

Time Series Forecasting

  • ETS Models
  • Arima Models

Optimizing Code

  • Measuring Code Speed timeit
  • Measuring Code Performance

Machine Learning

Automated Machine Learning TPot https://github.com/decisionstats/pythonfordatascience/blob/master/tpot.ipynb

Text Mining

Complete Tutorial

Current To Dos

Spatial Data using Python http://sensitivecities.com/so-youd-like-to-make-a-map-using-python-EN.html#.V4EneVgrJ-8 http://nbviewer.jupyter.org/gist/urschrei/74c6223d9f6a5dea4e75 http://spatialdemography.org/essential-python-geospatial-libraries/

New Version of Python ggplot

http://ggplot.yhathq.com/

#Datasets http://www.gunviolencearchive.org/ Washington Post https://github.com/washingtonpost/data-police-shootings