Repository: mahmoud/awesome-python-applications
Branch: master
Commit: f3ab451a3b7c
Files: 19
Total size: 3.2 MB

Directory structure:
gitextract_okiftq9i/

├── .github/
│   ├── ISSUE_TEMPLATE.md
│   ├── PULL_REQUEST_TEMPLATE.md
│   └── workflows/
│       └── workflow.yml
├── .gitignore
├── BY_PLATFORM.md
├── CHANGELOG.md
├── CONTRIBUTING.md
├── README.md
├── TODO.md
├── archive.yaml
├── atom.xml
├── notebooks/
│   ├── apa_basic_breakdowns.ipynb
│   └── apatite_export_20191002.csv
├── projects.yaml
├── revisit.yaml
└── templates/
    ├── BY_PLATFORM.tmpl.md
    ├── CHANGELOG.tmpl.md
    ├── README.tmpl.md
    └── atom.xml

================================================
FILE CONTENTS
================================================

================================================
FILE: .github/ISSUE_TEMPLATE.md
================================================
<!--

Thanks for considering contributing to Awesome Python Applications! If
you're not suggesting adding a project, you can stop reading
now and delete the remainder of this template

---

(Please title your issue `"Add project: <project name>"`)

-->

## Basic info

**Application name**:
**Application repo link**:
**Application home link**:
**Application description**:

## Qualifications

There are a ton of great Python projects out there, but what makes an
application "Awesome™"? Please check that all of the following criteria apply:

- [ ] Free software with an online source repository.
- [ ] Using Python for a considerable part of their functionality.
- [ ] Well-known, or at least prominently used in an identifiable niche.
- [ ] Maintained or otherwise demonstrably still functional on relevant platforms.
- [ ] An application, not a library or framework.

Note that installability via pip/PyPI and a developer-audience focus
may warrant a higher standard for inclusion, in keeping with the
spirit of the list:
http://sedimental.org/awesome_python_applications.html

## Additional notability info

<!-- Prominent uses or users, or promotional material, ideally written for an audience not familiar with that project's particular technologies) -->

---

<!--

## One more thing

Since you've made it this far, why not consider filing [a PR](https://github.com/mahmoud/awesome-python-applications/pulls)?

If your suggestion is a GitHub project, it's as easy as adding 2-3
lines to the `projects.yaml` file. There are comments and plenty of
examples in the file. Here's [an edit link](https://github.com/mahmoud/awesome-python-applications/edit/master/projects.yaml).

No pressure or anything, feel free to smack that submit button, too! Thanks again!

-->


================================================
FILE: .github/PULL_REQUEST_TEMPLATE.md
================================================
<!--

Thanks for considering contributing to Awesome Python Applications! If
you're not suggesting adding a project, you can stop reading
now and delete the remainder of this template

---

(Please title your PR `"Add project: <project name>"`)

-->


## Basic info

**Application name**:
**Application repo link**:
**Application home link**:
**Application description**:

## Qualifications

There are a ton of great Python projects out there, but what makes an
application "Awesome™"? Please check that all of the following criteria apply:

- [ ] Free software with an online source repository.
- [ ] Using Python for a considerable part of their functionality.
- [ ] Well-known, or at least prominently used in an identifiable niche.
- [ ] Maintained or otherwise demonstrably still functional on relevant platforms.
- [ ] An application, not a library or framework.

Note that installability via pip/PyPI and a developer-audience focus
may warrant a higher standard for inclusion, in keeping with the
spirit of the list:
http://sedimental.org/awesome_python_applications.html

## Additional notability info

<!-- Prominent uses or users, or promotional material, ideally written for an audience not familiar with that project's particular technologies) -->


================================================
FILE: .github/workflows/workflow.yml
================================================
on:
  schedule:
    - cron: "00 9 * * *"
  push:
name: Link Checker
jobs:
  linkchecker:
    name: linkchecker
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@master
      - name: linkchecker
        uses: cam-barts/linkchecker-action@master
        env:
          include_files: "README.md"
      - name: Upload exclusion list as an artifact
        uses: actions/upload-artifact@v4
        if: always()
        with:
          name: exclude_links.json
          path: exclude_links.json


