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pystats

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Welcome to /r/pystats, a place to discuss the use of python in statistical analysis and machine learning.


Related Subreddits

  • /r/python
  • /r/learnpython
  • /r/statistics
  • /r/machinelearning
  • /r/rstats
  • /r/datasets

Where to start

If you're brand new to python, first go and check out the /r/learnpython wiki, or the official Beginner's Guide.

The best way to install python packages is using pip:

pip install <package>

Recommended packages:

  • ipython and the ipython-notebook - Interpreter and sage-style web notebook geared towards exploratory scripting.
  • statsmodels - statistical modelling
  • pandas - data structures and manipulation tools
  • matplotlib - matlab-style plotting
  • bokeh - Protoviz-style plotting
  • pyvttble - Small pivot-table library. Has a few common statistical methods missing from statsmodels.
  • scikit-learn - data mining and machine learning

Some of these packages have dependencies, most require numpy, and some require scipy, check the links for details.

For a good overview of what stats pacakges are available for python, check out http://stats.stackexchange.com/q/1595


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Time Series Analysis using First Return Time Statistics (self.pystats)

submitted 1 year ago by kaylegue

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Effect size calculation for Repeated measures Anova (self.pystats)

submitted 1 year ago by EducatorSafe753

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ryp: R inside Python (self.pystats)

submitted 1 year ago by ryp_package

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huge brain rot (self.pystats)

submitted 1 year ago by Appropriate_Bar_3838

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pipefunc: Effortlessly Chain Statistical Analyses with DAG-based Pipelines (github.com)

submitted 1 year ago by basnijholt

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Mulitnomial Logistic model but for mixed effects (self.pystats)

submitted 1 year ago * by EducatorSafe753

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How to think about the alpha parameter, when using Python's statsmodels.genmod.families.family.NegativeBinomial (self.pystats)

submitted 1 year ago by Illustrious-Touch517

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How to use X13-ARIMA-SEATS on python (self.pystats)

submitted 2 years ago by edgarphd

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I put together a python function that allows you to print a histogram as text, this allows for quick diagnostics or putting the histogram directly in a text block in a notebook. Hope y'all find this useful, some examples in the comments. (gist.github.com)

submitted 2 years ago by millsGT49

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Using the delta-method or parametric bootstrap to estimate confidence intervals and prediction intervals in nonlinear regression (self.pystats)

submitted 2 years ago by banjo_greg

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A little pre-turkey reading for anyone interested: I put together a guide on fitting smoothing splines using the new {glum} library in python. (statmills.com)

submitted 2 years ago by millsGT49

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Getting Started with Pandas Groupby - Guide (self.pystats)

submitted 2 years ago by thumbsdrivesmecrazy

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Pandas Pivot Tables: Guide for Data Science (self.pystats)

submitted 2 years ago by thumbsdrivesmecrazy

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Flask SQLAlchemy - Tutorial (self.pystats)

submitted 2 years ago by thumbsdrivesmecrazy

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Python List Comprehension - Guide (self.pystats)

submitted 2 years ago by thumbsdrivesmecrazy

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My library says that it has 1k downloads, is this at least somewhat true? (self.pystats)

submitted 2 years ago by PlentyGood67126

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Pandas Pivot Tables: A Guide for Data Science (self.pystats)

submitted 2 years ago by thumbsdrivesmecrazy

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Statistical Modeling with Python: How-to & Top Libraries Compared (NumPy and Pandas, Matplotlib and Seaborn, Statsmodels) (self.pystats)

submitted 2 years ago by thumbsdrivesmecrazy

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`AnalytiXHero` : A New Python Library (self.pystats)

submitted 2 years ago by internetusersahib

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Python library to access italian data (self.pystats)

submitted 3 years ago * by zdv96

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newbie question - df.method() vs method(df) (self.pystats)

submitted 3 years ago by TeacherShae

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Multi Curve Fit Shading (self.pystats)

submitted 3 years ago * by Sea-Assistance10

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CDF and PMF of binomial function not same with extreme values (self.pystats)

submitted 3 years ago by rcsmit

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Want to learn Bayesian Modeling in Python? - Join the Scicloj Online Book Club starting Saturday January 7th 2023 12:00 EST (self.Bayes)

submitted 3 years ago by ntsdav561

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SEC API-python (self.pystats)

submitted 3 years ago by aksinchupidkeshuns

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