Getting started

Lorsqu’on fait des statistiques, le language Python est loin d’être aussi complet que R qui a été pensé dans ce but. Il faut lui ajouter plusieurs dizaine de modules. C’est à ce moment qu’on découvrir les subtilités dans les différents systèmes d’exploitations, les compilateurs, les dépendances, la ligne de commande. Ce paragraphe décrit un moyen d’installation Python sur les trois systèmes principaux Windows, OS X, Linux avec les modules nécessaires présentés dans ce cours. Le premier paragraphe explique comment installer rapidement Python, il faudra lire les suivants si vos besoins vont au delà.

En résumé : Anaconda

En résumé, le conseil le plus fréquent qu’on donne à ceux qui souhaitent installer Python est d’utiliser la distribution Anaconda. C’est l’équivalent de R. Sans autre étape supplémentaires, elle permet de faire du calcul matriciel numpy, de tracer des graphiques avec matplotlib, de manipuler les données pandas et de faire du machine du machine learning scikit-learn. La plupart des exercices proposés sur ce site n’utilisent pas plus que ce qui est proposé dans cette distribution standard. Pour les autres, les instructions mentionnées ci-dessous fonctionnent sous Windows, Linux et Mac.

  • Installation Anaconda (python 64 bit)
  • Mise à jour de la distribution avec conda update --all.

Pour installer le module implémenté pour ce cours :

  • pip install ensae_teaching_cs

Windows

Certains modules nécessitent une compilation C++. Anaconda fournit la plupart d’entre eux. Pour les autres, il faut allez à Unofficial Windows Binaries for Python Extension Packages. Certains modules n’existent pas sous forme précompilée à moins de le faire soi-même. Et c’est ce que j’ai fait pour certains modules comme xgboost.

pip install pymyinstall
pymy_install xgboost

IDE

Un IDE est un environnement de développemen. Et comme on ne fait pas tout depuis un notebook, il faut en choisir un un.

Editeur de texte

Si vous êtes dans le train et que vous n’avez pas beaucoup de batterie, il faut revenir à l’essentiel : un éditeur de texte.

Installer un module

pip, python et ligne de commande

Le language python s’est doté d’un système de distribution de modules (ou packages) qui est aisément accessible depuis la ligne de commande. Sous Windows, on peut lancer la ligne de commande par la commande cmd. On obtient une fenêtre noire. Il suffit alors de se déplacer dans le répertoire d’installation de Python

cd c:\Python36_x64\Scripts

Ou encore :

cd c:\Anaconda3\Scripts

Puis d’écrire :

pip install <module>

Sous Linux ou OS X (Apple), la ligne de commande s’appelle le terminal. Comme Python est déjà installé en version 2.7, je recommande l’installation de la distribution Anaconda en version 3.6 qui facilite la coexistence de plusieurs versions de Python. On procède de la même manière

cd /home/<alias>/anaconda3/bin

Puis

pip install <module>

Pour vous assurer que cela correspond bien à la version de Python souhaitée, il suffit de demander la version installée

pip --version

Sous Windows, pour l’ajout d’un module ponctuel, si l’instruction pip install <module> ne fonctionne pas, c’est vraisemblablement parce que ce module contient une partie en C++. Dans ce cas, il faut aller voir sur ce site Unofficial Windows Binaries for Python Extension Packages s’il est disponible. S’il ne l’est pas, l’installation du module est réservée aux experts.

conda et pip

Il faut ouvrir une fenêtre ligne de commande (Windows) ou une fenêtre terminal (Linux, OS/X) et se placer dans le répertoire de la distribution. L’installation dépend ensuite dy système d’exploitation et de la distribution choisie. Dans tous les cas, il faut se place

Anaconda

  • module standard : conda install <module>
  • module rare ou sans Anaconda : pip install <module>

L’instruction pip install ne fonctionne pas sous Windows lorsque le module est implémenté en Python et C++. C’est pourquoi il est préférable d’installer une version précompilée.

dépendances

Par défaut, l’installation d’un module implique celle de ses dépendances ce qu’il est possible d’éviter :

pip install <module> --no-deps

Installer un module avec pymy_install

Le module pymyinstall recherche la meilleure façon d’installer un module quelque soit votre installation. Pour l’installer ou le mettre à jour :

pip install pymyinstall --upgrade

L’installation du module crée deux scripts, pymy_install3 pour installer un module, pymy_update3 pour mettre à jour. Le module permet d’installer un ensemble de modules

pymy_install3 --set=pyensae

Désinstallation des modules implémentés pour ce cours

Il est possible de désinstaller simplement les modules installés pour ces enseignements

pip uninstall -y actuariat_python
pip uninstall -y code_beatrix
pip uninstall -y ensae_projects
pip uninstall -y ensae_teachings_cs
pip uninstall -y jupytalk
pip uninstall -y jyquickhelper
pip uninstall -y mlstatpy
pip uninstall -y pyensae
pip uninstall -y pymmails
pip uninstall -y pymyinstall
pip uninstall -y pyquickhelper
pip uninstall -y pyrsslocal
pip uninstall -y pysqllike
pip uninstall -y tkinterquickhelper
pip uninstall -y teachpyx

Configuration pour ces cours

Les notebooks utilisent le module pyensae développé pour ces enseignements. Pour installer ses dépendances, il faut utiliser le module pymyinstall Les dépendances s’installent comme suit :

pymy_install3 –set=ensae_teaching_cs pip install ensae_teaching_cs

Certains notebooks requièrent des outils supplémentaires :

Distributions

  • Anaconda (Windows, Linux, Mac). Sous Linux ou Mac, la distribution n’interfère pas avec la distribution existante souvent différente. C’est un point très appréciable. Les modules de la distribution ne sont pas tous à jour. Il faut penser à mettre à jour avec la commande conda install <module> depuis le répertoire Anaconda3/Scripts (conda install cvxopt par exemple). Il existe une version différente : miniconda. La liste des packages manquant sera probablement différente. Il suffit d’écrire sur la ligne de commande conda update --all pour mettre à jour tous les modules.
  • WinPython (Windows). Sous Windows, elle inclut parfois R ou Julia (ces version ne sont pas aussi à jour que la version principale). On passe alors facilement de python à R ou Julia depuis le même notebooks. Uniquement disponible sous Windows, cette installation a l’avantage de ne pas nécessiter les droits administrateur pour être installée. Elle ne modifie pas les registres et on peut la recopier telle quelle sur une clé USB pour la recopier sur un autre ordinateur. On peut également préparer sa propre version How To Make WinPython.
  • Distribution officielle de python, il faut ensuite installer de nombreux modules (voir Liste exhaustive de modules Python) pour obtenir une distribution équivalente aux deux précédentes.
  • Miniconda est une version light de Anaconda sans tous ces packages. Elle peut être installée depuis une ligne de commande, via une connexion SSH. Voir Install Anaconda through SSH connection.

La liste des packages de WinPython ou Anaconda sont d’excellents moyens de découvrir de nouveaux modules intéressants.

Modules incournables pour un data scientist

Les modules indispensables sont intégrés à la distribution Anaconda, WinPython ou le setup préparée pour l’école Windows Setup construit avec le module pymyinstall.

Les indispensables

  • dask : dataframe distribué et capables de gérer des gros volumes de données (> 5Go)
  • Jupyter : gestion des notebooks (des pages blanches mélangeant code, équations, graphiques)
  • matplotlib : graphes scientifiques
  • numpy : calcul matriciel
  • pandas : gestion de DataFrame
  • Scipy : calcul scientifiques
  • scikit-learn : machine learning, statistique descriptive
  • statsmodels : séries temporelles

Dépendances

  • jinja2 : moteur de rendu HTML
  • pyzmq : connecteur pour ØMQ (librairie de sockets, communication entre plusieurs machines)
  • six : librairie de conversion entre Python 2 et 3
  • tornado : server web

Visualisation

Voir 10 plotting libraries at PyData 06/14/2016 in Paris.

Jeux

  • pygame
  • kivy : pour faire des jeux ou des applications pour tablettes, téléphones

Pour les TD et projets à l’ENSAE

Spécialistes

Python et autres langages

Internet / SSH

Pour faire du machine learning sans programmer

Outils, ressources pour développer

Développer un programme informatique prend du temps et il est important d’être à l’aise. Une grande difficulté lorsqu’on programme c’est de travailler à plusieurs sur le même projet. Il faut se sychroniser. Fort heureusement, le problème est connu depuis longtemps et il existe beaucoup d’outils open source dont on aurait tort de se passer ou des services gratuits sous certains conditions qui facilitent l’archivage. Ils sont tellement pratiques qu’on a même du mal à s’en passer lorsqu’on travaille tout seul.

En vrac

Suivi de sources distant

Visual pour Git

Archivage distant

  • hubiC (25 Go gratuit - août 2015)
  • OneDrive (15 Go gratuit - août 2015)

Ce ne sont pas les seuls, vous trouverez d’autres options ici : cloud-gratuit. Toutefois, il est recommandé de faire attention avec les données personnelles sensibles. Ils n’est pas toujours possible de choisir le lieu de stockage et chaque pays a une législation différente. Il faut vérifier ce que cette loi autorise et interdit. Même si vos données sont protégées par un mot de passe et ne sont pas publiques, il arrive que certains mots de passe soient interceptés.

Comparaison de fichiers

Partager des notes, des idées

Editeur de texte

  • SciTE : le plus simple, pas d’explorateur de fichier, pas d’installeur, autocomplétion perturbante
  • TextWrangler (seulement sur iOS - Apple)
  • SublimeText : configuration nécessaire avant d’exécuter un script python
  • NotePad++ : configuration nécessaire avant d’exécuter un script python

IDE

Python et Domotique

Navigateur

Les navigateur sont importants pour l’utilisation des notebooks. Je recommande soit Firefox, soit Chrome. Internet Explorer pose quelques problèmes avec l’utilisateur du Javascript. Ces deux navigateurs sont indispensables si vous insérez du javascript dans nos notebooks. Le débuggeur de Chrome est le plus pratique à utiliser quand il s’agit d’aller fouiller dans les feuilles de styles ou de voir l’exécution du javascript.

Documentation

La documentation et les tests unitaires les modules classés dans les catégories SPHINX, TEACH (voir table ci-dessous). Certaines séances pratiques utilisent des données depuis ce site. Elles sont facilement téléchargeables avec ces deux modules :

  • pyquickhelper : ce module compile ce cours
  • pyensae : outils variés pour les élèves de l’ENSAE
  • pymyinstall : installer facilement des modules sous Windows

Pour être compilée, la documentation requiert également :

Continuous build

Compression

  • 7zip : pour compresser, décompresser tous les formats

Ressources

Setup pour déveloper ce cours (Windows)

Pour chaque version de Python, il faut installer pymyinstall puis écrire pymy_install puis supprimer les modules qu’on souhaite compiler et tester (voir Désinstallation des modules implémentés pour ce cours).

Quelques modules particuliers : plus trop maintenus mais parfois utiles et parfois modifiés

pip install https://github.com/sdpython/pyPdf/archive/trunk.zip

En plus :

Pour Jenkins, quelques extensions :

Pour Jupyter :

pip install widgetsnbextension
jupyter nbextension enable --py --sys-prefix widgetsnbextension

Un serveur en local doit être démarré, la ligne de commande ressemble à ceci :

c:\Python36_x64\Scripts\pypi-server.exe -u -p 8067 --disable-fallback ..\..\local_pypi\local_pypi_server

Si le serveur Jenkins utilise des mots-clés via keyring, ce qui est le cas pour plusieurs modules utilisés pour ces enseignements, il est nécessaire de créer un serveur un serveur Jenkins authntifié. Sous Windows, il faut chercher services.msc et renseigner les identifiants.

Pour les versions Python 2.7, il faut créer un environnement virtuel et installer pyquickhelper :

cd D:\jenkins\venv\py36
c:\Python36_x64\scripts\virtualenv.exe pyq --system-site-packages
cd pyq\Scripts
pip install pyquickhelper

Pour certains projets (comme la compilation de pywin32), il faut installer Windows SDK. Pour Python 2.7, le module backports.shutil_get_terminal_size doit être désinstallé car il ne marche pas depuis un environnment virtuel. Les scripts automatisés doivent l’installer dans cet environnement.

Maintenir sa distribution Python à jour

Manipuler les données est différent de savoir programmer. Si le second est nécessaire au premier, il est impensable aujourd’hui de ne pas tenir compte ce que d’autres programmeurs ont mis à disposition de tous en libre accès. Tous les modules proposés dans la suite sont utilisées par beaucoup, et sont très adaptés à la manipulation des données. Ils bénéficient de ce fait d’un développement rapide et d’une robustesse qu’il faut environ un an à un bon programmeur pour obtenir avec un de ses outils sur le même éventail de fonctionnalités (en y consacrant 10 à 20% de son temps).

J’ai cherché à regrouper les outils qui permettent à un ingénieur, statisticiens, data scientist de manipuler aisément des données, qui peuvent aller de quelques kilo-octets à quelques giga octets. En tant que data scientist, je pioche très régulièrement des éléments des sept premiers chapitres. Les sept suivants ne sont utiles que de temps en temps, surtout si les données sont de taille supérieure à 250 Mo.

L’essentiel n’est pas de tout faire en Python, l’essentiel est d’être agile, de passer le moins de temps sur l’implémentation et le plus de temps possible sur les données.

Autres sources d’inspiration :

Quelques articles

Liens, blogs à suivre

Articles Livres, Vidéos

Liste exhaustive de modules Python

Les modules suivant font partie du setup proposé aux étudiants (voir plus bas).

  • usage : classification, la plus importante DATA/ML regroupe les modules les plus importantes pour faire du machine learning
  • name : nom du module
  • kind : façon d’installer le module sous Windows, si c’est wheel, cela signifie que le module inclut une partie C++ qu’il est préférable de récupérer déjà compilée via le site Unofficial Windows Binaries for Python Extension Packages.
  • version : la version à installer car d’autres peuvent provoquer des conflits
  • license : license du module, toutes ne permettent pas un usage commercial, voir choose a license, licences commentées
  • purpose : description plus détaillée

Code

from ensae_teaching_cs.automation import rst_table_modules
print(rst_table_modules())

