Python

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Better Practices

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  1. more decorators
  2. decorators
  3. glob
  4. Unit testing
  5. Doctests
  6. __init__ and self what do they do?

Complexity

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  1. complexitypython.txt
  2. Big-O Cheat sheet
  3. Big O

date-time

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  1. strftime.org
  2. strftime and strptime
  3. datetime docs
  4. How do I calculate number of days betwen two dates using Python?

list, set, dictionary comprehensions and tricks

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  1. defaultdict of defaultdict?
  2. Iterate over all pairs of consecutive items from a given list
  3. Sort two lists concurrently
  4. python lists, tuples dicitonaries
  5. Create a dictionary with list comprehension in Python
  6. PEP 274 -- Dict Comprehensions

functions

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  1. pyformat.info

Input/Output

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  1. *args and **kwargs?
  2. stripping \n
  3. Input and Output

Pandas

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  1. Replacing column values in dataframe
  2. Plot DFs on same Fig
  3. Split df for test/train
  4. pandas resample??
  5. PLOTS!
  6. Subplot pandas DFs

Numpy

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  1. plot line of best fit
  2. scipy array tip sheet

Regular Expressions

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  1. Escape special characters
  2. Intro to RE
  3. RE docs

SciPy

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  1. Statistical functions (scipy.stats)

Statsmodels

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  1. OLS results params
  2. OLS
  3. statsmodels.graphics.regressionplots.plot_fit

Other Math/Plotting

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  1. Interactive JavaScript charts for your webpage

Beautiful Soup

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  1. Navigating tags
  2. Beautiful Soup 4.4.0 documentation
  3. 4 Best Practices of Web Scraping
  4. Web Scraping with Beautiful Soup

Natural Language

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  1. SpaCy -text processing
  2. Levenshtein distance
  3. NLTK Book

Pickle

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  1. python2 -> 3
  2. Python pickle/unpickle a list to/from a file
  3. Pkl warehouse pkg
  4. Pickle Docs

Scrapy

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  1. Scrapy website

Cool Blogs

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  1. Full Stack Python
  2. Good to Great Python reads
  3. david robinson
  4. Jake vanderplas

Cool Stuff

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  1. Orange Data Mining
  2. NetworkX
  3. Gephi - Open Graph Viz Platform

Jekyll

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  1. Front Matter
  2. Build A Blog With Jekyll And GitHub Pages

Unicode

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  1. Unicode-Wikipedia
  2. Unicode docs
  3. Unicode In Python, Completely Demystified

General/Misc.

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setup and other

  1. Highcharts Cloud
  2. iPython Notebook Keyboard Shortcuts
  3. PDB (python debugger)
  4. Logging
  5. PEP 257
  6. PEP 20 (import this)

Related software

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  1. jupyter.readthedocs.org
  2. ipython.readthedocs.org
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