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Intro to Python for
Financial Data Analysis
     General Assembly, 6/18/2012
about me
                 • MIT ’07
                 • AQR Capital: 2007 - 2010
                 • pandas: 2008 - Present
  WES MCKINNEY   • wes (at) lambdafoundry.com

                 • Twitter: @wesmckinn




Jun 18, 2012               2
Why Python?
  • Easy to learn, but richly featured
  • Readability
  • Conciseness
  • “Python gets out of my way” - Robert Kern
  • Multi-paradigm: object-oriented, functional, procedural
  • Easy integration with C / C++ / Fortran
  • Mature scientific libraries and large community



Jun 18, 2012                           3
Text




               Source: “Python wraps its coils around the enterprise”
                 http://www.theregister.co.uk/2012/06/18/scripting_languages_in_the_enterprise/


Jun 18, 2012                                            4
Upcoming book
  • To be ~400 pages
  • NumPy + IPython
  • pandas
  • Case studies
  • Python language
  • Incomplete Early Release
       available on oreilly.com, print
       version in September or October


Jun 18, 2012                             5
Lambda Foundry!
  • RapidQuant: Python-based financial analytics libraries and research
       environment
  • Support and Training
  • Consulting
  • pandas, statsmodels, and related open source development



Jun 18, 2012                          6
Core financial stack
  • IPython: rich interactive environment
  • NumPy: multidimensional arrays, linear algebra
  • pandas: high level, intelligent data structures
  • SciPy: like MATLAB toolboxes
  • statsmodels: statistics and econometrics
  • Visualization: matplotlib, Chaco, mayavi


Jun 18, 2012                          7
pandas
  • Richly featured data handling tool built on NumPy
  • Mature, well-tested codebase
  • Intuitive API, well-suited for REPL and system development
  • Powerful time series capabilities
  • Widely used in the quant finance industry
  • Large cross-disciplinary user base
  • Upcoming major 0.8.0 release (this week hopefully)



Jun 18, 2012                         8

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Intro to Python for Financial Data Analysis

  • 1. Intro to Python for Financial Data Analysis General Assembly, 6/18/2012
  • 2. about me • MIT ’07 • AQR Capital: 2007 - 2010 • pandas: 2008 - Present WES MCKINNEY • wes (at) lambdafoundry.com • Twitter: @wesmckinn Jun 18, 2012 2
  • 3. Why Python? • Easy to learn, but richly featured • Readability • Conciseness • “Python gets out of my way” - Robert Kern • Multi-paradigm: object-oriented, functional, procedural • Easy integration with C / C++ / Fortran • Mature scientific libraries and large community Jun 18, 2012 3
  • 4. Text Source: “Python wraps its coils around the enterprise” http://www.theregister.co.uk/2012/06/18/scripting_languages_in_the_enterprise/ Jun 18, 2012 4
  • 5. Upcoming book • To be ~400 pages • NumPy + IPython • pandas • Case studies • Python language • Incomplete Early Release available on oreilly.com, print version in September or October Jun 18, 2012 5
  • 6. Lambda Foundry! • RapidQuant: Python-based financial analytics libraries and research environment • Support and Training • Consulting • pandas, statsmodels, and related open source development Jun 18, 2012 6
  • 7. Core financial stack • IPython: rich interactive environment • NumPy: multidimensional arrays, linear algebra • pandas: high level, intelligent data structures • SciPy: like MATLAB toolboxes • statsmodels: statistics and econometrics • Visualization: matplotlib, Chaco, mayavi Jun 18, 2012 7
  • 8. pandas • Richly featured data handling tool built on NumPy • Mature, well-tested codebase • Intuitive API, well-suited for REPL and system development • Powerful time series capabilities • Widely used in the quant finance industry • Large cross-disciplinary user base • Upcoming major 0.8.0 release (this week hopefully) Jun 18, 2012 8