Sortie

index usage name kind version license purpose classifier
0   abcpmc pip   GPLv3 Monte Carlo and ABC methods 4 - Beta, OSI Approved GNU General Public License v3 or later (GPLv3+), MacOS, POSIX, 2.6, 2.7, 3, 3.3
1 TEACH actuariat_python pip   MIT teachings, insurance examples  
2 ML ad3 wheel   GPLv3 AD3 (approximate MAP decoder with Alternating Direction Dual Decomposition)  
3   adal pip   MIT The ADAL for Python library makes it easy for python application to authenticate to Azure Active Directory (AAD) in order to access AAD protected web resources. 3 - Alpha, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
4   aenum pip   BSD License Advanced Enumerations (compatible with Python’s stdlib Enum), NamedTuples, and NamedConstants 5 - Production/Stable, OSI Approved BSD License, Python, 2.7, 3.3, 3.4, 3.5
5 SPHINX alabaster pip   BSD A configurable sidebar-enabled Sphinx theme OSI Approved BSD License, OS Independent, Python, 2.6, 2.7, 3.2, 3.3, 3.4
6   alembic pip   MIT A database migration tool for SQLAlchemy. 4 - Beta, Console, Python, 3, CPython, PyPy
7 OPTIM algopy pip   BSD ALGOPY: Taylor Arithmetic Computation and Algorithmic Differentiation  
8   amqp pip   BSD Low-level AMQP client for Python (fork of amqplib) (for celery) 5 - Production/Stable, OSI Approved BSD License, OS Independent, Python, 2, 2.7, 3, 3.3, 3.4, 3.5
9   ansi2html pip   GPLv3+ Convert text with ANSI color codes to HTML 5 - Production/Stable, OSI Approved GNU General Public License (GPL), 2, 2.6, 2.7, 3, 3.1, 3.2, 3.3
10   ansiconv pip   MIT A Python module for converting ANSI coded text and converts it to either plain text or HTML. 5 - Production/Stable
11   antlr4-python3-runtime pip   BSD antlr4 runtime, grammar parser  
12   anyjson pip   BSD Wraps the best available JSON implementation available in a common interface (for celery) 5 - Production/Stable, OSI Approved BSD License, OS Independent, Python, 2, 2.4, 2.5, 2.6, 2.7, 3, 3.1, CPython, Jython, PyPy
13   anyqt pip     PyQt4/PyQt5 compatibility layer.  
14   apache-libcloud pip   Apache License (2.0) A standard Python library that abstracts away differences among multiple cloud provider APIs. 5 - Production/Stable, Console, OSI Approved Apache Software License, OS Independent, Python, 2.6, 2.7, 3, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
15   appdirs pip   MIT A small Python module for determining appropriate platform-specific dirs 4 - Beta, OSI Approved MIT License, OS Independent, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
16   apscheduler pip   MIT to schedule the execution of jobs, tasks 5 - Production/Stable, OSI Approved MIT License, Python, 2.7, 3, 3.3, 3.4, 3.5, 3.6
17   arrow pip   Apache 2.0 Better dates and times for Python 4 - Beta, OSI Approved Apache Software License, 2.6, 2.7, 3.3, 3.4, 3.5
18   asn1crypto pip   MIT Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12, PKCS#5, X.509 and TSP 4 - Beta, OSI Approved MIT License, 2.6, 2.7, 3.2, 3.3, 3.4, 3.5, 3.6, PyPy
19   astroid pip   LGPL A abstract syntax tree for Python with inference support. Python, 2, 3
20   astropy wheel   BSD Community-developed python astronomy tools OSI Approved BSD License, OS Independent, C, Cython, 2.7, 3, CPython
21   attrs pip   MIT Attributes without boilerplate. 5 - Production/Stable, OSI Approved MIT License, OS Independent, Python, 2, 2.7, 3, 3.4, 3.5, CPython, PyPy
22   Automat pip     Self-service finite-state machines for the programmer on the go.  
23 STYLE autopep8 pip   Expat License apply pep8 on a script 5 - Production/Stable, Console, OSI Approved MIT License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5
24   autopy3 wheel   MIT A simple, cross-platform GUI automation toolkit for Python 3 (issue on Linux and Anaconda)  
25 AZURE azure pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 5 - Production/Stable, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
26 AZURE azure-batch pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 5 - Production/Stable, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
27 AZURE azure-common pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 5 - Production/Stable, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
28 AZURE azure-graphrbac pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 4 - Beta, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
29 AZURE azure-mgmt pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 4 - Beta, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
30 AZURE azure-mgmt-authorization pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 4 - Beta, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
31 AZURE azure-mgmt-batch pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 5 - Production/Stable, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
32 AZURE azure-mgmt-cdn pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 4 - Beta, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
33 AZURE azure-mgmt-cognitiveservices pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 4 - Beta, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
34 AZURE azure-mgmt-commerce pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 4 - Beta, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5
35 AZURE azure-mgmt-common pip   Apache License 2.0 Python wrapper for Azure API (HDInsight, Blog Storage) 4 - Beta, OSI Approved Apache Software License, Python, 2, 2.7, 3, 3.3, 3.4
36 AZURE azure-mgmt-compute pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 5 - Production/Stable, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
37 AZURE azure-mgmt-logic pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 5 - Production/Stable, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
38 AZURE azure-mgmt-network pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 5 - Production/Stable, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
39 AZURE azure-mgmt-notificationhubs pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage)  
40 AZURE azure-mgmt-nspkg pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 5 - Production/Stable, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
41 AZURE azure-mgmt-powerbiembedded pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 4 - Beta, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5
42 AZURE azure-mgmt-redis pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 5 - Production/Stable, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
43 AZURE azure-mgmt-resource pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 5 - Production/Stable, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
44 AZURE azure-mgmt-scheduler pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 5 - Production/Stable, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
45 AZURE azure-mgmt-storage pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 5 - Production/Stable, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
46 AZURE azure-mgmt-web pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 4 - Beta, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
47 AZURE azure-nspkg pip   MIT License Python wrapper for Azure API (HDInsight, Blog Storage) 5 - Production/Stable, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
48 AZURE azure-servicebus pip   Apache License 2.0 Python wrapper for Azure API (HDInsight, Blog Storage) 4 - Beta, OSI Approved Apache Software License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
49 AZURE azure-servicemanagement-legacy pip   Apache License 2.0 Python wrapper for Azure API (HDInsight, Blog Storage) 4 - Beta, OSI Approved Apache Software License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
50 AZURE azure-storage pip   Apache License 2.0 Python wrapper for Azure API (HDInsight, Blog Storage) 4 - Beta, OSI Approved Apache Software License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5
51 AZURE azure_datalake_store pip     Python wrapper for Azure API (HDInsight, Blog Storage)  
52 AZURE azure_keyvault pip     Python wrapper for Azure API (HDInsight, Blog Storage)  
53 AZURE azure_mgmt_containerregistry pip     Python wrapper for Azure API (HDInsight, Blog Storage)  
54 AZURE azure_mgmt_datalake_analytics pip     Python wrapper for Azure API (HDInsight, Blog Storage)  
55 AZURE azure_mgmt_datalake_nspkg pip     Python wrapper for Azure API (HDInsight, Blog Storage)  
56 AZURE azure_mgmt_datalake_store pip     Python wrapper for Azure API (HDInsight, Blog Storage)  
57 AZURE azure_mgmt_devtestlabs pip     Python wrapper for Azure API (HDInsight, Blog Storage)  
58 AZURE azure_mgmt_dns pip     Python wrapper for Azure API (HDInsight, Blog Storage)  
59 AZURE azure_mgmt_documentdb pip     Python wrapper for Azure API (HDInsight, Blog Storage)  
60 AZURE azure_mgmt_iothub pip     Python wrapper for Azure API (HDInsight, Blog Storage)  
61 AZURE azure_mgmt_keyvault pip     Python wrapper for Azure API (HDInsight, Blog Storage)  
62 AZURE azure_mgmt_monitor pip     Python wrapper for Azure API (HDInsight, Blog Storage)  
63 AZURE azure_mgmt_rdbms pip     Python wrapper for Azure API (HDInsight, Blog Storage)  
64 AZURE azure_mgmt_sql pip     Python wrapper for Azure API (HDInsight, Blog Storage)  
65 AZURE azure_mgmt_trafficmanager pip     Python wrapper for Azure API (HDInsight, Blog Storage)  
66 AZURE azure_servicefabric pip     Python wrapper for Azure API (HDInsight, Blog Storage)  
67   azureml pip   MIT Microsoft Azure Machine Learning Python client library  
68 SPHINX babel pip   BSD Internationalization utilities, version 2.0 has bugs 5 - Production/Stable, Web Environment, OSI Approved BSD License, OS Independent, Python, 2.6, 2.7, 3, 3.3, 3.4, 3.5, PyPy
69   backports.functools_lru_cache pip     backports.functools_lru_cache  
70   backports.lzma wheel   3-clause BSD License Backport of Python 3.3’s “lzma” module for XZ/LZMA compressed files. 5 - Production/Stable, OSI Approved BSD License, Python, 2.6, 2.7, 3
71 JUPYTER backports.shutil-get-terminal-size pip   MIT needed for Jupyter 5 - Production/Stable, OSI Approved MIT License, 2.6, 2.7, 3.2
72 JUPYTER backports_abc pip   Python Software Foundation License A backport of recent additions to the “collections.abc” module  
73 VIZ basemap wheel   OSI Approved maps extension for matplotlib 5 - Production/Stable, OSI Approved, OS Independent, Python, 3
74 DATA/ML bayespy pip     bayesian modelling and computation 4 - Beta, Console, OSI Approved MIT License, OS Independent, py3, 3.3, 3.4
75 DATA/ML bcolz wheel   BSD compressed dataframe, in memory or on disk 5 - Production/Stable, OSI Approved BSD License, Windows, Unix, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5
76   bcrypt pip     Modern password hashing for your software and your servers  
77   beautifulsoup4 pip   MIT Beautiful Soup sits atop an HTML or XML parser, providing Pythonic idioms for iterating, searching, and modifying the parse tree. 5 - Production/Stable, OSI Approved MIT License, Python, 2.7, 3
78   bigfloat wheel   GNU Library or Lesser General Public License (LGPL) big float (issue with Linux and Anaconda) 4 - Beta, OSI Approved GNU Lesser General Public License v3 (LGPLv3), OS Independent, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, CPython
79   billiard pip   BSD Python multiprocessing fork with improvements and bugfixes (for celery) 5 - Production/Stable, OSI Approved BSD License, Windows, POSIX, C, Python, 2, 2.7, 3, 3.4, 3.5, CPython, Jython, PyPy
80 BIO biopython wheel   ~MIT The Biopython Project is an international association of developers of freely available Python tools for computational molecular biology.  
81   bitarray wheel   PSF efficient arrays of booleans – C extension 5 - Production/Stable, OSI Approved Python Software Foundation License, OS Independent, C, 2, 2.4, 2.5, 2.6, 2.7, 3, 3.1, 3.2, 3.3
82 VIZ bkcharts pip     High level chart types built on top of Bokeh  
83 DATA/ML blaze pip   BSD separate expression from computation (works with iterators), used with odo, avoids doing everything in memory, handle better large datasets, check issue https://github.com/cmderdev/cmder/issues/490 for missing api-ms-win-crt-runtime-l1-1-0.dll 2 - Pre-Alpha, Console, OSI Approved BSD License, OS Independent, Python
84 WEB bleach github   Apache Software License An easy whitelist-based HTML-sanitizing tool. 5 - Production/Stable, Web Environment, OSI Approved Apache Software License, OS Independent, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
85   blist wheel   BSD a list-like type with better asymptotic performance and similar performance on small lists 5 - Production/Stable, OSI Approved BSD License, C, 2.5, 2.6, 2.7, 3, 3.1, 3.2
86   blocks github   MIT Blocks is a framework that helps you build neural network models on top of Theano. 3 - Alpha, OSI Approved MIT License, 2, 2.7, 3, 3.4
87   blosc wheel   http://www.opensource.org/licenses/mit-license.php Blosc (http://blosc.org) is a high performance compressor optimized for binary data. 5 - Production/Stable, OSI Approved MIT License, Windows, Unix, Python, 2.6, 2.7, 3.3, 3.4, 3.5
88   blz wheel   http://www.opensource.org/licenses/bsd-license.php blz: a compressed data container 4 - Beta, OSI Approved BSD License, Windows, Unix, Python
89 VIZ bokeh pip   New BSD interactive graphs, zoomable, javascript Freely Distributable, OSI Approved, JavaScript, Python, 2, 3
90   boto pip   MIT Amazon Web Services Library 5 - Production/Stable, OSI Approved MIT License, OS Independent, 2, 2.6, 2.7, 3, 3.3, 3.4
91 AWS boto3 pip   Apache License 2.0 A Python interface to Amazon Web Services 5 - Production/Stable, OSI Approved Apache Software License, Python, 2.6, 2.7, 3, 3.3, 3.4, 3.5, 3.6
92 AWS botocore pip   Apache License 2.0 A low-level interface to a growing number of Amazon Web Services. The botocore package is the foundation for the AWS CLI as well as boto3. 5 - Production/Stable, OSI Approved Apache Software License, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5, 3.6
93 ORANGE Bottlechest wheel2     Bottlechest is a fork of bottleneck specialized for use in Orange  
94   Bottleneck wheel   Simplified BSD Fast NumPy array functions written in Cython, needed by la 4 - Beta, Console, OSI Approved BSD License, OS Independent, C, Python, 3
95 VIZ bqplot pip   Apache interactive graphs, zoomable, d3.js for notebooks 4 - Beta, OSI Approved Apache Software License, 2, 2.7, 3, 3.3, 3.4, 3.5
96 VIZ branca pip   Copyright (C) 2013, Martin Journois   5 - Production/Stable, OSI Approved MIT License, 2.7, 3.4, 3.5
97   brewer2mpl pip   MIT Connect colorbrewer2.org color maps to Python and matplotlib OSI Approved MIT License, Python, 2.6, 2.7, 3
98   brythonmagic pip   MIT Magics to use brython in Jupyter notebook. OSI Approved MIT License, 2, 2.7, 3, 3.3, 3.4, 3.5
99 ALGO BTrees wheel   ZPL 2.1 This package contains a set of persistent object containers built around a modified BTree data structure. 6 - Mature, OSI Approved Zope Public License, Windows, Unix, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, CPython, PyPy
100   bz2file pip   Apache License, Version 2.0 process bz2 files 4 - Beta, OSI Approved Apache Software License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.0, 3.1, 3.2, 3.3, 3.4
101   cached_property pip   BSD A decorator for caching properties in classes (for luigi)  
102   cachetools pip   MIT Extensible memoizing collections and decorators 5 - Production/Stable, Other Environment, OSI Approved MIT License, OS Independent, Python, 2, 2.7, 3, 3.3, 3.4, 3.5
103 VIZ Cartopy wheel   LGPLv3 Cartopy is a Python package designed to make drawing maps for data analysis and visualisation as easy as possible (issue on Linux and Anaconda) 4 - Beta, OSI Approved GNU Lesser General Public License v3 or later (LGPLv3+), MacOS/X, Windows, POSIX, AIX, Linux, C++, Python, 2, 2.7, 3, 3.3, 3.4, 3.5
104 ML category_encoders pip     A set of scikit-learn-style transformers for encoding categorical variables into numeric by means of different techniques.  
105   celery pip   BSD Celery is an asynchronous task queue/job queue based on distributed message passing. 5 - Production/Stable, OSI Approved BSD License, OS Independent, Python, 2, 2.7, 3, 3.4, 3.5, CPython, PyPy
106   certifi pip   ISC Certifi is a carefully curated collection of Root Certificates for validating the trustworthiness of SSL certificates while verifying the identity of TLS hosts. 5 - Production/Stable, Python, 2.6, 2.7, 3.3, 3.4, 3.5
107   cffi wheel   MIT Foreign Function Interface for Python calling C code. Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, CPython, PyPy
108 DATA/DML chainer wheel     A flexible framework of neural networks (GPU)  
109   chalmers pip   MIT Chalmers is an application that allows its users to monitor and control a number of processes on any operating system (Posix and Win32 included)  
110 WEB chardet pip   LGPL Universal encoding detector. 4 - Beta, OSI Approved GNU Library or Lesser General Public License (LGPL), OS Independent, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5, 3.6
111   cheroot pip     Highly-optimized, pure-python HTTP server  
112   CherryPy pip   BSD create web application, needed by Spyre 5 - Production/Stable, Web Environment, Freely Distributable, OSI Approved BSD License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.1, 3.2, 3.3, 3.4, 3.5, 3.6, Implementation, CPython, Jython, PyPy
113   chest pip   BSD Simple on-disk dictionary  
114   click pip     A simple wrapper around optparse for powerful command line utilities. OSI Approved BSD License, Python, 3