================================================
FILE: .gitignore
================================================
.ipynb_checkpoints
*/.ipynb_checkpoints/*

docs/_build
tmp.py
htmlcov/

*.py[cod]

# emacs
*~
._*
.\#*
\#*\#

# C extensions
*.so

# Packages
*.egg
*.egg-info
dist
build
eggs
parts
bin
var
sdist
develop-eggs
.installed.cfg
lib
lib64

# Installer logs
pip-log.txt

# Unit test / coverage reports
.coverage
.tox
nosetests.xml

# Translations
*.mo

# Mr Developer
.mr.developer.cfg
.project
.pydevproject

# Vim
*.sw[op]

.cache/


================================================
FILE: BY_PLATFORM.md
================================================
# Awesome Python Applications - By Platform

The same Awesome Python Applications you know and love, but arranged
by *platform*. This list is for the app-happy reader looking to install
everything their operating system supports.

But what can the rest of us learn from organizing Python by platform?

In practice, Python's history of building on the features of C has led
to a wide range of deployment targets, from desktop operating systems,
console interfaces, and even mobile platforms. Python's user and
developer ecosystem is far from uniform, but by using the same
language, we can more readily share packaging techniques and other
platform-specific knowledge.

**Status note**: This dimension of the data is still under
development. While the *Desktop* data is relatively complete, we're
still on the lookout for more mobile and browser applications. Server
platform targeting is still mostly general at the moment, needs more
segmentation by distribution (i.e., Docker, etc.)

<!-- NOTE: This file is automatically generated, see projects.yaml -->

**Contents**

1. <a href="#tag-desktop">Desktop</a> *(260)*
    1. <a href="#tag-desktop.linux">Linux</a> *(240)*
    1. <a href="#tag-desktop.windows">Windows</a> *(151)*
    1. <a href="#tag-desktop.mac">Mac</a> *(152)*
    1. <a href="#tag-desktop.console">Console</a> *(22)*
1. <a href="#tag-mobile">Mobile</a> *(1)*
    1. <a href="#tag-mobile.android">Android</a> *(1)*
1. <a href="#tag-browser">Browser</a> *(0)*
1. <a href="#tag-server">Server</a> *(195)*
    1. <a href="#tag-server.docker">Docker</a> *(8)*
    1. <a href="#tag-server.flatpak">Flatpak</a> *(1)*
    1. <a href="#tag-server.appimage">Appimage</a> *(1)*
    1. <a href="#tag-server-other">Other Server projects</a> *(185)*

