Top 23 Python Science and Data analysis Projects

• pandas

  2 28,089 9.9 Python

  Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

  Latest mention: Hacktoberfest: 69 Beginner-Friendly Projects You Can Contribute To | dev.to | 2020-09-29

  https://github.com/pandas-dev/pandas Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

• numpy

  4 15,953 9.8 Python

  The fundamental package for scientific computing with Python.

  Latest mention: The Secret Apple M1 Coprocessor | news.ycombinator.com | 2021-01-16

  Numpy recently removed Apple's Accelerate framework as a supported BLAS implementation, due to bugs in Accelerate (the claim alleges).

  https://github.com/numpy/numpy/pull/15759

• networkx

  0 8,474 9.1 Python

  Network Analysis in Python

• scipy

  3 7,839 9.7 Python

  Scipy library main repository

  Latest mention: Top Optimal Control Libraries for Python | reddit.com/r/ControlTheory | 2021-01-17

• dask

  0 7,759 9.2 Python

  Parallel computing with task scheduling

• sympy

  5 7,740 9.9 Python

  A computer algebra system written in pure Python

  Latest mention: Doing Symbolic Math with SymPy | news.ycombinator.com | 2021-01-08

  The trouble with SymPy is it's, well, buggy. I tried it years ago and as soon as I got serious I quite quickly ran into problems that I reported, some of which I see they apparently still haven't gotten around to addressing. [1] [2]

  Symbolic math is hard; they have my sympathies. I don't think I could do better. But as long as bugs like these exist, it's going to be hard to convince people to switch away from better tools like Mathematica.

  [1] https://github.com/sympy/sympy/issues/12561

  [2] https://github.com/sympy/sympy/issues/12562

• numba

  0 5,979 9.8 Python

  NumPy aware dynamic Python compiler using LLVM

• statsmodels

  1 5,915 9.3 Python

  Statsmodels: statistical modeling and econometrics in Python

  Latest mention: [C] I have an MS in Statistics - how can I get better at coding? | reddit.com/r/statistics | 2021-01-04

• pymc3

  0 5,480 9.0 Python

  Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Theano

• blaze

  0 2,920 0.0 Python

  NumPy and Pandas interface to Big Data

• orange3

  0 2,568 9.4 Python

  🍊 :bar_chart: :bulb: Orange: Interactive data analysis

• biopython

  0 2,562 9.5 Python

  Official git repository for Biopython (originally converted from CVS)

• ipyparallel

  0 1,850 4.0 Python

  Interactive Parallel Computing in Python

• cubes

  0 1,379 0.0 Python

  Light-weight Python OLAP framework for multi-dimensional data analysis

• mining

  0 1,114 0.0 Python

  Business Intelligence (BI) in Python, OLAP

• bcbio-nextgen

  0 795 9.0 Python

  Validated, scalable, community developed variant calling, RNA-seq and small RNA analysis

• neupy

  0 662 0.0 Python

  NeuPy is a Tensorflow based python library for prototyping and building neural networks

• nipype

  0 542 8.2 Python

  Workflows and interfaces for neuroimaging packages

• bcbb

  0 487 0.1 Python

  Incubator for useful bioinformatics code, primarily in Python and R

• bubbles

  0 426 0.0 Python

  [NOT MAINTAINED] Bubbles – Python ETL framework

• pydy

  0 228 7.8 Python

  Multibody dynamics tool kit.

• harold

  0 125 4.1 Python

  An open-source systems and controls toolbox for Python3

• signac

  0 64 6.8 Python

  Manage large and heterogeneous data spaces on the file system.

Index