115   click-plugins pip   New BSD An extension module for click to enable registering CLI commands via setuptools entry-points. 5 - Production/Stable, OSI Approved BSD License, Python, 3
116   cligj pip   BSD Click params for commmand line interfaces to GeoJSON  
117 SPHINX cloud_sptheme pip   BSD sphinx theme  
118   cloudpickle pip   LICENSE.txt Extended pickling support for Python objects 4 - Beta, OSI Approved BSD License, MacOS/X, Windows, POSIX, 2.6, 2.7, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
119   clyent pip   BSD Command line client Library for windows and posix  
120 DATA/ML cntk wheel     Deep Learning from Microsoft see https://docs.microsoft.com/en-us/cognitive-toolkit/setup-windows-python  
121   cobble pip   BSD Cobble is a Python library that allows easy creation of data objects, including implementations of common methods such as __eq__ and __repr__. 4 - Beta, OSI Approved BSD License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5
122 TEACH code_beatrix pip   MIT teaching programming to kids, lesenfantscodaient.fr  
123   codecov pip   http://www.apache.org/licenses/LICENSE-2.0 submit coverage report to codecov 5 - Production/Stable, Plugins, OSI Approved Apache Software License, Python, 2.7, 3, 3.4, PyPy
124 SPHINX colorama pip   BSD Cross-platform colored terminal text. 5 - Production/Stable, Console, OSI Approved BSD License, OS Independent, 2, 2.5, 2.6, 2.7, 3, 3.1, 3.2, 3.3, 3.4, 3.5
125   colorcet pip     colorcet is a collection of perceptually uniform colormaps for use with Python plotting programs like bokeh, matplotlib, holoviews, and datashader.  
126 VIZ colorlover pip     Color scales for IPython notebook  
127 VIZ colormap pip   LGPL Utilities to ease manipulation of matplotlib colormaps and color codecs (e.g., hex2rgb) 5 - Production/Stable, OSI Approved GNU Library or Lesser General Public License (LGPL), OS Independent, 2.7, 3.3, 3.4, 3.5
128   colormath pip   BSD Color math and conversion library. 5 - Production/Stable, OSI Approved BSD License, OS Independent, Python, 2.7, 3.3, 3.4
129   colorspacious pip   MIT A powerful, accurate, and easy-to-use Python library for doing colorspace conversions (for viscm) 4 - Beta, OSI Approved MIT License, 2, 3
130   CommonMark pip   BSD License Python parser for the CommonMark Markdown spec 4 - Beta, Console, Other Environment, OSI Approved BSD License, OS Independent, Python, 2, 3
131   comtypes pip   MIT License Pure Python COM package 5 - Production/Stable, OSI Approved MIT License, Windows, Windows, Python, 2.6, 2.7, 3
132   constantly pip   MIT Symbolic constants in Python OSI Approved MIT License, OS Independent, Python, 2.7, 3.3, 3.4, CPython, PyPy
133   contextlib2 pip   PSF License Backports and enhancements for the contextlib module 5 - Production/Stable, OSI Approved Python Software Foundation License, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5
134   coverage pip   Apache 2.0 measure the coverage of unit tests 5 - Production/Stable, Console, OSI Approved Apache Software License, OS Independent, 2.6, 2.7, 3.3, 3.4, 3.5, 3.6, CPython, IronPython, Jython, PyPy
135   cryptography pip   BSD or Apache License, Version 2.0 cryptography is a package which provides cryptographic recipes and primitives to Python developers. OSI Approved Apache Software License, OSI Approved BSD License, MacOS/X, Windows, POSIX, BSD, Linux, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
136   cssselect pip   BSD cssselect parses CSS3 Selectors and translates them to XPath 1.0 4 - Beta, OSI Approved BSD License, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5, 3.6
137   cubehelix github   ~BSD - 2 clauses a full implementation of Dave Green’s cubehelix colormap for Python 3 - Alpha
138   cubes pip   MIT license with following addition: If your version of the Software supports interaction with it remotely through a computer network, the above copyright notice and this permission notice shall be accessible to all users. Cubes is a light-weight Python framework and set of tools for development of reporting and analytical applications, Online Analytical Processing (OLAP), multidimensional analysis and browsing of aggregated data. It is part of Data Brewery. 5 - Production/Stable, OSI Approved MIT License, Python, 3
139   cuda4py pip   Simplified BSD Python cffi CUDA bindings and helper classes 4 - Beta, Console, OSI Approved BSD License, POSIX, 2.7, 3.2, 3.3, 3.4, 3.5, 3.6
140 VIZ cufflinks pip   MIT Productivity Tools for Plotly + Pandas  
141 OPTIM CVXcanon wheel   GPLv3 A low-level library to perform the matrix building step in cvxpy, a convex optimization modeling software.  
142 OPTIM cvxopt wheel   GNU GPL version 3 linear, quadratique optimization 5 - Production/Stable, OSI Approved GNU General Public License v3 (GPLv3), OS Independent, C, Python, 3
143 OPTIM cvxpy pip   Apache v2.0 linear, quadratic optimization, depends on cvxopt  
144 VIZ cycler pip   BSD dependency for matplotlib 4 - Beta, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5
145   cymem pip   MIT Manage calls to calloc/free through Cython Console, OSI Approved MIT License, MacOS/X, Windows, Linux, Cython, 2.6, 2.7, 3.3, 3.4, 3.5
146   cyordereddict wheel   MIT Cython implementation of Python’s collections.OrderedDict 5 - Production/Stable, OSI Approved BSD License, OS Independent, Cython, Python, 2, 2.6, 2.7, 3, 3.3, 3.4
147   Cython wheel   Apache pseudo C++ in python 5 - Production/Stable, OSI Approved Apache Software License, OS Independent, C, Cython, Python, 2, 3
148 DATA/ML cytoolz wheel   BSD Cython implementation of Toolz: High performance functional utilities 4 - Beta, OSI Approved BSD License, OS Independent, Cython, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5
149 DATA/ML dask pip   BSD parallization of operations with dataframe  
150   dataproperty pip     Python library for extract property from data.  
151 VIZ datashader github   BSD Datashader is a graphics pipeline system for creating meaningful representations of large amounts of data.  
152   datashape pip   BSD A data description language. 3 - Alpha, OSI Approved BSD License
153 VIZ dataspyre pip   MIT create simple web application to visualize data 4 - Beta, Web Environment, OSI Approved MIT License, 2.7, 3.4
154 ALGO datrie wheel   LGPLv2+ Fast, efficiently stored Trie for Python. 4 - Beta, OSI Approved GNU Lesser General Public License v2 or later (LGPLv2+), Cython, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5, CPython
155   db.py pip   BSD db.py is an easier way to interact with your databases. It makes it easier to explore tables, columns, views, etc. It puts the emphasis on user interaction, information display, and providing easy to use helper functions. 4 - Beta, OSI Approved BSD License, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4
156   dbf pip   BSD License access DBase format 4 - Beta, OSI Approved BSD License, Python, 2.7, 3.3, 3.4, 3.5
157   dbfread pip   MIT access DBase format  
158   deap pip   LGPL deep learning 5 - Production/Stable, OSI Approved GNU Library or Lesser General Public License (LGPL), Python, 3
159   decorator pip   new BSD License Better living through Python with decorators 5 - Production/Stable, OSI Approved BSD License, OS Independent, Python, 3
160   defusedxml pip     XML bomb protection for Python stdlib modules  
161   dev pip   Public Domain Header files, a static library and development tools for building Python modules, extending the Python interpreter or embedding Python in applications. 3 - Alpha, Console, Freely Distributable, Freeware, Public Domain, OS Independent, Python, 3
162   dill pip   3-clause BSD serialize all of python (almost), Dill extends python’s pickle module for serializing and de-serializing python objects to the majority of the built-in python types. 5 - Production/Stable, OSI Approved BSD License, 2, 3
163   django pip   BSD Django 5 - Production/Stable, Web Environment, OSI Approved BSD License, OS Independent, Python, 2, 2.7, 3, 3.4, 3.5, 3.6
164   django-audiotracks pip   MIT read audio with django 3 - Alpha, Web Environment, OSI Approved MIT License, OS Independent, Python, 2.7, 3.3
165   django-celery pip   BSD localshop dependency, Old django celery integration project. 5 - Production/Stable, OSI Approved BSD License, OS Independent, POSIX, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, CPython, Jython, PyPy
166   django-configurations pip   BSD localshop dependency, A helper for organizing Django settings. 4 - Beta, OSI Approved BSD License, OS Independent, Python, 2.6, 2.7, 3.2, 3.3
167 WEB django-contrib-comments pip   BSD Django used to include a comments framework; since Django 1.6 it’s been separated to a separate project. This is that project. 5 - Production/Stable, Web Environment, OSI Approved BSD License, OS Independent, Python, 2.7, 3, 3.4, 3.5
168   django-environ pip   MIT License localshop dependency, Django-environ allows you to utilize 12factor inspired environment variables to configure your Django application. 3 - Alpha, OSI Approved MIT License, Python, 2, 2.7, 3, 3.4, 3.5, CPython, PyPy
169   django-guardian pip   BSD localshop dependency, Implementation of per object permissions for Django 1.2 or later. 5 - Production/Stable, Web Environment, OSI Approved BSD License, OS Independent, Python, 2.7, 3.4, 3.5, 3.6
170   django-model-utils pip   BSD localshop dependency, Django model mixins and utilities. 5 - Production/Stable, Web Environment, OSI Approved BSD License, OS Independent, Python, 2.7, 3, 3.3, 3.4, 3.5
171   django-storages pip   BSD localshop dependency, django-storages is a collection of custom storage backends for Django. 5 - Production/Stable, Web Environment, OSI Approved BSD License, OS Independent, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
172   django-userena pip   BSD localshop dependency, Accounts for Django made beautifully simple 4 - Beta, Web Environment, OSI Approved BSD License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5
173   django-uuidfield pip   ~BSD localshop dependency, UUIDField in Django OS Independent
174 ML dlib wheel   boost A toolkit for making real world machine learning and data analysis applications  
175 WEB dnspython pip   BSD-like dnspython is a DNS toolkit for Python. It supports almost all record types. It can be used for queries, zone transfers, and dynamic updates. It supports TSIG authenticated messages and EDNS0. 5 - Production/Stable, Freeware, Windows, POSIX, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5
176   docopt pip   MIT Pythonic argument parser, that will make you smile 3 - Alpha, OSI Approved MIT License, 2.5, 2.6, 2.7, 3.2, 3.3
177 SPHINX docrepr pip   BSD docrepr renders Python docstrings in HTML  
178 SPHINX docutils pip   public domain, Python, 2-Clause BSD, GPL 3 (see COPYING.txt) interpret RST format 4 - Beta, Console, OSI Approved BSD License, OSI Approved GNU General Public License (GPL), OSI Approved Python Software Foundation License, Public Domain, OS Independent, 2.4, 2.5, 2.6, 2.7, 3
179   dominate pip     Dominate is a Python library for creating and manipulating HTML documents using an elegant DOM API.  
180 VIZ drawtree wheel     Draw binary tree in plain text  
181   dynd wheel   BSD DyND-Python, a component of the Blaze project, is the Python exposure of the DyND dynamic multi-dimensional array library. 3 - Alpha, OSI Approved BSD License
182   easy-thumbnails pip   BSD Easy thumbnails for Django 5 - Production/Stable, Web Environment, OSI Approved BSD License, OS Independent, Python, 2.6, 2.7, 3.3, 3.4
183   easydev pip   new BSD Common utilities to ease the development of Python packages 5 - Production/Stable, OSI Approved, OS Independent, 2, 2.7, 3, 3.4, 3.5
184   ecdsa pip   MIT ECDSA cryptographic signature library (pure python) Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4
185 OPTIM ecos wheel   GPLv3 ECOS is a numerical software for solving convex second-order cone programs (SOCPs)  
186 DATA/ML edward pip     Edward is a Python library for probabilistic modeling, inference, and criticism  
187   empyrical pip   Apache License, Version 2.0 empyrical is a Python library with performance and risk statistics commonly used in quantitative finance 4 - Beta, OSI Approved Apache Software License, OS Independent, Python, 2, 2.7, 3, 3.4, 3.5
188 TEACH ensae_projects pip     single use code  
189 TEACH ensae_teaching_cs pip   MIT teachings, introduction to programming, machine learning, map/reduce  
190 JUPYTER entrypoints pip   MIT Discover and load entry points from installed packages. , :, A, I, L, M, O, S, T, c, d, e, i, n, o, p, r, s, v
191   envoy pip   MIT Simple API for running external processes. 5 - Production/Stable, OSI Approved MIT License, Python, 2.5, 2.6, 2.7, 3.0, 3.1
192   et_xmlfile pip   MIT et_xmlfile is a low memory library for creating large XML files (for openpyxl).  
193 VIZ ete3 pip   GPLv3 tree visualisation 6 - Mature, Console, Qt, OSI Approved GNU General Public License (GPL), MacOS, Windows, Linux, Python
194   expressions pip   MIT license Arithmetic expression parser library. Embed customized expression evaluation into your application or library. 5 - Production/Stable, OSI Approved MIT License, 3
195   fabric pip   BSD Fabric is a Python library and command-line tool for streamlining the use of SSH for application deployment or systems administration tasks. 5 - Production/Stable, Console, OSI Approved BSD License, MacOS/X, POSIX, Unix, Python, py2, 2.5, 2.6, 2.7
196   Fabric3 pip     Fabric is a simple, Pythonic tool for remote execution and deployment (py2.7/py3.4+ compatible fork) 5 - Production/Stable, Console, OSI Approved BSD License, MacOS/X, POSIX, Unix, Python, 2, 2.7, 3, 3.4, 3.5
197 NETWORK falcon pip   Apache 2.0 Falcon is a very fast, very minimal Python web framework for building microservices, app backends, and higher-level frameworks. 5 - Production/Stable, Web Environment, OSI Approved Apache Software License, MacOS/X, Windows, POSIX, Python, 2.6, 2.7, 3.3, 3.4, 3.5, CPython, Jython, PyPy
198   fastcache wheel   MIT C implementation of Python 3 lru_cache for Python. OSI Approved MIT License, OS Independent, C, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4
199 DATA/ML fastcluster wheel   BSD <http://opensource.org/licenses/BSD-2-Clause> clustering, AHC, … (issue on Linux and Anaconda) 5 - Production/Stable, OSI Approved BSD License, OSI Approved GNU General Public License v2 (GPLv2), OS Independent, C++, Python, 2, 3
200   fasteners pip   ASL 2.0 A python package that provides useful locks. 4 - Beta, OSI Approved Apache Software License, Linux, Python, 2, 2.6, 2.7, 3, 3.4
201   fastparquet wheel     fastparquet is a python implementation of the parquet format, aiming integrate into python-based big data work-flows.  
202 DATA/ML fasttext wheel     fastText is a library for efficient learning of word representations and sentence classification.  
203   fbpca pip   BSD License Functions for principal component analysis (PCA) and accuracy checks. OSI Approved, MacOS, Windows, POSIX, Unix, C, Python, 2, 2.7, 3, 3.3
204 DATA/ML fbprophet pip     Prophet is a procedure for forecasting time series data. It is based on an additive model where non-linear trends are fit with yearly and weekly seasonality, plus holidays. It works best with daily periodicity data with at least one year of historical data. Prophet is robust to missing data, shifts in the trend, and large outliers.  
205   feedparser pip   ~BSD - 2 clauses parse RSS streams 5 - Production/Stable, OSI Approved, OS Independent, Python, 2, 2.4, 2.5, 2.6, 2.7, 3, 3.0, 3.1, 3.2, 3.3, 3.4
206 WEB filebrowser_safe pip   ~MIT A snapshot of the filebrowser_3 branch of django-filebrowser, packaged as a dependency for the Mezzanine CMS for Django.  
207 GEO Fiona wheel   BSD Fiona is OGR’s neat, nimble, no-nonsense API for Python programmers. 5 - Production/Stable, OSI Approved BSD License, OS Independent, 2, 3
208 STYLE flake8 pip   MIT verify pep8 on a script 5 - Production/Stable, Console, OSI Approved MIT License, Python, 2, 2.7, 3, 3.4, 3.5, 3.6
209 NETWORK flask pip   BSD Flask is a microframework for Python based on Werkzeug, Jinja 2 and good intentions. And before you ask: It’s BSD licensed! 4 - Beta, Web Environment, OSI Approved BSD License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5
210   Flask-Cors pip   MIT A Flask extension for handling Cross Origin Resource Sharing (CORS), making cross-origin AJAX possible. Web Environment, OSI Approved MIT License, OS Independent, Python, 2.6, 2.7, 3, CPython, PyPy
211 NETWORK flask-login pip   MIT   4 - Beta, Web Environment, OSI Approved MIT License, OS Independent, Python, 2.6, 2.7, 3, 3.3, 3.4
212 NETWORK flask-sqlalchemy pip   BSD   Web Environment, OSI Approved BSD License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5, 3.6
213 GUI flexx pip   (new) BSD Flexx is a pure Python toolkit for creating graphical user interfaces (GUI’s), that uses web technology for its rendering. Apps are written purely in Python; Flexx” transpiler generates the necessary JavaScript on the fly. 3 - Alpha, OSI Approved BSD License, MacOS/X, Windows, POSIX, Python, 2.7, 3.4, 3.5
214 VIZ folium pip   Copyright (C) 2013, Rob Story This library is a spinoff from folium, that would host the non-map-specific features. It may become a HTML+JS generation library in the future. 5 - Production/Stable, OSI Approved MIT License, 2.7, 3.3, 3.4, 3.5
215 ML forestci pip   MIT Python module for calculating variance and adding confidence intervals to scikit-learn random forest regression or classification objects. The core functions calculate an in-bag and error bars for random forest objects 3 - Alpha, Console, OSI Approved MIT License, OS Independent, Python
