vasi2me / analytics

Python basics

Data Analytics With Python Labs

This will be our data science python labs

Jupyter Notebooks

The labs here are jupyter notebooks. To start them,

Type in the following:

  jupyter notebook

For labs that involve Pyspark, you have to do somehthing different.

  export PYSPARK_DRIVER_PYTHON="jupyter" 
  export PYSPARK_DRIVER_PYTHON_OPTS="notebook" 
  ~/pyspark

This will open up a browser window that will allow you to open the notebooks.

Labs

1. 01-intro/01-LearningNotebooks.ipynb
2. 01-intro/02-LearningPython.ipynb
3. 01-intro/03-NumPy.ipynb
4. 01-intro/04-Pandas.ipynb
5. 01-intro/05-Exploring_Pandas.ipynb
6. 02-stats/1c-scipy-stats-intro.ipynb
7. 02-stats/lr.ipynb
8. 02-stats/stats-basics.ipynb
9. 03-visualization/1-viz-intro.ipynb
10. 03-visualization/2-viz-more.ipynb
11. 04-exploration/1-explore-prosper.ipynb
12. 04-exploration/2-explore-walmart.ipynb
13. 04-exploration/data-cleanup.ipynb
14. 04-exploration/explore-house-sales.ipynb
15. 04-exploration/visualize-house-sales.ipynb
16. 05-sklearn/06-Sklearn_Introduction.ipynb
17. 05-sklearn/06a-Sklearn_LRegression.ipynb
18. 05-sklearn/07-Sklearn_Clustering.ipynb
19. 05-sklearn/08-Sklearn_Classification.ipynb
20. 06-text/1-nltk-intro.ipynb
21. 06-text/2-analyzing-text-with-nltk.ipynb
22. 06-text/3-ngrams.ipynb
23. 06-text/4-textblob.ipynb
24. 06-text/5-tf-idf-intro.ipynb
25. 06-text/6-tf-idf-with-scikit-learn.ipynb
26. 06-text/7-gensim-intro.ipynb
27. 06-text/8-gensim-newsgroups.ipynb
28. 07-spark/09-Introducing_PySpark.ipynb
29. 07-spark/10-Learning_Spark.ipynb
30. 07-spark/11-Pyspark_ML_Clustering.ipynb