216 SPHINX foundation-sphinx-theme pip   MIT sphinx theme 3 - Alpha, Web Environment, OSI Approved MIT License, OS Independent, Python
217 DATA/VIZ fuel pip   MIT Fuel is a data pipeline framework which provides your machine learning models with the data they need. 3 - Alpha, OSI Approved MIT License, 2, 2.7, 3, 3.4
218   funcsigs pip   ASL Python function signatures from PEP362 4 - Beta, OSI Approved Apache Software License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5, CPython, PyPy
219   future pip   MIT Clean single-source support for Python 3 and 2 4 - Beta, OSI Approved, OSI Approved MIT License, Python, 2.6, 2.7, 3, 3.3, 3.4, 3.5
220   fuzzywuzzy pip     Fuzzy string matching in python  
221   gatspy pip   BSD 3-clause General tools for Astronomical Time Series in Python 4 - Beta, Console, OSI Approved BSD License, 2.7, 3.4, 3.5
222   GDAL wheel   MIT GDAL is a translator library for raster and vector geospatial data formats that is released under an X/MIT style Open Source license by the Open Source Geospatial Foundation. 5 - Production/Stable, OSI Approved MIT License, OS Independent, C, C++, 2, 3
223 GOOGLE gdata pip   Apache 2.0 Python client library for Google data APIs  
224 ML gdbn pip   MIT (see license.txt) This package contains python code for pre-trained deep neural networks  
225   gensim wheel   LGPLv2+ genetic algorithm 5 - Production/Stable, Console, OSI Approved GNU Lesser General Public License v2 or later (LGPLv2+), OS Independent, 2.7, 3.5, 3.6
226 VIZ geoplotlib pip   MIT geoplotlib is a python toolbox for visualizing geographical data and making maps  
227 VIZ geopy pip   MIT Python Geocoding Toolbox 5 - Production/Stable, OSI Approved MIT License, OS Independent, Python, 2, 2.7, 3, 3.2, 3.4, CPython, PyPy
228   gevent pip   MIT gevent is a coroutine-based Python networking library 4 - Beta, OSI Approved MIT License, MacOS/X, Windows, POSIX, 2.7, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
229   ggplot pip   BSD ggplot graphics style MacOS, Windows, POSIX, Unix, Python, 2, 2.7, 3, 3.3
230 JUPYTER ghost.py pip   mit ghost.py is a webkit web client written in python 5 - Production/Stable, Web Environment, OSI Approved MIT License, OS Independent, Python
231   glue-core pip     Multidimensional data visualzation across files  
232   glue-vispy-viewers pip     Vispy-based viewers for Glue  
233 DATA/ML glueviz pip   BSD ploting, Multidimensional data visualzation across files OSI Approved BSD License, OS Independent, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
234   gmpy2 wheel   LGPLv3+ big real numbers (issue on Linux and Anaconda) 5 - Production/Stable, MacOS/X, Windows, POSIX, C, 2, 3, CPython
235   gnumpy pip   BSD-derived (see LICENSE.txt) Gnumpy: an easy way to use GPU boards in Python  
236   google-api-python-client pip   Apache 2.0 The Google API Client for Python is a client library for accessing the Plus, Moderator, and many other Google APIs. 5 - Production/Stable, OSI Approved Apache Software License, OS Independent, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
237   googlemaps pip   Apache 2.0 Python client library for Google Maps API Web Services 4 - Beta, OSI Approved Apache Software License, OS Independent, 2.7, 3.2, 3.4, 3.5, 3.6
238 ML gplearn pip   new BSD gplearn implements Genetic Programming in Python, with a scikit-learn inspired and compatible API. 3 - Alpha, OSI Approved, MacOS, Windows, POSIX, Unix, Python, 2, 2.6, 2.7, 3, 3.3, 3.4
239 PROFILING gprof2dot pip   LGPL This is a Python script to convert the output from many profilers into a dot graph.  
240   grab pip   MIT License Grab is a python web scraping framework. Grab provides tons of helpful methods to scrape web sites 5 - Production/Stable, Console, OSI Approved MIT License, OS Independent, Python, 2.7, 3.3, 3.4, 3.5, 3.6, CPython
241   grako wheel   BSD License Grako (for grammar compiler) is a tool that takes grammars in a variation of EBNF as input, and outputs memoizing (Packrat) PEG parsers in Python. 5 - Production/Stable, Console, OSI Approved BSD License, OS Independent, Cython, 2.7, 3.4, 3.5, 3.6, PyPy
242 VIZ graphviz pip   MIT wrapper for graphviz (most famous tool to draw graphs 4 - Beta, OSI Approved MIT License, OS Independent, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
243 WEB grappelli_safe pip   ~MIT A snapshot of the grappelli_2 branch of django-grappelli, packaged as a dependency for the Mezzanine CMS for Django.  
244   greenlet wheel   MIT License Greenlet allows lightweight in-process concurrent programming. OSI Approved MIT License, OS Independent, C, Python, 2, 2.4, 2.5, 2.6, 2.7, 3, 3.0, 3.1, 3.2, 3.3, 3.4, 3.5, 3.6
245   grequests pip   BSD GRequests allows you to use Requests with Gevent to make asynchronous HTTP Requests easily. Web Environment, OSI Approved BSD License, OS Independent, Python
246 CLI grin pip   BSD A grep program configured the way I like it. 5 - Production/Stable, Console, OSI Approved BSD License, OS Independent, Python
247   guiqwt wheel   CeCILL V2 Efficient 2D plotting Python library based on PythonQwt (Spyder) 5 - Production/Stable, MacOS, Windows, OS Independent, POSIX, Unix, 2.6, 2.7, 3
248   gunicorn pip   MIT localshop dependency, WSGI HTTP Server for UNIX 4 - Beta, Other Environment, OSI Approved MIT License, MacOS/X, POSIX, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, 3.6
249 SPHINX guzzle_sphinx_theme pip   BSD~MIT sphinx theme  
250   h2 pip     HTTP/2 State-Machine based protocol implementation  
251 ML h2o pip   Apache v2 H2O, Fast Scalable Machine Learning, for python 5 - Production/Stable, OSI Approved Apache Software License, 2.7, 3.5
252 DATA/ML h5py wheel   BSD The h5py package is a Pythonic interface to the HDF5 binary data format. Trillion-Particle Simulation. 5 - Production/Stable, OSI Approved BSD License, MacOS/X, Windows, Linux, Unix, Cython, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5, CPython
253 SPHINX hachibee-sphinx-theme pip   MIT sphinx theme 4 - Beta, Web Environment, OSI Approved MIT License, Python
254 ML HDDM wheel   BSD HDDM is a python module that implements Hierarchical Bayesian estimation of Drift Diffusion Models. 5 - Production/Stable, Console, OSI Approved BSD License, OS Independent, Python
255   heapdict pip   BSD a heap with decrease-key and increase-key operations 5 - Production/Stable, OSI Approved BSD License, OS Independent, 2.6, 2.7, 3, 3.0, 3.1, 3.2
256 VIZ heatmap wheel   MIT License draw heatmap  
257 ML hmmlearn wheel   new BSD Hidden Markov Models in Python, with scikit-learn like API 3 - Alpha, OSI Approved, Cython, Python, 2, 2.6, 2.7, 3, 3.4, 3.5
258   holopy wheel     Hologram processing and light scattering in python  
259 VIZ holoviews pip   BSD Composable, declarative data structures for building complex visualizations easily. 5 - Production/Stable, OSI Approved BSD License, OS Independent, 2.7, 3.3, 3.4
260   hpack pip     Pure-Python HPACK header compression  
261   html2text pip   GNU GPL 3 Turn HTML into equivalent Markdown-structured text. 5 - Production/Stable, OSI Approved GNU General Public License (GPL), OS Independent, Python, 2, 2.4, 2.5, 2.6, 2.7, 3, 3.0, 3.2, 3.3, 3.4, 3.5
262   html5lib pip   MIT License pure-python library for parsing HTML 5 - Production/Stable, OSI Approved MIT License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5
263   httpie pip   BSD HTTPie - a CLI, cURL-like tool for humans 5 - Production/Stable, Console, OSI Approved BSD License, Python, 2, 2.6, 2.7, 3, 3.1, 3.2, 3.3, 3.4
264   httplib2 pip   MIT A comprehensive HTTP client library. 4 - Beta, Web Environment, OSI Approved MIT License, OS Independent, Python, 3
265   httpretty pip   MIT HTTP client mock for Python 4 - Beta, OSI Approved MIT License, Python, 2, 2.6, 2.7
266   husl pip   MIT Python implementation of HUSL 5 - Production/Stable, OSI Approved MIT License, OS Independent, 2, 3
267   hyper pip     HTTP/2 Client for Python  
268   hyperframe pip     HTTP/2 framing layer for Python  
269 ML hyperopt github   BSD Hyperopt is a Python library for serial and parallel optimization over awkwardsearch spaces, which may include real-valued, discrete, and conditional dimensions. 3 - Alpha, Console, OSI Approved BSD License, MacOS/X, Windows, POSIX, Unix, Python, 2, 3
270   hyperspy wheel     HyperSpy is an open source Python library which provides tools to facilitate the interactive data analysis of multi-dimensional datasets that can be described as multi-dimensional arrays of a given signal (e.g. a 2D array of spectra a.k.a spectrum image).  
271   hypothesis pip   MPL v2 Hypothesis is an advanced testing library for Python. It lets you write tests which are parametrized by a source of examples, and then generates simple and comprehensible examples that make your tests fail. This lets you find more bugs in your code with less work. 5 - Production/Stable, OSI Approved Mozilla Public License 2.0 (MPL 2.0), Windows, POSIX, Unix, Python, 2.7, 3, 3.4, 3.5, 3.6, CPython, PyPy
272 WEB idna pip   BSD-like Internationalized Domain Names in Applications (IDNA) 5 - Production/Stable, OSI Approved BSD License, OS Independent, Python, 2.6, 2.7, 3, 3.3, 3.4, 3.5, 3.6
273 VIDEO imageio pip   (new) BSD Library for reading and writing a wide range of image, video, scientific, and volumetric data formats (for moviepy) 5 - Production/Stable, OSI Approved BSD License, MacOS/X, Windows, POSIX, Python, 2.6, 2.7, 3.2, 3.3, 3.4, 3.5
274   images2gif pip     Create a GIF from a list of images.  
275 SPHINX imagesize pip   MIT Getting image size from png/jpeg/jpeg2000/gif file 4 - Beta, OSI Approved MIT License, OS Independent, Python, 2.6, 2.7, 3.3, 3.4, 3.5, PyPy
276 ML imbalanced-learn pip   new BSD imbalanced-learn is a python package offering a number of re-sampling techniques commonly used in datasets showing strong between-class imbalance. It is compatible with scikit-learn and is part of scikit-learn-contrib projects. OSI Approved, MacOS, Windows, POSIX, Unix, C, Python, 2.7, 3.5
277   imbox pip   MIT Python library for reading IMAP mailboxes and converting email content to machine readable data Python, 2.7, 3.2, 3.3, 3.4, 3.5
278   incremental pip   MIT Incremental is a small library that versions your Python projects. OSI Approved MIT License, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5, 3.6
279   inflection pip   MIT A port of Ruby on Rails inflector to Python 4 - Beta, OSI Approved MIT License, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, PyPy
280   intervaltree pip   Apache License, Version 2.0 Editable interval tree data structure for Python 2 and 3 4 - Beta, OSI Approved Apache Software License, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4
281   invoke pip   BSD Invoke is a Python task execution tool & library, drawing inspiration from various sources to arrive at a powerful & clean feature set. 3 - Alpha, Console, OSI Approved BSD License, MacOS/X, Windows, POSIX, Unix, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5
282 JUPYTER ipykernel pip   BSD IPython, Jupyter, kernels OSI Approved BSD License, Python, 2.7, 3
283 JUPYTER ipyparallel pip   BSD Interactive Parallel Computing with IPython OSI Approved BSD License, Python, 2.7, 3, 3.3, 3.4, 3.5
284 JUPYTER ipython pip   BSD IPython, Jupyter OSI Approved BSD License, Python, 3
285 JUPYTER ipython_genutils pip   BSD IPython utils (nbformat)  
286 JUPYTER ipywidgets pip   BSD IPython, Jupyter, widgets OSI Approved BSD License, Python, 2.7, 3, 3.3, 3.4, 3.5
287   isodate pip   BSD An ISO 8601 date/time/duration parser and formatter 4 - Beta, OSI Approved BSD License, OS Independent, Python, 2.6, 2.7, 3.2, 3.3, 3.4, PyPy
288   isort pip   MIT A Python utility / library to sort Python imports. 6 - Mature, Console, OSI Approved MIT License, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
289 SPHINX itcase_sphinx_theme pip   no license sphinx theme  
290   itsdangerous pip   BSD Various helpers to pass trusted data to untrusted environments and back. OSI Approved BSD License, Python, 3
291   jaraco.structures pip   MIT jaraco.structures 5 - Production/Stable, OSI Approved MIT License, 2.7, 3
292   jaraco.util pip   MIT General utility modules that supply commonly-used functionality 5 - Production/Stable, OSI Approved MIT License, 2.6, 2.7, 3
293 VIDEO jaraco.video pip   MIT jaraco.video implements a framegrabber inteface for Windows Video Capture devices. 5 - Production/Stable, OSI Approved MIT License, Windows, 2.7, 3
294   jdcal pip   BSD Julian dates from proleptic Gregorian and Julian calendars. 6 - Mature, OSI Approved BSD License, OS Independent, Python
295   jedi pip   MIT An autocompletion tool for Python that can be used for text editors. 4 - Beta, Plugins, OSI Approved MIT License, OS Independent, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5
296   jieba pip   MIT Chinese Words Segementation Utilities OSI Approved MIT License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4
297   jinja2 pip   BSD templating 5 - Production/Stable, Web Environment, OSI Approved BSD License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5
298   jmespath pip   MIT JSON Matching Expressions 5 - Production/Stable, OSI Approved MIT License, Python, 2.6, 2.7, 3, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
299   joblib pip   BSD distribute jobs, parallelization 5 - Production/Stable, Console, OSI Approved BSD License, OS Independent, 2.7, 3, 3.3, 3.4, 3.5, 3.6
300   JPype1 wheel     A Python to Java bridge.  
301   jsonschema pip   MIT An implementation of JSON Schema validation for Python 5 - Production/Stable, OSI Approved MIT License, OS Independent, Python, 2, 2.7, 3, 3.5, CPython, PyPy
302 DATA/ML julia pip   MIT Julia/Python bridge with IPython support 3 - Alpha, OSI Approved MIT License, 2, 2.7, 3, 3.4, 3.5
303 TEACH jupytalk pip   MIT materials for presentations  
304 JUPYTER jupyter pip   BSD Jupyter OSI Approved BSD License, Python, 2, 2.7, 3, 3.3, 3.4
305 JUPYTER jupyter-console pip   BSD Jupyter console, new in Jupyter 4.0 OSI Approved BSD License, Python, 2.7, 3, 3.3
306 JUPYTER jupyter-pip pip   New BSD License Allows Jupyter notebook extension writers to make their extension pip installable! 4 - Beta, OSI Approved, Python
307 JUPYTER jupyter_client pip   BSD Jupyter client  
308 JUPYTER jupyter_contrib_nbextensions github     This repository contains a collection of extensions that add functionality to the Jupyter notebook.  
309 JUPYTER jupyter_core pip   BSD Jupyter Core  
310 JUPYTER jupyter_sphinx pip     Jupyter Sphinx Extensions  
311 TEACH jyquickhelper pip     Helpers for Jupyter notebooks. 5 - Production/Stable, OSI Approved MIT License, 2.7, 3
312 ML kabuki pip     kabuki is a python toolbox that allows easy creation of hierarchical bayesian models for the cognitive sciences.  
313 DATA/ML keras pip   MIT deep learning  
314   keyring pip   MIT, Python Store and access your passwords safely. 5 - Production/Stable, OSI Approved MIT License, OSI Approved Python Software Foundation License, 2.7, 3.3, 3.4, 3.5, 3.6
315 GUI Kivy wheel   MIT GUI, interface for games, mobile (use sudo apt-get install python3-kivy on Linux) 5 - Production/Stable, MacOS X, Win32 (MS Windows), X11 Applications, OSI Approved MIT License, MacOS/X, Windows, FreeBSD, Linux, 2.7, 3.3, 3.4, 3.5
316 GUI kivy-garden pip   MIT Garden tool for kivy flowers.  
317   kombu pip   BSD Messaging library for Python (for celery) 5 - Production/Stable, OSI Approved BSD License, OS Independent, Python, 2, 2.7, 3, 3.4, 3.5, CPython, Jython, PyPy
318 DEEP LEARNING Lasagne pip   MIT Lasagne is a lightweight library to build and train neural networks in Theano. 3 - Alpha, OSI Approved MIT License, 2.7, 3, 3.4
319   lazy-object-proxy pip   BSD A fast and thorough lazy object proxy 5 - Production/Stable, OSI Approved BSD License, Windows, POSIX, Unix, Python, 2.6, 2.7, 3, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
320 ML lda pip     lda implements latent Dirichlet allocation (LDA) using collapsed Gibbs sampling. 4 - Beta, OSI Approved Mozilla Public License 2.0 (MPL 2.0), MacOS, Windows, POSIX, Unix, C, Cython, Python, 2, 2.7, 3, 3.4, 3.5, 3.6
321 WEB ldap3 pip   LGPL v3 ldap3 is a strictly RFC 4510 conforming LDAP V3 pure Python client library. 5 - Production/Stable, OSI Approved GNU Lesser General Public License v3 (LGPLv3), MacOS/X, Windows, Linux, Python, 2, 3
322 VIZ leather pip   MIT Leather is the Python charting library for those who need charts now and don’t care if they’re perfect. 3 - Alpha, OSI Approved MIT License, OS Independent, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, CPython, PyPy
323   libLAS wheel     libLAS is a C/C++ library for reading and writing the very common LAS LiDAR format.  
324   liblinear wheel   BSD A Library for Large Linear Classification  
325   libsvm wheel   BSD SVM library  
326 OPTIM lifelines pip   MIT survival analysis 4 - Beta, OSI Approved MIT License, Python, 2.7, 3.3, 3.4, 3.5
327 VIZ lightning-python pip   MIT Python client for the lightning API  
328 PROFILING line-profiler wheel   BSD line_profiler is a module for doing line-by-line profiling of functions. kernprof is a convenient script for running either line_profiler or the Python standard library’s cProfile or profile modules, depending on what is available. 5 - Production/Stable, OSI Approved BSD License, OS Independent, C, Python, 2, 2.7, 3, 3.2, 3.3, 3.4, CPython
329   llvmlite wheel   BSD lightweight wrapper around basic LLVM functionality, check issue https://github.com/cmderdev/cmder/issues/490 for missing api-ms-win-crt-runtime-l1-1-0.dll 4 - Beta, OS Independent, Python, 2.7, 3.4, 3.5
330 OPTIM lmfit pip     Least-Squares Minimization with Bounds and Constraints  
331   locket pip   BSD File-based locks for Python for Linux and Windows OSI Approved BSD License, Windows, Unix, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4
332   lockfile pip   MIT Platform-independent file locking module OSI Approved MIT License, MacOS, Windows, POSIX, Linux, Python, 2, 2.7, 3, 3.3
333   Logbook wheel   BSD A logging replacement for Python 2.6, 2.7, 3.2, 3.3, 3.4, 3.5
334   logutils pip   Copyright (C) 2010-2017 by Vinay Sajip. All Rights Reserved. See LICENSE.txt for license. Logging utilities 5 - Production/Stable, Console, OSI Approved BSD License, OS Independent, Python, 2, 3
335   lru_dict pip     An Dict like LRU container.  
336 OPTIM lsqfit wheel     Utilities for nonlinear least-squares fits  
337 WORKFLOW luigi pip   Apache License 2.0 workflows, data workflows 5 - Production/Stable, Console, Web Environment, OSI Approved Apache Software License, 2.7, 3.3, 3.4, 3.5
338   lxml wheel   BSD xml parsers (C++) 5 - Production/Stable, OSI Approved BSD License, OS Independent, C, Cython, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5, 3.6
339   lz4 wheel   BSD LZ4 Bindings for Python (for dpark)  
340 VIZ mahotas wheel   MIT Mahotas: Computer Vision Library 5 - Production/Stable, OSI Approved MIT License, OS Independent, C++, Python
341   Mako pip   MIT templating 5 - Production/Stable, Web Environment, Python, 3, CPython, PyPy
342   mammoth pip     Convert Word documents from docx to simple and clean HTML and Markdown 5 - Production/Stable, OSI Approved BSD License, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, 3.6
343   marisa_trie wheel   MIT Static memory-efficient & fast Trie-like structures for Python (based on marisa-trie C++ library)  
344   markdown pip   BSD License markdown parser (for bokeh) 5 - Production/Stable, OSI Approved BSD License, OS Independent, Python, 2, 2.7, 3, 3.2, 3.3, 3.4
345   markdown2 pip   MIT markdown parser 5 - Production/Stable, OSI Approved MIT License, OS Independent, Python, 2, 2.4, 2.5, 2.6, 2.7, 3, 3.0, 3.1, 3.2, 3.3, 3.4, 3.5, 3.6
346   markupsafe pip   BSD parses mardown 5 - Production/Stable, Web Environment, OSI Approved BSD License, OS Independent, Python, 3
347 VIZ matplotlib wheel   BSD most used plotting library 5 - Production/Stable, OSI Approved Python Software Foundation License, Python, 2.7, 3, 3.3, 3.4, 3.5, 3.6
348   mbstrdecoder pip     multi-byte character string decoder  
349 STYLE mccabe pip   Expat license This module provides a plugin for flake8, the Python code checker. 5 - Production/Stable, Console, OSI Approved MIT License, OS Independent, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
350 ML MDP pip   http://mdp-toolkit.sourceforge.net/license.html Python data processing framework. 5 - Production/Stable, OSI Approved BSD License, OS Independent, Python, 2, 3
351 PROFILING memory-profiler pip   BSD A module for monitoring memory usage of a python program 5 - Production/Stable, OSI Approved BSD License, POSIX, Unix, Python, 2, 2.6, 2.7, 3, 3.2, 3.3
352 JUPYTER metakernel pip   BSD more magic commands for Jupyter OSI Approved BSD License, 2, 3
353 WEB mezzanine pip   BSD Mezzanine is a powerful, consistent, and flexible content management platform. 5 - Production/Stable, Web Environment, OSI Approved BSD License, OS Independent, Python, 2.7, 3, 3.4, 3.5, 3.6
354 DATA/ML milk wheel   MIT machine learning toolkit  
355   minepy wheel   GPLv3 interface to MineCraft 5 - Production/Stable, OSI Approved GNU General Public License (GPL), OS Independent, C, C++, Cython, Other, Python, 2, 3
356 VIZ missingno pip     Messy datasets? Missing values? missingno provides a small toolset of flexible and easy-to-use missing data visualizations and utilities that allows you to get a quick visual summary of the completeness (or lack thereof) of your dataset.  
357   mistune pip   BSD The fastest markdown parser in pure Python with renderer features, inspired by marked. 4 - Beta, Web Environment, OSI Approved BSD License, OS Independent, Python, 2.6, 2.7, 3.3, 3.4, CPython, PyPy
358 DATA/ML mkl_service wheel     This package exposes a few functions which are declared in mkl_service.h. The main purpose of the package is to allow the user to change the number of CPU’s MKL is using at runtime.  
359   mlpy wheel   GPLv3 mlpy is a Python module for Machine Learning built on top of NumPy/SciPy, has wavelets 5 - Production/Stable, OSI Approved GNU General Public License (GPL), MacOS, Windows, POSIX, BSD, Linux, C, C++, Python, 3
360 TEACH mlstatpy pip     materials for machine learning 5 - Production/Stable, OSI Approved MIT License, 3
361 ML mlxtend pip   BSD 3-Clause A library consisting of useful tools and extensions for the day-to-day data science tasks. 5 - Production/Stable, OSI Approved BSD License, MacOS, Windows, POSIX, Unix, 2, 2.7, 3, 3.3, 3.4, 3.5
362   mock pip   BSD mock is a library for testing in Python. It allows you to replace parts of your system under test with mock objects and make assertions about how they have been used. 5 - Production/Stable, Console, OSI Approved BSD License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, CPython, Jython, PyPy
363   more-itertools pip   MIT More routines for operating on iterables, beyond itertools 5 - Production/Stable, OSI Approved MIT License, 2, 2.7, 3, 3.2, 3.3, 3.4, 3.5
364 VIDEO moviepy pip   MIT License Video editing with Python 5 - Production/Stable, OSI Approved MIT License, Python, 2.7, 3, 3.3, 3.4, 3.5, 3.6
365   mpi4py wheel   BSD MPI for Python 5 - Production/Stable, OSI Approved BSD License, MacOS/X, Windows, POSIX, Linux, SunOS/Solaris, Unix, C, Cython, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, CPython, PyPy
366 VIZ mpld3 pip   BSD 3-clause mpld3 project brings together Matplotlib and D3js. 4 - Beta, Console, OSI Approved BSD License, 2.6, 2.7, 3.3, 3.4
367   mpmath pip   BSD mpmath is a free (BSD licensed) Python library for real and complex floating-point arithmetic with arbitrary precision. , /, :, E, M, S, T, a, c, e, f, g, h, i, m, n, o, p, r, s, t
368   msgpack-python pip   Apache Software License MessagePack (de)serializer. OSI Approved Apache Software License, 2, 3
369   msrest pip   MIT License AutoRest swagger generator Python client runtime. 4 - Beta, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
370   msrestazure pip   MIT License AutoRest swagger generator Python client runtime. Azure-specific module. 4 - Beta, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
371   mss pip   MIT An ultra fast cross-platform multiple screenshots module in pure python using ctypes 5 - Production/Stable, MacOS X, Win32 (MS Windows), X11 Applications, OSI Approved MIT License, MacOS, MacOS/X, Microsoft, Windows, OS Independent, Linux, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
372   multi-key-dict pip   License :: OSI Approved :: MIT License (http://opensource.org/licenses/MIT) Multi key dictionary implementation 5 - Production/Stable, OSI Approved MIT License, OS Independent, Python, 2, 3
373   multimethods pip   MIT A multimethod implementation, loosely based on Guido’s initial ‘Five-minute Multimethods in Python. 5 - Production/Stable, OSI Approved MIT License, Python
374   multipledispatch pip   BSD A relatively sane approach to multiple dispatch in Python.  
375   multiprocess wheel   BSD better multiprocessing and multithreading in python 5 - Production/Stable, OSI Approved BSD License, 2, 3
376   munch pip   MIT A dot-accessible dictionary (a la JavaScript objects). 5 - Production/Stable, OSI Approved MIT License, OS Independent, Python, 2.5, 2.6, 2.7, 3.3, 3.4, 3.5
377   murmurhash pip   MIT Cython .pxd files for some of the MurmurHash 2 and 3 hash functions, with a slightly more Pythonic API. The only access to these functions is via Cython — I don’t see why they should be useful from pure Python. 4 - Beta, Console, OSI Approved MIT License, MacOS/X, Windows, Linux, Cython, 2.6, 2.7, 3.3, 3.4, 3.5
378   mutagen pip   GNU GPL v2 read and write audio tags for many formats in Python 3 OSI Approved GNU General Public License v2 (GPLv2), OS Independent, 2, 2.7, 3, 3.3, 3.4, CPython, PyPy
379   mutagenx pip   GNU GPL v2 read and write audio tags for many formats in Python 3 4 - Beta, OSI Approved GNU General Public License v2 (GPLv2), OS Independent, Python, 2, 2.7, 3.3, 3.4
380 SQL mysqlclient wheel   GPL MySQL driver written in Python which does not depend on MySQL C client libraries and implements the DB API v2.0 specification (PEP-249). 5 - Production/Stable, Other Environment, OSI Approved GNU General Public License (GPL), MacOS/X, Windows, OS Independent, POSIX, Linux, Unix, C, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
381   natgrid wheel   Restricted Python interface to NCAR natgrid library (for matplotlib) 4 - Beta, OSI Approved, OS Independent
382   natsort pip   MIT Sort lists naturally 5 - Production/Stable, OSI Approved MIT License, OS Independent, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5, 3.6
383 JUPYTER nbbrowserpdf pip   BSD-3-Clause LaTeX-free PDF generation from Jupyter Notebooks 4 - Beta, OSI Approved BSD License, Python, 2, 3
384 JUPYTER nbconvert pip   BSD IPython, notebooks conversion, new in Jupyter 4.0 OSI Approved BSD License, Python, 2.7, 3, 3.3
385   nbdime pip     Comparison of notebooks  
386 JUPYTER nbformat pip   BSD IPython, notebooks conversion, new in Jupyter 4.0 OSI Approved BSD License, Python, 2.7, 3, 3.3
387 JUPYTER nbpresent pip   BSD-3-Clause Next generation slides from Jupyter Notebooks 4 - Beta, OSI Approved BSD License, Python
388 JUPYTER nbsphinx pip   MIT nbsphinx is a Sphinx extension that provides a source parser for *.ipynb files. OSI Approved MIT License, OS Independent, Python, 3
389 JUPYTER nbupload pip   MIT widget to upload a file in a notebook  
390   ndg-httpsclient pip   BSD - See ndg/httpsclient/LICENCE file for details Provides enhanced HTTPS support for httplib and urllib2 using PyOpenSSL 5 - Production/Stable, Console, Web Environment, OSI Approved BSD License, Windows, Linux, Python, 3
391   netaddr pip   BSD License Pythonic manipulation of IPv4, IPv6, CIDR, EUI and MAC network addresses 5 - Production/Stable, Console, OSI Approved BSD License, OSI Approved MIT License, OS Independent, Python, 2, 2.5, 2.6, 2.7, 3, 3.0, 3.1, 3.2, 3.3, 3.4, 3.5, 3.6
392   netCDF4 wheel   OSI Approved xarray uses this module to save and read data (netCDF=Unidata network Common Data Form) 3 - Alpha, OSI Approved, OS Independent, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5
393 VIZ networkx pip   BSD graph libraries, basic drawing 5 - Production/Stable, OSI Approved BSD License, OS Independent, 2, 2.7, 3, 3.3, 3.4, 3.5
394 DATA/ML neural-python pip   MIT NeuralPy is the Artificial Neural Network library implemented in Python. OSI Approved MIT License, Python, 2, 2.7, 3, 3.2, 3.3, 3.4
395 DATA/ML nitime wheel   Simplified BSD Nitime is a library for time-series analysis of data from neuroscience experiments. 3 - Alpha, Console, OSI Approved BSD License, OS Independent, Python
396 DATA/ML NLopt wheel   LGPL linear, quadratic optimization  
397 NLP nltk pip   Apache License, Version 2.0 NLP, natural language processing 5 - Production/Stable, OSI Approved Apache Software License, OS Independent, 2.7, 3.4, 3.5
398   nodeenv pip   BSD Node.js virtual environment builder 4 - Beta, Web Environment, OSI Approved BSD License, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5, CPython, PyPy
399 ML nolearn pip   MIT nolearn contains a number of wrappers and abstractions around existing neural network libraries, most notably Lasagne, along with a few machine learning utility modules. All code is written to be compatible with scikit-learn. 4 - Beta, 2.7, 3.4
400   nose pip   GNU LGPL run unit tests 5 - Production/Stable, OSI Approved GNU Library or Lesser General Public License (LGPL), OS Independent, Python, 3
401   nose-parameterized pip     for theano  
402 JUPYTER notebook pip   BSD Jupyter notebooks, new in Jupyter 4.0 OSI Approved BSD License, Python, 2.7, 3
403 JUPYTER notedown pip   BSD 2-Clause Convert markdown to IPython notebook.  
404   nuitka pip   Apache License, Version 2.0 C++ compilation, code optimization  
405   numba wheel   BSD Numba is an Open Source NumPy-aware optimizing compiler for Python sponsored by Continuum Analytics, Inc. 4 - Beta, OSI Approved BSD License, OS Independent, Python, 2.7, 3.4, 3.5, 3.6
406 OPTIM numdifftools pip   new BSD Solves automatic numerical differentiation problems in one or more variables. 4 - Beta, Console, OSI Approved BSD License, MacOS, Windows, OS Independent, Linux, Unix, Python, 2.7, 3, 3.3, 3.4, 3.5
407   numexpr wheel   MIT Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.  
408 DATA/ML numpy wheel   BSD matrix computation 5 - Production/Stable, OSI Approved, MacOS, Windows, POSIX, Unix, C, Python, 2, 2.7, 3, 3.4, 3.5, 3.6, CPython
409   numpydoc pip   BSD Sphinx extension to support docstrings in Numpy format 4 - Beta, Plugins, OSI Approved BSD License, Python, 2, 2.7, 3, 3.4, 3.5, 3.6
410   oauth2client pip   Apache 2.0 The oauth2client is a client library for OAuth 2.0. 7 - Inactive, OSI Approved Apache Software License, POSIX, 2, 2.7, 3, 3.4, 3.5
411   oauthlib pip   BSD A generic, spec-compliant, thorough implementation of the OAuth request-signing logic 5 - Production/Stable, Web Environment, OSI Approved, OSI Approved BSD License, MacOS, POSIX, Linux, Python, 2.7, 3.3, 3.4, 3.5, Implementation, CPython, PyPy
412 DATA/ML oct2py pip   MIT Python to GNU Octave bridge –> run m-files from python. 5 - Production/Stable, OSI Approved MIT License, OS Independent, Python, 2.7, 3.3, 3.4
413   octave_kernel pip     A Jupyter kernel for Octave.  
414 DATA/ML odo pip   BSD usually used with blaze, handles dataframe in various type of containers  
415   olefile pip   BSD Python package to parse, read and write Microsoft OLE2 files (Structured Storage or Compound Document, Microsoft Office) - Improved version of the OleFileIO module from PIL, the Python Image Library. 4 - Beta, OSI Approved BSD License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
416   opencv_python wheel   BSD OpenVC wrapper  
417   openpyxl pip   MIT/Expat reads/writes Excel files, version is 1.8.6 due to pandas which does not work with more recent verrsions yet 5 - Production/Stable, OSI Approved MIT License, MacOS/X, Windows, POSIX, Python, 2.6, 2.7, 3.3, 3.4, 3.5, 3.6
418 ORANGE orange3 pip     Orange is a component-based data mining software. It includes a range of data visualization, exploration, preprocessing and modeling techniques. It can be used through a nice and intuitive user interface or, for more advanced users, as a module for the Python programming language.  
419 ORANGE orange3-associate pip     This module implements FP-growth [1] frequent pattern mining algorithm with bucketing optimization [2] for conditional databases of few items.  
420 ORANGE Orange3-ImageAnalytics pip     Orange3 add-on for image data mining.  
421 ORANGE Orange3-Network pip     Orange Network is an add-on for Orange data mining software package. It provides network visualization and analysis tools.  
422 ORANGE orange3-text pip     Orange3 Text extends Orange3, a data mining software package, with common functionality for text mining. It provides access to publicly available data, like NY Times, Twitter and PubMed. Further, it provides tools for preprocessing, constructing vector spaces (like bag-of-words, topic modeling and word2vec) and visualizations like word cloud end geo map. All features can be combined with powerful data mining techniques from the Orange data mining framework.  
423 VIZ osmapi pip   GPLv3 Python wrapper for the OSM API 4 - Beta, OSI Approved GNU General Public License v3 (GPLv3), 2, 2.6, 2.7, 3, 3.3, 3.4
424   packaging pip   BSD or Apache License, Version 2.0 helpers for packages OSI Approved Apache Software License, OSI Approved BSD License, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4
425 DATA/ML pandas wheel   BSD manipulate table as SQL in memory 5 - Production/Stable, Console, OS Independent, Cython, Python, 2, 2.7, 3, 3.4, 3.5, 3.6
426 DATA/ML pandas-datareader pip   BSD License Up to date remote data access for pandas, works for multiple versions of pandas. 4 - Beta, Console, OS Independent, Cython, Python, 2, 2.7, 3, 3.5, 3.6
427 VIZ pandas-highcharts pip   LICENSE plotting in javascript and pandas  
428   pandoc-attributes pip   BSD 2-Clause An Attribute class to be used with pandocfilters  
429   pandocfilters pip   BSD Utilities for writing pandoc filters in python 3 - Alpha, Console, OSI Approved BSD License, OS Independent, Python
430   param wheel     Declarative Python programming using Parameters.  
431 NETWORK paramiko pip   LGPL SSH2 protocol library 5 - Production/Stable, OSI Approved GNU Library or Lesser General Public License (LGPL), OS Independent, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, 3.6
432   parsel pip   BSD Parsel is a library to extract data from HTML and XML using XPath and CSS selectors. 5 - Production/Stable, OSI Approved BSD License, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
433   parsimonious pip   MIT (Soon to be) the fastest pure-Python PEG parser I could muster 3 - Alpha, OSI Approved MIT License, OS Independent, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5
434   partd pip   BSD Appendable key-value storage  
435   passlib pip   BSD comprehensive password hashing framework supporting over 30 schemes  
436 JUPYTER path.py pip     IPython, dependency 5 - Production/Stable, OSI Approved MIT License, OS Independent, 2.7, 3, 3.3, 3.4, 3.5, 3.6
437   pathlib2 pip   MIT for ggplot, Object-oriented filesystem paths 5 - Production/Stable, OSI Approved MIT License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, 3.6
438   pathvalidate pip     A python library to validate/sanitize a string such as filenames/variable-names/excel-sheet-names.  
439 DATA/ML patsy pip   2-clause BSD A Python package for describing statistical models and for building design matrices. 4 - Beta, OSI Approved BSD License, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4
440   pbr pip   Apache Software License PBR is a library that injects some useful and sensible default behaviors into your setuptools run. 5 - Production/Stable, Console, OpenStack, OSI Approved Apache Software License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5
441 PDF pdfrw pip     PDF file reader/writer library  
442   pep8 pip   Expat license official guidelines on Python style 5 - Production/Stable, Console, OSI Approved MIT License, OS Independent, Python, 2, 3
443   persistent wheel   ZPL 2.1 Objets persistants translucides 6 - Mature, OSI Approved Zope Public License, Windows, Unix, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
444 JUPYTER pexpect pip   ISC license needed by ipykernel on Linux, Pexpect makes Python a better tool for controlling other applications (needed by metakernel). 5 - Production/Stable, Console, OSI Approved ISC License (ISCL), MacOS/X, POSIX, Python, 2.7, 3
445 SQL pg8000 pip   BSD A Pure-Python PostgreSQL 4 - Beta, OSI Approved BSD License, OS Independent, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, Implementation, CPython, Jython, PyPy
446   picklable-itertools pip   MIT A reimplementation of the Python standard library’s itertools, in Python, using picklable iterator objects. (fuel) 3 - Alpha, OSI Approved MIT License, 2, 2.7, 3, 3.4
447 JUPYTER pickleshare pip   MIT IPython, dependency OSI Approved MIT License, 2, 2.7, 3
448   Pillow wheel   Standard PIL License read/create images  
449   PIMS pip     Python Image Sequence (for trackpy)  
450   pipdeptree pip   MIT License displays module dependencies as a tree Console, OSI Approved MIT License, Python, 2.7, 3, 3.3, 3.4, 3.5, 3.6
451   pivottablejs pip   MIT PivotTable.js integration for Jupyter/IPython Notebook. 4 - Beta, Web Environment, OSI Approved MIT License, JavaScript, 2, 3
452   pkginfo pip   MIT Query metadatdata from sdists / bdists / installed packages. OSI Approved MIT License, OS Independent, 2.7, 3.3, 3.4, 3.5, CPython, PyPy
453   plac pip   BSD License The smartest command line arguments parser in the world 4 - Beta, OSI Approved BSD License, OS Independent, Python, 3
454   planar wheel   BSD 2D planar geometry library for Python.  
455 VIZ plotly pip   MIT Plotly’s Python graphing library makes interactive, publication-quality graphs online. Examples of how to make line plots, scatter plots, area charts, bar charts, error bars, box plots, histograms, heatmaps, subplots, multiple-axes, polar charts and bubble charts. 4 - Beta, 2, 2.7, 3, 3.3, 3.4, 3.5
456   ply pip   BSD Python Lex & Yacc (for thrifty) 2, 3
457   Pmw pip   BSD Pmw is a toolkit for building high-level compound widgets in Python using the Tkinter module. Alpha, Console, BSD, MacOS/X, Windows, POSIX, Python
458 ML polylearn wheel   Simplified BSD A library for factorization machines and polynomial networks for classification and regression in Python. OSI Approved, MacOS, Windows, POSIX, Unix, C, Python
459   portend pip     TCP port monitoring utilities  
460   preshed pip   MIT Cython hash table that trusts the keys are pre-hashed Console, OSI Approved MIT License, MacOS/X, Windows, Linux, Cython, 2.6, 2.7, 3.3, 3.4, 3.5
461   prince pip   MIT Prince is a factor analysis library for datasets that fit in memory.  
462 VIZ progressbar2 pip   BSD Text progress bar library for Python. (fuel) 5 - Production/Stable, OSI Approved BSD License, 2, 2.7, 3, 3.3, 3.4, 3.5, PyPy
463 JUPYTER prompt_toolkit pip     Library for building powerful interactive command lines in Python  
464   protobuf pip   3-Clause BSD License Protocol Buffers are Google’s data interchange format Python, 2, 2.6, 2.7, 3, 3.3, 3.4
465   psutil wheel   BSD cross-platform library for retrieving information onrunning processes and system utilization (CPU, memory, disks, network)in Python. 5 - Production/Stable, Console, Win32 (MS Windows), OSI Approved BSD License, MacOS/X, Microsoft, Windows, OS Independent, POSIX, BSD, FreeBSD, NetBSD, OpenBSD, Linux, SunOS/Solaris, C, Python, 2, 2.6, 2.7, 3, 3.0, 3.1, 3.2, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
466   psycopg2 wheel   LGPL with exceptions or ZPL Python-PostgreSQL Database Adapter 5 - Production/Stable, OSI Approved GNU Library or Lesser General Public License (LGPL), OSI Approved Zope Public License, Windows, Unix, C, Python, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, 3.6, SQL
467   PTable pip   BSD (3 clause) A simple Python library for easily displaying tabular data in a visually appealing ASCII table format. (for streamparse) OSI Approved BSD License, Python, 2.4, 2.5, 2.6, 2.7, 3
468 JUPYTER/LINUX ptyprocess pip   ISC dependency for the terminado, Run a subprocess in a pseudo terminal 5 - Production/Stable, Console, OSI Approved ISC License (ISCL), MacOS/X, POSIX, Python, 2.7, 3
469 DATA/ML PuLP wheel   Copyright (c) 2002-2005, Jean-Sebastien Roy (js@jeannot.org) linear, quadratique optimization with constraints 5 - Production/Stable, Console, OSI Approved BSD License, Python
470   py pip   MIT license library with cross-python path, ini-parsing, io, code, log facilities 6 - Mature, OSI Approved MIT License, MacOS/X, Windows, POSIX, Python, 3
471   py4j pip   BSD License Enables Python programs to dynamically access arbitrary Java objects 4 - Beta, OSI Approved BSD License, OS Independent, Java, Python, 2, 2.6, 2.7, 3, 3.4, 3.5
472 ML py_earth wheel     A Python implementation of Jerome Friedman’s Multivariate Adaptive Regression Splines algorithm, in the style of scikit-learn. The py-earth package implements Multivariate Adaptive Regression Splines using Cython and provides an interface that is compatible with scikit-learn’s Estimator, Predictor, Transformer, and Model interfaces. For more information about Multivariate Adaptive Regression Splines, see the references below.  
473 OPTIM pyamg wheel   MIT PyAMG is a library of Algebraic Multigrid (AMG) solvers with a convenient Python interface. 5 - Production/Stable, Console, X11 Applications, OSI Approved MIT License, OS Independent, C++, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5
474   pyasn1 pip   BSD ASN.1 types and codecs (for pysnmp) 5 - Production/Stable, Console, OSI Approved BSD License, OS Independent, 2, 2.4, 2.5, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, 3.6
475   pyasn1-modules pip   BSD A collection of ASN.1-based protocols modules. 5 - Production/Stable, Console, OSI Approved BSD License, OS Independent, 2, 2.4, 2.5, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, 3.6
476   PyAudio wheel   MIT PyAudio provides Python bindings for PortAudio v19, the cross-platform audio I/O library. With PyAudio, you can easily use Python to play and record audio streams on a variety of platforms (e.g., GNU/Linux, Microsoft Windows, and Mac OS X).  
477   pybars3 pip     Handlebars.js templating 4 - Beta, OSI Approved GNU Library or Lesser General Public License (LGPL), OS Independent, 2, 2.7, 3, 3.3, 3.4
478 DATA/ML pyclustering pip     many kinds of clustering (Optics, DBScan, x-means, …)  
479 STYLE pycodestyle pip   Expat license Python style guide checker 5 - Production/Stable, Console, OSI Approved MIT License, OS Independent, Python, 2, 3
480   pycontracts pip   LGPL PyContracts is a Python package that allows to declare constraints on function parameters and return values, setup for version 1.7.7 is bugged 5 - Production/Stable, OSI Approved GNU Library or Lesser General Public License (LGPL)
481   pycosat wheel   MIT PicoSAT is a popular SAT solver written by Armin Biere in pure C. 4 - Beta, OS Independent, C, 2, 2.5, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5
482   pycparser pip   BSD pycparser is a complete parser of the C language, written in pure Python using the PLY parsing library. It parses C code into an AST and can serve as a front-end for C compilers or analysis tools. 2, 3
483   pycrypto wheel2   Public Domain + patent for some algorithm Cryptographic modules for Python (not available on x64 and Python 3) 5 - Production/Stable, Public Domain, MacOS/X, Windows, Unix, 2, 3
484   pycryptodomex pip   BSD Cryptographic modules for Python (not available on x64 and Python 3) 4 - Beta, OSI Approved BSD License, Public Domain, MacOS/X, Windows, Unix, 2, 2.4, 2.5, 2.6, 2.7, 3
485 GPU pycuda wheel   MIT PyCUDA lets you access Nvidia’s CUDA parallel computation API from Python. 5 - Production/Stable, Console, OSI Approved MIT License, C++, Python, 2.6, 2.7, 3, 3.3, 3.4
486   pycurl wheel   LGPL/MIT PycURL, a interface to the libcurl library. (for grab) 5 - Production/Stable, Web Environment, OSI Approved GNU Library or Lesser General Public License (LGPL), OSI Approved MIT License, Windows, POSIX, 2, 3
487   PyDispatcher pip   BSD Multi-producer-multi-consumer signal dispatching mechanism OSI Approved BSD License, Python, 3
488 MUSIC pydub pip   MIT Pydub lets you do stuff to audio in a way that isn’t stupid. 5 - Production/Stable, OSI Approved MIT License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5
489   pydy pip   LICENSE.txt Multibody Dynamics with Python 4 - Beta, OS Independent, 2.7, 3.5, 3.6
490   pyemd wheel     A Python wrapper for Ofir Pele and Michael Werman’s implementation of the Earth Mover’s Distance.  
491 TEACH pyensae pip   MIT helpers, Hadoop, SQL, financial times series, … 5 - Production/Stable, OSI Approved MIT License, 3
492 NETWORK pyexecjs pip   MIT License Run JavaScript code from Python (for pyreact) 5 - Production/Stable, OSI Approved MIT License, JavaScript, Python, 2, 2.7, 3, 3.3, 3.4, 3.5
493 STYLE pyflakes pip   MIT verify pep8 on a script 6 - Mature, Console, OSI Approved MIT License, Python, 2, 3
494 DATA/ML pyflux wheel     An open source time series library for the Python Programming Language  
495 VIZ pygal pip   GNU LGPL v3+ plotting (javascript) 4 - Beta, Console, OSI Approved GNU Lesser General Public License v3 or later (LGPLv3+), OS Independent, 2, 3
496 VIZ pygal_maps_ch pip     Swiss canton map for pygal  
497 VIZ pygal_maps_fr pip     French maps for pygal  
498 VIZ pygal_maps_world pip   LGPLv3+ extension to pygal (maps)  
499 SPHINX pygal_sphinx_directives pip     Pygal sphinx integration  
500 GUI pygame wheel   LGPL GUI, interface for games (needs to be installed from www.pygame.org on Linux)  
501   pygit2 wheel   GPLv2 with linking exception Pygit2 is a set of Python bindings to the libgit2 shared library, libgit2 implements the core of Git. 3 - Alpha
502 GUI pyglet pip   BSD a cross-platform windowing and multimedia library for Python 5 - Production/Stable, MacOS X, Win32 (MS Windows), X11 Applications, OSI Approved BSD License, MacOS/X, Windows, Linux, 2, 2.6, 2.7, 3, 3.3, 3.4
503   pygments pip   BSD License syntax highlighting package written in Python 6 - Mature, OSI Approved BSD License, OS Independent, Python, 2, 3
504 PROFILING pyinstrument pip     A Python profiler that records the call stack of the executing code, instead of just the final function in it. 4 - Beta, Console, Web Environment, OSI Approved BSD License, MacOS, Windows, POSIX, 2.7, 3.3
505   PyJWT pip   MIT JSON Web Token library for Python 3. 5 - Production/Stable, OSI Approved MIT License, Python, 2.6, 2.7, 3.3, 3.4, 3.5, 3.6
506   pylint pip   GPL statistics on Python script style 4 - Beta, Console, OSI Approved GNU General Public License (GPL), OS Independent, Python, 2, 3
507   pylzma wheel   LGPL Python bindings for the LZMA library by Igor Pavlov. 5 - Production/Stable, OSI Approved GNU Library or Lesser General Public License (LGPL), OS Independent, Python, 3
508   pymatbridge pip   BSD pymatbridge is a set of python and matlab functions to allow these two systems to talk to each other 3 - Alpha, Console, OSI Approved BSD License, OS Independent, Python
509 PHYS pymatgen wheel     Pymatgen (Python Materials Genomics) is a robust, open-source Python library for materials analysis.  
510 DATA/ML pymc wheel   Academic Free License Monte Carlo computation 5 - Production/Stable, Console, OSI Approved Academic Free License (AFL), OS Independent, Fortran, Python
511 DATA/ML pymc3 github   Apache License, Version 2.0 Monte Carlo computation (Python 3 only) 5 - Production/Stable, OSI Approved Apache Software License, OS Independent, Python, 2, 2.7, 3, 3.4, 3.5, 3.6
512   PyMeta3 pip   MIT License Pattern-matching language based on OMeta for Python 3 and 2 4 - Beta, OSI Approved MIT License, OS Independent, 2, 2.7, 3, 3.3, 3.4
513 TEACH pymmails pip   MIT read/send emails 5 - Production/Stable, OSI Approved MIT License, 3
514 NoSQL pymongo wheel   Apache License, Version 2.0 Python wrapper for MongoDB 5 - Production/Stable, OSI Approved Apache Software License, MacOS/X, Windows, POSIX, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5, CPython, PyPy
515   pympler pip   Apache License, Version 2.0 Pympler is a development tool to measure, monitor and analyze the memory behavior of Python objects in a running Python application. 3 - Alpha, Console, OSI Approved Apache Software License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, 3.6
516 SQL pymssql wheel   LGPL A simple database interface for Python that builds on top of FreeTDS to provide a Python DB-API (PEP-249) interface to Microsoft SQL Server. 5 - Production/Stable, OSI Approved GNU Library or Lesser General Public License (LGPL), Windows, POSIX, Unix, Python, 2.7, 3, 3.3, 3.4, 3.5, CPython
517   pymvpa2 wheel     PyMVPA is a Python module intended to ease pattern classification analyses of large datasets.  
518 TEACH pymyinstall pip   MIT easy installation of modules including Windows 5 - Production/Stable, OSI Approved MIT License, 2.7, 3
519 SQL PyMySQL pip   MIT Pure-Python MySQL Driver 5 - Production/Stable, OSI Approved MIT License, 2, 2.7, 3, 3.4, 3.5, 3.6, CPython, PyPy
520 NETWORK pynacl pip     Python binding to the Networking and Cryptography (NaCl) library  
521 SQL pyodbc wheel   MIT access to protocal ODBC (SQL databases) 5 - Production/Stable, OSI Approved MIT License, Windows, POSIX, Python, 2, 3
522 GPU pyopencl wheel     PyOpenCL lets you access the OpenCL parallel computation API from Python.  
523   PyOpenGL wheel     use OpenGL in Python  
524   PyOpenGL_accelerate wheel   BSD Acceleration code for PyOpenGL  
525   pyOpenSSL pip   Apache License, Version 2.0 Python wrapper module around the OpenSSL library 6 - Mature, OSI Approved Apache Software License, MacOS/X, Windows, POSIX, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
526   pyotp pip   BSD License PyOTP is a Python library for generating and verifying one-time passwords. OSI Approved BSD License, MacOS/X, POSIX, Python, 2.7, 3.3, 3.4
527   pyparsing pip   MIT License alternative approach to creating and executing simple grammars 5 - Production/Stable, OSI Approved MIT License, OS Independent, Python, 2.6, 2.7, 3, 3.3, 3.4, 3.5
528 PDF pyPdf github     read PDF 5 - Production/Stable, OSI Approved BSD License, OS Independent, Python
529 PDF PyPDF2 pip     PDF toolkit 5 - Production/Stable, OSI Approved BSD License, OS Independent, 2, 3
530   pypiserver pip   BSD run a local pypi server 5 - Production/Stable, Web Environment, OSI Approved BSD License, OSI Approved zlib/libpng License, MacOS/X, Windows, OS Independent, POSIX, 2, 2.7, 3, 3.3, 3.4, 3.5
531   pypmc wheel     pypmc is a python package focusing on adaptive importance sampling.  
532   pypng pip     Pure Python PNG image encoder/decoder OSI Approved MIT License, OS Independent, Python, 2.3, 3
533 VIZ pyproj wheel   OSI Approved python interface to PROJ4 library for cartographic transformations https://jswhit.github.io/pyproj, needed by cartopy 4 - Beta, OSI Approved, OS Independent
534 GUI PyQt4 wheel        
535 GUI PyQt5 pip   GPL v3    
536 GUI pyqtgraph pip   MIT Scientific Graphics and GUI Library for Python, depends on PySide 4 - Beta, Other Environment, OSI Approved MIT License, OS Independent, Python, 2, 2.6, 2.7, 3
537 TEACH pyquickhelper pip   MIT helpers to generation documentation 5 - Production/Stable, OSI Approved MIT License, 2.7, 3
538 NETWORK pyreact pip   Apache-2.0 Python bridge to JSX & the React JavaScript library. (for pyxley) 4 - Beta, OSI Approved Apache Software License, Python, 2.7
539   pyreadline pip   BSD python implementation of GNU readline functionality 5 - Production/Stable, Console, OSI Approved BSD License, Windows, 2.7, 3.2, 3.3, 3.4, 3.5
540 TEACH pyrsslocal pip   MIT RSS readers 5 - Production/Stable, OSI Approved MIT License, 3
541 MATHS PySAL pip   BSD PySAL is an open source library of spatial analysis functions written in Python intended to support the development of high level applications. 5 - Production/Stable, OSI Approved BSD License, Python, 2.5, 2.6, 2.7, 3.4
542   pyshp github   MIT Pure Python read/write support for ESRI Shapefile format Python
543 GUI PySide wheel     open source version of PyQt (issue on Linux and Anaconda)  
544   pysmi pip   BSD SNMP SMI/MIB Parser (for pysnmp) 5 - Production/Stable, Console, OSI Approved BSD License, OS Independent, 2, 2.4, 2.5, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, 3.6
545 NETWORK pysnmp pip   BSD A pure-Python SNMPv1/v2c/v3 library 5 - Production/Stable, Console, OSI Approved BSD License, OS Independent, 2, 2.4, 2.5, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, 3.6
546   PySocks pip   BSD A semi-actively maintained SocksiPy fork. Contains many improvements to the original.  
547   pystache pip   MIT Mustache for Python (for bokeh) 4 - Beta, OSI Approved MIT License, Python, 2, 2.4, 2.5, 2.6, 2.7, 3, 3.1, 3.2, 3.3, PyPy
548 DATA/ML pystan pip     PyStan provides an interface to Stan, a package for Bayesian inference using the No-U-Turn sampler, a variant of Hamiltonian Monte Carlo.  
549 DATA/ML pysterior pip   MIT pysterior is a machine learning library for Python which aims to make Bayesian parametric regression and classification models accessible and easy to use. The library allows users to construct supervised learning models using an intuitive interface similar to that used by scikit-learn. 3 - Alpha, OSI Approved MIT License, 3, 3.2, 3.3, 3.4
550   pystorm pip   Apache License 2.0 Battle-tested Apache Storm Multi-Lang implementation for Python.  
551 ML pystruct wheel     Learning Structured Prediction in Python  
552   pytablereader pip     A python library to load structured table data from files/URL with various data format: CSV/Excel/HTML/JSON/LTSV/Markdown/TSV.  
553   pytablewriter pip   MIT License convert a dataframe into many formats 4 - Beta, OSI Approved MIT License, OS Independent, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
554   pytagcloud pip   BSD Create beautiful tag clouds as images or HTML 4 - Beta, Web Environment, OSI Approved BSD License, MacOS/X, Windows, OS Independent, POSIX, Python
555   pytest pip   MIT license pytest: simple powerful testing with Python 6 - Mature, OSI Approved MIT License, MacOS/X, Windows, POSIX, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5, 3.6
556   python-daemon pip   Apache-2 Library to implement a well-behaved Unix daemon process (for luigi) 5 - Production/Stable, OSI Approved Apache Software License, POSIX, 2.7, 3
557   python-dateutil pip   Simplified BSD helpers to manipulate dates 5 - Production/Stable, OSI Approved BSD License, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, 3.6
558   python-docx pip   The MIT License (MIT) read/write Word document 3 - Alpha, Console, OSI Approved MIT License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.3, 3.4
559   python-editor pip   Apache Programmatically open an editor, capture the result. 5 - Production/Stable, OSI Approved Apache Software License, OS Independent, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5
560   python-gmaps pip   BSD Google Maps API client http://python-gmaps.readthedocs.org 5 - Production/Stable, OSI Approved BSD License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5
561   python-jenkins pip   BSD interact with Jenkins Console, OSI Approved BSD License, OS Independent, Python, 2, 2.7, 3, 3.4
562   python-mimeparse pip     A module provides basic functions for parsing mime-type names and matching them against a list of media-ranges. (falcon) 5 - Production/Stable, OSI Approved MIT License, OS Independent, Python, 3
563   python-pptx pip   The MIT License (MIT) read/write PowerPoint presentation 4 - Beta, Console, OSI Approved MIT License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.3, 3.4
564   python-utils pip   BSD Python Utils is a module with some convenient utilities not included with the standard Python install , :, A, B, D, I, L, O, S, c, d, e, i, n, o, p, r, s, v
565   python3-linkedin pip     Python Interface to the LinkedIn API  
566   python_Levenshtein wheel     C implementation of Levenshtein distance.  
567   pythonnet wheel   Zope Public License Python binding for C#  
568   pythonqwt pip   MIT Qt plotting widgets (Spyder) 3 - Alpha, OSI Approved GNU Lesser General Public License v2 (LGPLv2), OSI Approved MIT License, MacOS, Windows, OS Independent, POSIX, Unix, 2.6, 2.7, 3
569 VIZ pythreejs pip     A Python / ThreeJS bridge utilizing the Jupyter widget infrastructure. 4 - Beta, OSI Approved BSD License, 2, 2.7, 3, 3.3, 3.4
570   pytils pip   MIT Russian-specific string utils (for selection, weblib) 4 - Beta, OSI Approved MIT License, OS Independent, Python
571   pytool pip   ALv2 A collection of tools for Python 5 - Production/Stable, OSI Approved Apache Software License, OS Independent, 2.7, 3.3, 3.4
572   pytools pip   MIT A collection of tools for Python 4 - Beta, OSI Approved MIT License, Python, 2, 2.6, 2.7, 3, 3.3, 3.4
573   pytz pip   MIT World timezone definitions, modern and historical 6 - Mature, OSI Approved MIT License, OS Independent, Python, 3
574 DATA/ML PyWavelets wheel   MIT wavelets computation 5 - Production/Stable, OSI Approved MIT License, OS Independent, C, Python, 2.6, 2.7, 3, 3.3, 3.4, 3.5
575 WINDOWS pywin32 wheel2   PSF call Windows DLL  
576 WINDOWS pywin32-ctypes pip   BSD call Windows DLL 2.6, 2.7, 3.2, 3.3
577 VIZ PyX wheel     plotting  
578 NETWORK pyxley pip   MIT A pure-Python SNMPv1/v2c/v3 library , :, A, D, I, c, d, e, i, l, n, o, p, r, s, t, u, v
579   PyYAML wheel   MIT YAML parser and emitter for Python 5 - Production/Stable, OSI Approved MIT License, OS Independent, Python, 2, 2.7, 3, 3.4, 3.5
580 NETWORK pyzmq wheel   LGPL+BSD python librairies for Omz (pipy distributes the binaries) 5 - Production/Stable, OSI Approved BSD License, OSI Approved GNU Library or Lesser General Public License (LGPL), MacOS/X, Windows, POSIX, 2, 2.7, 3, 3.3, 3.4, 3.5
581 VIZ qgrid pip   Apache 2.0 A Pandas DataFrame viewer for IPython Notebook. 4 - Beta, OSI Approved Apache Software License, OS Independent, Python, 2.7, 3.3
582 DATA/ML QInfer pip   http://www.gnu.org/licenses/agpl-3.0.en.html QInfer is a library using Bayesian sequential Monte Carlo for quantum parameter estimation. 4 - Beta, OSI Approved GNU Affero General Public License v3, OS Independent, 2.7, 3.3, 3.4, CPython
583   QtAwesome pip   MIT QtAwesome enables iconic fonts such as Font Awesome and Elusive Icons in PyQt and PySide applications. 3 - Alpha, OSI Approved MIT License, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4
584 JUPYTER qtconsole pip   BSD IPython, notebooks, qtconsole OSI Approved BSD License, Python, 2.7, 3, 3.3, 3.4, 3.5
585 GUI qtpy pip   MIT single interface for QtPy4, 5, PySide 5 - Production/Stable, Win32 (MS Windows), Qt, OSI Approved MIT License, OS Independent, 2, 2.7, 3, 3.3, 3.4, 3.5
586   Quandl pip   MIT access Quandl API  
587   queuelib pip   BSD Collection of persistent (disk-based) queues 5 - Production/Stable, OSI Approved BSD License, OS Independent, Python, 2, 2.7, 3, 3.3, 3.4, CPython, PyPy
588 OPTIM qutip wheel     QuTiP is open-source software for simulating the dynamics of open quantum systems.  
589   recommonmark pip     For pymc3???  
590   redis pip   MIT Python client for Redis key-value store 5 - Production/Stable, Console, OSI Approved MIT License, OS Independent, Python, 2.6, 2.7, 3, 3.2, 3.3, 3.4
591   reportlab wheel   BSD license (see license.txt for details), Copyright (c) 2000-2015, ReportLab Inc. This is the ReportLab PDF Toolkit. It allows rapid creation of rich PDF documents, and also creation of charts in a variety of bitmap and vector formats. 5 - Production/Stable, OSI Approved BSD License, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
592   requests pip   Apache 2.0 human interface for http 5 - Production/Stable, OSI Approved Apache Software License, Python, 2.6, 2.7, 3, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
593   requests-cache pip   BSD License Persistent cache for requests library 4 - Beta, OSI Approved BSD License, Python, 2.6, 2.7, 3
594   requests-file pip   Apache 2.0 File transport adapter for Requests 3 - Alpha, Plugins, OSI Approved Apache Software License, 2.7, 3.4
595   requests-ftp pip   Apache 2.0 FTP Transport Adapter for Requests 4 - Beta, OSI Approved Apache Software License, Python, 2.7
596   requests_oauthlib pip   ISC OAuthlib authentication support for Requests.  
597   rope_py3k pip   GPL=OpenBSD refactoring library  
598 DATA/ML rpy2 wheel   GPLv2+ interact with R (R_HOME needs to be set up on Linux) 5 - Production/Stable, OSI Approved GNU General Public License v2 or later (GPLv2+), Python, 2, 2.7, 3, 3.5
599   rsa pip   ASL 2 Pure-Python RSA implementation 5 - Production/Stable, OSI Approved Apache Software License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5
600 MATHS rtree wheel     R-Tree spatial index for Python GIS  
601   ruamel.yaml pip   MIT license ruamel.yaml is a YAML parser/emitter that supports roundtrip preservation of comments, seq/map flow style, and map key order 4 - Beta, OSI Approved MIT License, OS Independent, Python, 2.7, 3.3, 3.4, 3.5, 3.6, CPython, Jython, PyPy
602   rx pip   Apache License Reactive Extensions (Rx) for Python (LINQ) 5 - Production/Stable, Other Environment, OSI Approved Apache Software License, OS Independent, 2, 2.7, 3, 3.4, CPython, IronPython, PyPy
603 AWS s3fs pip     Convenient Filesystem interface over S3  
604 AWS s3transfer pip   Apache License 2.0 An Amazon S3 Transfer Manager 3 - Alpha, OSI Approved Apache Software License, Python, 2.6, 2.7, 3, 3.3, 3.4, 3.5
605 ML sacred pip     Facilitates automated and reproducible experimental research 5 - Production/Stable, OSI Approved MIT License, OS Independent, 2.7, 3.4, 3.5
606   sas7bdat pip   MIT read/write SAS format 5 - Production/Stable, Console, OSI Approved MIT License, OS Independent, 2.6, 3
607   scikit-fusion pip     A Python module for data fusion built on top of factorized models.  
608   scikit-image wheel   Modified BSD scikit-image is a collection of algorithms for image processing. 4 - Beta, Console, OSI Approved BSD License, MacOS, Windows, POSIX, Unix, C, Python, 3
609 DATA/ML scikit-learn wheel   new BSD machine learning OSI Approved, MacOS, Windows, POSIX, Unix, C, Python, 2, 2.6, 2.7, 3, 3.4, 3.5
610 DATA/ML scilab2py pip   MIT Python to Scilab bridge 4 - Beta, OSI Approved MIT License, OS Independent, Python, 2.7, 3.3, 3.4
611 DATA/ML scipy wheel   BSD scientific computation, eigen values, linear algebra 5 - Production/Stable, OSI Approved BSD License, MacOS, Windows, POSIX, Unix, C, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, 3.6
612 DATA/ML scoop pip   LGPL SCOOP (Scalable COncurrent Operations in Python) is a distributed task module allowing concurrent parallel programming on various environments, from heterogeneous grids to supercomputers 4 - Beta, OSI Approved GNU Library or Lesser General Public License (LGPL), Python
613 ML scrapy pip   BSD A high-level Web Crawling and Web Scraping framework 5 - Production/Stable, Console, OSI Approved BSD License, OS Independent, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
614 OPTIM scs wheel   MIT Solves convex cone programs via operator splitting.  
615 VIZ seaborn pip   BSD (3-clause) nicer graphs than matplotlib for statistical purposes OSI Approved BSD License, MacOS, POSIX, Unix, 2.7, 3.3, 3.4
616   selection pip   MIT API to extract data from HTML and XML documents. (for grab) OSI Approved MIT License, Python, 2.7, 3.4, CPython
617 NETWORK selenium pip   Apache 2.0 Python wrapper for Selenium 5 - Production/Stable, OSI Approved Apache Software License, MacOS/X, Windows, POSIX, Python, 2.6, 2.7, 3.3, 3.4, 3.5, 3.6
618   semantic_version pip   BSD A library implementing the “SemVer” scheme.  
619   semver pip   BSD Python helper for Semantic Versioning (http://semver.org/) Web Environment, OSI Approved BSD License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, 3.6
620 ML seqlearn wheel   MIT sequence classification toolkit for Python 3 - Alpha, OSI Approved MIT License, 2, 2.7, 3, 3.3
621   service_identity pip     Service identity verification for pyOpenSSL.  
622   setproctitle wheel     A Python module to customize the process title  
623   setuptools-git pip     This is a plugin for setuptools that enables git integration. Once installed, Setuptools can be told to include in a package distribution all the files tracked by git. This is an alternative to explicit inclusion specifications with MANIFEST.in.  
624 OPTIM sfepy wheel     Simple Finite Elements in Python  
625   Shapely wheel   BSD Manipulation and analysis of geometric objects in the Cartesian plane. 5 - Production/Stable, OSI Approved BSD License, OS Independent, 2.6, 2.7, 3
626 MATHS sima wheel     Software for analysis of sequential imaging data  
627   simhash pip     A Python implementation of Simhash Algorithm  
628 JUPYTER simplegeneric pip   ZPL 2.1 IPython, dependency 6 - Mature, 7 - Inactive, OSI Approved Zope Public License, OS Independent, Python, 2, 2.4, 2.5, 2.6, 2.7, 3
629   simplejson wheel   MIT License json parser 5 - Production/Stable, OSI Approved Academic Free License (AFL), OSI Approved MIT License, Python, 2, 2.5, 2.6, 2.7, 3, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
630   simplesqlite pip     SimpleSQLite is a Python library to simplify the table creation and data insertion into SQLite database.  
631 GUI SIP pip     For PyQt5  
632   six pip   MIT helpers for python 2/3 conversion OSI Approved MIT License, 2, 3
633 ML sklearn_contrib_lightning wheel     large-scale linear classification, regression and ranking  
634 ML sklearn_pandas pip   ~MIT This module provides a bridge between Scikit-Learn’s machine learning methods and pandas-style Data Frames.  
635 ML skll pip   BSD 3 clause SciKit-Learn Laboratory makes it easier to run machinelearning experiments with scikit-learn. OSI Approved BSD License, MacOS, Windows, POSIX, Unix, Python, 2, 2.7, 3, 3.3, 3.4
636   slicerator pip   BSD A lazy-loading, fancy-sliceable iterable. 4 - Beta, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5
637   smart_open pip   Public Domain Utils for streaming large files (S3, HDFS, gzip, bz2…), provides the same API for many format  
638 VIZ smopy pip   BSD OpenStreetMap image tiles in Python 3 - Alpha, OSI Approved BSD License
639 PROFILING snakeviz pip   BSD SnakeViz is a browser based graphical viewer for the output of Python’s cProfile module. OSI Approved BSD License, OS Independent, JavaScript, Python, 2.6, 2.7, 3, 3.3, 3.4
640   snowballstemmer pip   BSD This package provides 16 stemmer algorithms (15 + Porter English stemmer) generated from Snowball algorithms, needed by sphinx-rtd-theme. 5 - Production/Stable, OSI Approved BSD License, OS Independent, Python, 2.5, 2.6, 2.7, 3.3, 3.4, PyPy
641 NETWORK sockjs-tornado pip   Copyright (C) 2011 Serge S. Koval SockJS-tornado is a Python server side counterpart of SockJS-client browser library running on top of Tornado framework. OSI Approved MIT License, 2, 2.6, 2.7, 3, 3.2, 3.3, CPython
642 SPHINX solar_theme pip   BSD~MIT sphinx theme  
643   sortedcontainers pip   Apache 2.0 Python Sorted Container Types: SortedList, SortedDict, and SortedSet 5 - Production/Stable, OSI Approved Apache Software License, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, CPython, PyPy
644   sounddevice wheel     This Python module provides bindings for the PortAudio library and a few convenience functions to play and record NumPy arrays containing audio signals.  
645 NLP spacy pip   MIT Industrial-strength NLP 5 - Production/Stable, Console, OSI Approved MIT License, MacOS/X, Windows, Linux, Cython, 2.6, 2.7, 3.3, 3.4, 3.5, 3.6
646 SPHINX sphinx pip   BSD documentation generation based on RST 5 - Production/Stable, Console, Web Environment, OSI Approved BSD License, OS Independent, Python, 2, 3
647 SPHINX sphinx-better-theme pip   LICENSE sphinx theme  
648 SPHINX sphinx-corlab-theme pip   LGPLv3+ sphinx theme 4 - Beta, OSI Approved GNU Lesser General Public License v3 or later (LGPLv3+), OS Independent, Python, 2.6, 2.7
649 SPHINX sphinx-docs-theme pip   MIT sphinx theme 4 - Beta, OSI Approved MIT License, OS Independent, Python, 2, 2.7, 3, 3.3, 3.4, 3.5
650 SPHINX sphinx-gallery pip   3-clause BSD gallery for examples 3 - Alpha, Python
651 SPHINX sphinx-rtd-theme pip   MIT sphinx theme 5 - Production/Stable, Console, Web Environment, OSI Approved MIT License, OS Independent, 2.7, 3, 3.3, 3.4, 3.5, 3.6
652 SPHINX sphinx_bootstrap_theme pip   MIT sphinx theme  
653 SPHINX sphinx_py3doc_enhanced_theme pip   BSD sphinx theme  
654 SPHINX sphinx_readable_theme pip   MIT sphinx theme  
655 SPHINX sphinx_theme_pd pip     sphinx theme  
656 SPHINX sphinxcontrib-images github   Apache 2 include images in Sphinx documentation 4 - Beta, Console, Web Environment, OSI Approved Apache Software License, OS Independent, Python, 2.7, 3.4
657 SPHINX sphinxcontrib-imagesvg pip   BSD support svg in Sphinx 4 - Beta, Console, Web Environment, OSI Approved BSD License, OS Independent, Python
658 SPHINX sphinxcontrib-jsdemo pip   BSD to demo HTML or Javascript in Sphinx documentation 4 - Beta, OSI Approved BSD License, OS Independent, Python
659 SPHINX sphinxcontrib-lunrsearch pip   MIT simple autocompletion for the sphinx documentation 3 - Alpha, Console, Web Environment, OSI Approved MIT License, OS Independent, Python, 2, 2.7, 3, 3.3, 3.4, CPython, PyPy
660 SPHINX sphinxjp.themecore pip   MIT A sphinx theme plugin extension. 4 - Beta, OSI Approved MIT License, Python
661 SPHINX sphinxjp.themes.basicstrap pip   MIT sphinx theme 4 - Beta, OSI Approved MIT License, Python, 2, 2.6, 2.7, 3, 3.3, 3.4
662 SPHINX sphinxjp.themes.gopher pip   MIT sphinx theme 4 - Beta, OSI Approved MIT License, Python, 2, 2.7, 3, 3.3, 3.4, 3.5
663 SPHINX sphinxjp.themes.htmlslide pip   MIT sphinx theme 4 - Beta, OSI Approved MIT License, Python
664   sphinxjp.themes.revealjs pip   MIT slides based on revealjs, needed to convert notebook into slides 4 - Beta, OSI Approved MIT License, Python, 2, 2.6, 2.7, 3, 3.3, 3.4
665 SPHINX sphinxjp.themes.sphinxjp pip   MIT sphinx theme 4 - Beta, OSI Approved MIT License, Python, 2, 3
666 SPHINX sphinxtrap pip   MIT sphinx theme 5 - Production/Stable, OSI Approved MIT License, OS Independent, Python, 2, 3
667 NETWORK splinter pip     browser abstraction for web acceptance testing 2, 2.6, 2.7, 3, 3.3, 3.4
668   sputnik pip   MIT Data package manager library 4 - Beta, Console, OSI Approved MIT License, MacOS/X, Windows, Linux, 2.6, 2.7, 3.3, 3.4, 3.5
669   spyder pip   MIT scientific IDE 5 - Production/Stable, OSI Approved MIT License, MacOS, Windows, Linux, 2.7, 3
670 SQL SQLAlchemy wheel   MIT License model SQL queries as objects 5 - Production/Stable, OSI Approved MIT License, OS Independent, Python, 3, CPython, Jython, PyPy
671   sqlite_bro pip   MIT GUI for SQLite  
672 SQL sqlparse pip   BSD Non-validating SQL parser 4 - Beta, OSI Approved BSD License, OS Independent, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6
673 DATA/ML statsmodels wheel   BSD License statistical modelling, depends on scipy 4 - Beta, Console, OSI Approved BSD License, OS Independent, Cython, 2.6, 2.7, 3.3, 3.4, 3.5
674   streamparse pip   Apache License 2.0 Streamparse lets you run Python code against real-time streams of data via Apache Storm.  
675   structures pip   GPL User-friendly library for creating data structures. 5 - Production/Stable, OS Independent, 3, 3.2, 3.3
676   suds-jurko pip   (specified using classifiers) Lightweight SOAP client (Jurko’s fork) 5 - Production/Stable, OSI Approved GNU Library or Lesser General Public License (LGPL), OS Independent, Python, 2, 2.4, 2.5, 2.6, 2.7, 3, 3.0, 3.1, 3.2, 3.3
677   supersmoother pip   BSD 3-clause This is an efficient implementation of Friedman’s SuperSmoother [1] algorithm in pure Python. It makes use of numpy for fast numerical computation. 4 - Beta, Console, OSI Approved BSD License, 2.7, 3.4, 3.5, 3.6
678   sympy pip   BSD SymPy is a Python library for symbolic mathematics. OSI Approved BSD License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5
679   TA_Lib wheel     This is a Python wrapper for TA-LIB based on Cython instead of SWIG.  
680   tables wheel   BSD 2-Clause PyTables is a package for managing hierarchical datasets and designed to efficiently and easily cope with extremely large amounts of data. 5 - Production/Stable, OSI Approved BSD License, Windows, Unix, Python, 2, 3
681   tabulate pip   Copyright (c) 2011-2016 Sergey Astanin Pretty-print tabular data 4 - Beta, OSI Approved MIT License, OS Independent, 2.6, 2.7, 3.2, 3.3, 3.4
682   tblib pip   BSD Traceback fiddling library. For now allows you to pickle tracebacks and raise exceptions with pickled tracebacks in different processes. This allows better error handling when running code over multiple processes (imagine multiprocessing, billiard, futures, celery etc) 5 - Production/Stable, OSI Approved BSD License, Windows, POSIX, Unix, Python, 2.7, 3, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
683 TEACH teachpyx pip     materials for teachings  
684   tempora pip     Objects and routines pertaining to date and time (tempora)  
685 DATA/ML tensorflow wheel     Deep Learning from Google  
686   testpath pip     Test utilities for code working with files and commands OSI Approved MIT License, Python, 2, 3
687   text-unidecode pip   Artistic License The most basic Text::Unidecode port 5 - Production/Stable, OSI Approved Artistic License, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, CPython, PyPy
688   textblob pip   MIT TextBlob is a Python (2 and 3) library for processing textual data. It provides a simple API for diving into common natural language processing (NLP) tasks such as part-of-speech tagging, noun phrase extraction, sentiment analysis, classification, translation, and more. OSI Approved MIT License, Python, 2.7, 3.4, 3.5, 3.6, CPython, PyPy
689 DATA/ML Theano pip   BSD deep learning, GPU 4 - Beta, OSI Approved BSD License, MacOS, Windows, POSIX, Unix, Python, 2, 2.7, 3, 3.3, 3.4
690 OPTIM thinc wheel   MIT Learn sparse linear models 5 - Production/Stable, Console, OSI Approved MIT License, MacOS/X, Windows, Linux, Cython, 2.6, 2.7, 3.3, 3.4, 3.5
691   thriftpy pip   MIT pure python implemention of Apache Thrift. 4 - Beta, OSI Approved MIT License, 2.6, 2.7, 3.3, 3.4, 3.5, CPython, PyPy
692   tifffile wheel   BSD Read and write image data from and to TIFF files. (for pims) 4 - Beta, OSI Approved BSD License, OS Independent, C, 2, 2.7, 3, 3.3, 3.4, 3.5
693 noSQL tinydb pip   MIT TinyDB is a tiny, document oriented database optimized for your happiness :) It’s written in pure Python and has no external requirements. 5 - Production/Stable, OSI Approved MIT License, OS Independent, 2.6, 2.7, 3.3, 3.4, 3.5, 3.6, PyPy
694 TEACH tkinterquickhelper pip     windows on the top of tkinter 5 - Production/Stable, OSI Approved MIT License, 2.7, 3
695   toml pip     Python Library for Tom’s Obvious, Minimal Language  
696 DATA/ML toolz pip   BSD Toolz provides a set of utility functions for iterators, functions, and dictionaries. 5 - Production/Stable, OSI Approved BSD License, Python, 2.6, 2.7, 3, 3.3, 3.4, 3.5, CPython, PyPy
697 NETWORK tornado wheel   http://www.apache.org/licenses/LICENSE-2.0 python server, IPython relies on it OSI Approved Apache Software License, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
698 VIZ toyplot pip     The kid-sized plotting toolkit for Python with grownup-sized goals. 3 - Alpha, Console, Other Environment, Web Environment, OSI Approved BSD License, 2, 3
699 ML TPOT pip   GNU/LGPLv3 Consider TPOT your Data Science Assistant. TPOT is a Python tool that automatically creates and optimizes machine learning pipelines using genetic programming. OSI Approved GNU Lesser General Public License v3 (LGPLv3), 2, 2.7, 3, 3.4, 3.5, 3.6
700 JUPYTER tqdm pip   MPLv2.0, MIT Licences A Simple Python Progress Meter (for moviepy) 5 - Production/Stable, Console, OSI Approved MIT License, OSI Approved Mozilla Public License 2.0 (MPL 2.0), MacOS/X, Windows, POSIX, BSD, FreeBSD, Linux, SunOS/Solaris, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, 3.6, IronPython, PyPy
701 DATA/ML trackpy pip   BSD - 3 clauses trackpy is a Python package for particle tracking in 2D, 3D, and higher dimensions.  
702 JUPYTER traitlets pip   BSD IPython, dependency OSI Approved BSD License, Python, 2.7, 3, 3.3, 3.4, 3.5
703   traittypes pip   BSD Custom trait types for scientific computing. OSI Approved BSD License, Python, 2.7, 3, 3.3
704   transaction pip   ZPL 2.1 Transaction management for Python. This package contains a generic transaction implementation for Python. It is mainly used by the ZODB. 6 - Mature, OSI Approved Zope Public License, Windows, Unix, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, CPython, PyPy
705 ML treeinterpreter pip   BSD Package for interpreting scikit-learn’s decision tree and random forest predictions. Allows decomposing each prediction into bias and feature contribution components OSI Approved BSD License, Python
706   triangle wheel     Python Triangle is a python wrapper around Jonathan Richard Shewchuk’s two-dimensional quality mesh generator and delaunay triangulator library.  
707   trollius pip   Apache License 2.0 Port of the Tulip project (asyncio module, PEP 3156) OSI Approved Apache Software License, Python, 3
708 TEACH tutormagic pip   MIT brings PythonTutor in a notebok OSI Approved MIT License, 2, 2.7, 3, 3.3, 3.4, 3.5
709   tweepy pip   MIT Python wrapper for the twitter API 4 - Beta, OSI Approved MIT License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.3, 3.4
710   twisted pip   MIT An asynchronous networking framework written in Python 2.7, 3, 3.3, 3.4, 3.5
711   typecheck-decorator pip   BSD License verifies decorators at running time 5 - Production/Stable, OSI Approved BSD License, 3, 3.3, 3.4, 3.5
712   typepy pip     A python library for variable type checker/validator/converter at run time.  
713   tzlocal pip   CC0 1.0 Universal tzinfo object for the local timezone 5 - Production/Stable, OSI Approved MIT License, MacOS/X, Windows, Unix, 2.6, 2.7, 3, 3.3, 3.4, 3.5, 3.6
714   ujson wheel   BSD License Ultra fast JSON encoder and decoder for Python 5 - Production/Stable, OSI Approved BSD License, C, 2.4, 2.5, 2.6, 2.7, 3, 3.2
715   unidecode pip   GPL ASCII transliterations of Unicode text OSI Approved GNU General Public License v2 or later (GPLv2+), Python, 2, 3
716   untangle pip   MIT Converts XML to Python objects 5 - Production/Stable, OSI Approved MIT License, Python, 2.6, 2.7, 3.3, 3.4, 3.5, 3.6
717   update_checker pip     A python module that will check for package updates.  
718   uritemplate pip   BSD 3-Clause License or Apache License, Version 2.0 URI templates 5 - Production/Stable, OSI Approved, OSI Approved Apache Software License, OSI Approved BSD License, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, CPython
719   urllib3 pip   MIT urllib2 extension Web Environment, OSI Approved MIT License, OS Independent, Python, 2, 3
720   user-agent pip   MIT A library to identify devices (phones, tablets) and their capabilities by parsing (browser/HTTP) user agent strings OSI Approved MIT License, OS Independent, Python, 2.7, 3.3, 3.4, 3.5, 3.6, CPython
721   validate_email pip     Validate_email verify if an email address is valid and really exists.  
722 VIZ vega pip   BSD 3-clause Python/Jupyter notebook module for Vega, and Vega-Lite, Polestar, and Voyager. Notebooks with embedded visualizations can be viewed on github and nbviewer. 4 - Beta, Console, OSI Approved BSD License, 2.7, 3.4, 3.5
723   Versio pip   license.txt localshop dependency, manages versions 5 - Production/Stable, OSI Approved MIT License, OS Independent, Python
724   version-information pip   BSD Version information  
725 VIDEO VideoCapture wheel   BSD A Win32 Python Extension for Accessing Video Devices  
726 VIZ vincent pip   MIT License plotting 4 - Beta, OSI Approved MIT License, 2.7, 3.2, 3.3
727   vine pip   BSD Promises, promises, promises 5 - Production/Stable, OSI Approved BSD License, OS Independent, Python, 2, 2.7, 3, 3.4
728   virtualenv pip   MIT creatre virtual environments 5 - Production/Stable, OSI Approved MIT License, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5
729   viscm pip   MIT tool for analyzing colormaps and creating new colormaps. 3 - Alpha, OSI Approved MIT License, 2, 3
730   vispy pip   (new) BSD Vispy is a high-performance interactive 2D/3D data visualization library. 3 - Alpha, OSI Approved BSD License, MacOS/X, Windows, POSIX, Python, 2.6, 2.7, 3.3, 3.4
731 PROFILING vprof pip   BSD vprof is a Python package providing rich and interactive visualizations for various Python program characteristics such as running time and memory usage. 3 - Alpha, Web Environment, Python, 2, 2.7, 3, 3.5
732   w3lib pip   BSD Library of web-related functions 5 - Production/Stable, OSI Approved BSD License, OS Independent, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
733 JUPYTER wcwidth pip   MIT Measures number of Terminal column cells of wide-character codes 3 - Alpha, Console, OSI Approved MIT License, POSIX, 2.7, 3.4, 3.5
734   webencodings pip   BSD Character encoding aliases for legacy web content 4 - Beta, OSI Approved BSD License, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
735   weblib pip   MIT Set of tools for web scraping projects (for grab) OSI Approved MIT License, Python, 2.7, 3.4, 3.5, 3.6, CPython
736   werkzeug pip   BSD The Swiss Army knife of Python web development 5 - Production/Stable, Web Environment, OSI Approved BSD License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5
737   wget pip   Public Domain pure python download utility Console, Public Domain, OS Independent, 2, 3
738   wheel pip   MIT handle wheels 4 - Beta, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4
739   whoosh pip   Two-clause BSD license search engine in Python 5 - Production/Stable, OSI Approved BSD License, OS Independent, 2.5, 3
740 JUPYTER widgetsnbextension pip   BSD Interactive HTML widgets for Jupyter notebooks. OSI Approved BSD License, Python, 2.7, 3, 3.3
741   wikipedia pip     Wikipedia API for Python  
742 SPHINX wild_sphinx_theme pip   BSD sphinx theme  
743   win_unicode_console pip        
744   wincertstore pip   PSFL Python module to extract CA and CRL certs from Windows” cert store (ctypes based). 4 - Beta, OSI Approved Python Software Foundation License, Windows, Python, 2, 2.3, 2.4, 2.5, 2.6, 2.7, 3, 3.1, 3.2, 3.3, 3.4
745   winrandom wheel   Public domain This module gives direct access to Windows Cryptographic API CryptGetRandom() function, which is cryptographically strong pseudo-random number generator (PRNG) on Windows: Classifier: 5 - Production/Stable, Classifier: Python, Public Domain, Windows, C
746 WINDOWS winshell pip   http://www.opensource.org/licenses/mit-license.php Windows shell functions  
747 VIZ wordcloud wheel   MIT A little word cloud generator in Python.  
748   wptools pip   MIT Wikipedia tools (for Humans) 3 - Alpha, OSI Approved MIT License, OS Independent, Python, 2.7, 3
749   wrapt wheel   BSD A Python module for decorators, wrappers and monkey patching. 5 - Production/Stable, OSI Approved BSD License, 2.6, 2.7, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
750 DATA/ML xarray pip   Apache pandas like library for cubes (N-dimensional data) 4 - Beta, OSI Approved Apache Software License, OS Independent, Python, 2, 2.7, 3, 3.4, 3.5, 3.6
751 DATA/ML xgboost wheel   Apache-2 Parallelized Stochastic Gradient Descent (only available on Python 3 and x64)  
752   xlrd pip   BSD reads Excel files 5 - Production/Stable, OSI Approved BSD License, OS Independent, Python, 2, 3
753   XlsxWriter pip   BSD writes Excel files 5 - Production/Stable, OSI Approved BSD License, Python, 2.5, 2.6, 2.7, 3.1, 3.2, 3.3, 3.4, 3.5
754 WINDOWS xlwings pip     reads/writes Excel files  
755   xlwt pip   BSD writes Excel files 5 - Production/Stable, OSI Approved BSD License, OS Independent, Python, 2, 2.6, 2.7, 3, 3.3, 3.4, 3.5
756   xmltodict pip   MIT Makes working with XML feel like you are working with JSON OSI Approved MIT License, OS Independent, Python, 2, 2.5, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, 3.6, Jython, PyPy
757   xxhash wheel   BSD xxHash is an Extremely fast Hash algorithm, running at RAM speed limits. 5 - Production/Stable, OSI Approved BSD License, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
758   yapf pip   Apache License, Version 2.0 Code formatter 4 - Beta, Console, OSI Approved Apache Software License, OS Independent, Python, 2, 2.7, 3, 3.4, 3.5
759   zarr pip   MIT A minimal implementation of chunked, compressed, N-dimensional arrays for Python. 4 - Beta, OSI Approved MIT License, Unix, Python, 2, 2.7, 3, 3.4, 3.5
760   zc.lockfile pip   ZPL 2.1 Basic inter-process locks 5 - Production/Stable, OSI Approved Zope Public License, Windows, POSIX, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, CPython, PyPy
761   ZConfig pip   ZPL 2.1 Structured Configuration Library 5 - Production/Stable, OSI Approved Zope Public License, OS Independent, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
762   zdaemon pip   ZPL 2.1 Daemon process control library and tools for Unix-based systems OSI Approved Zope Public License, POSIX, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, CPython, PyPy
763   ZEO pip   ZPL 2.1 ZEO provides a client-server storage implementation for ZODB. OSI Approved Zope Public License, Windows, Unix, 2, 2.7, 3, 3.4, 3.5, CPython, PyPy
764 SPHINX zerovm-sphinx-theme pip   Apache License 2.0 sphinx theme  
765   zict pip   BSD The dictionary / mutable mapping interface is powerful and multi-faceted.  
766   zipline pip   Apache 2.0 A backtester for financial algorithms. 4 - Beta, OSI Approved Apache Software License, OS Independent, Python, 2.7, 3.4
767   ZODB pip   ZPL 2.1 The Zope Object Database provides an object-oriented database for Python that provides a high-degree of transparency. OSI Approved Zope Public License, Windows, Unix, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, CPython, PyPy
768   ZODB3 pip   ZPL 2.1 ZODB3 - Meta release for ZODB, persistent, BTrees and ZEO OSI Approved Zope Public License, Windows, Unix, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, CPython
769   zodbpickle wheel   PSFL 2 and ZPL 2.1 This package presents a uniform pickling interface for ZODB. 4 - Beta, OSI Approved Python Software Foundation License, OSI Approved Zope Public License, MacOS/X, Windows, Unix, Python, 2, 2.6, 2.7, 3, 3.2, 3.3, 3.4, CPython, PyPy
770   zope.exceptions pip   ZPL 2.1 Zope exception 5 - Production/Stable, Web Environment, OSI Approved Zope Public License, OS Independent, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, CPython, PyPy
771   zope.interface wheel   ZPL 2.1 interfaces for python 5 - Production/Stable, OSI Approved Zope Public License, OS Independent, Python, 2, 2.7, 3, 3.3, 3.4, 3.5, 3.6, CPython, PyPy
772   zs wheel   BSD S is a compressed, read-only file format for efficiently distributing, querying, and archiving arbitrarily large record-oriented datasets.  

Footnotes

[1]Cette distribution est construite grâce à la fonction win_python_setup du module pymyinstall. La construction du setup prend quelques heures et inclut les modules listés répertoriés par Liste exhaustive de modules Python.