<!-- ANOTHER NOTE: This file is automatically generated, see projects.yaml -->

## <a id="tag-desktop" href="#tag-desktop">Desktop</a>


### <a id="tag-desktop.linux" href="#tag-desktop.linux">Linux</a>

  1. **Aim** - ([Repo](https://github.com/aimhubio/aim), [Home](https://aimstack.io/), [Blog](https://aimstack.io/blog)) Aim is a self-hostable machine learning experiment tracker designed to handle 10,000s of training runs. `(ai, server, fastapi)`
  1. **Airflow** - ([Repo](https://github.com/apache/airflow), [Docs](https://airflow.apache.org/)) A platform to programmatically author, schedule and monitor workflows. `(ops, server, corp, flask)`
  1. **Algojammer** - ([Repo](https://github.com/ChrisKnott/Algojammer), [Demo](https://www.youtube.com/watch?v=9XPE4uT0AdE)) An experimental, proof-of-concept IDE to assist with algorithm-writing in a competition setting. `(editor, windows, mac, tk)`
  1. **Anki** - ([Repo](https://github.com/dae/anki), [Home](https://apps.ankiweb.net/), [Docs](https://apps.ankiweb.net/docs/manual.html)) Powerful desktop application for flash cards and memorization. `(education, windows, mac, qt5)`
  1. **Ansible** - ([Repo](https://github.com/ansible/ansible), [Home](https://www.ansible.com/), [Docs](https://docs.ansible.com/ansible)) Agentless, playbook-based automation. `(ops, mac, corp)`
  1. **AnuGA** - ([Repo](https://github.com/GeoscienceAustralia/anuga_core)) Advanced simulation of the shallow water equation, for modeling tsunamis, dam breaks, and floods. `(science, windows)`
  1. **ArchiveBox** - ([Repo](https://github.com/pirate/ArchiveBox), [Home](https://archivebox.io/), [Docs](https://github.com/pirate/ArchiveBox/wiki)) Self-hosted web archive, for creating local, browsable backups of content from the web. Imports HTML, JS, PDFs, video, subtitles, git repositories, and more, from Pocket, Pinboard, browser history, etc. `(internet, organization, windows, docker)`
  1. **Artisan** - ([Repo](https://github.com/artisan-roaster-scope/artisan), [Home](https://artisan-scope.org/), [Docs](https://artisan-scope.org/docs/quick-start-guide)) Desktop visual scope for coffee roasters, which helps coffee roasters record, analyze, and control roast profiles. `(science, windows, mac)`
  1. **ASCEND** - ([Repo](http://code.ascend4.org/ascend/trunk), [Home](http://ascend4.org/Main_Page), [WP](https://en.wikipedia.org/wiki/ASCEND)) Mathematical chemical process modelling system developed at Carnegie Mellon University since late 1978. `(science, windows, mac, gtk)`
  1. **asciinema** - ([Repo](https://github.com/asciinema/asciinema), [Home](https://asciinema.org/)) Terminal session recorder and replayer. `(dev, mac)`
  1. **Autokey** - ([Repo](https://github.com/autokey/autokey), [WP](https://en.wikipedia.org/wiki/AutoKey), [PyPI](https://pypi.org/project/autokey)) Desktop automation utility for Linux and X11. `(productivity, gtk, qt)`
  1. **B2** - ([Repo](https://github.com/Backblaze/B2_Command_Line_Tool), [PyPI](https://pypi.python.org/pypi/b2)) Command-line tool that gives easy access to all of the capabilities of Backblaze's [B2 Cloud Storage](https://www.backblaze.com/b2/cloud-storage.html). `(storage, windows, mac, corp)`
  1. **Barman** - ([Repo](https://github.com/2ndquadrant-it/barman)) Remote backup and disaster recovery for PostgreSQL. `(storage)`
  1. **beancount** - ([Repo](https://bitbucket.org/blais/beancount), [Home](http://furius.ca/beancount), [gh](https://github.com/beancount/beancount), [PyPI](https://pypi.org/project/beancount), [Docs](https://docs.google.com/document/d/1RaondTJCS_IUPBHFNdT8oqFKJjVJDsfsn6JEjBG04eA/edit)) A double-entry bookkeeping language to define financial transaction records in plain text, then generate a variety of reports, via CLI and web interface. (See also, [Plain Text Accounting](https://plaintextaccounting.org/)). `(organization, windows, mac)`
  1. **Beets** - ([Repo](https://github.com/beetbox/beets), [Home](http://beets.io/), [PyPI](https://pypi.org/project/beets)) Feature-rich command-line music library manager with web UI, duplicate detection, transcoding, and tagging support, integrating with MusicBrainz, Discogs, and more. `(audio, windows, mac)`
  1. **bitbake** - ([Repo](https://github.com/openembedded/bitbake), [WP](https://en.wikipedia.org/wiki/BitBake), [Docs](https://www.yoctoproject.org/docs/current/bitbake-user-manual/bitbake-user-manual.html)) Generic task execution engine that allows shell and Python tasks to be run efficiently and in parallel while working within complex inter-task dependency constraints. `(build)`
  1. **Bitmessage** - ([Repo](https://github.com/Bitmessage/PyBitmessage), [Docs](https://bitmessage.org/wiki/Main_Page)) Reference client for Bitmessage, a peer-to-peer encrypted decentralised communication protocol. `(communication, windows, mac, kivy, qt4, tui)`
  1. **Bleachbit** - ([Repo](https://github.com/bleachbit/bleachbit), [Home](https://www.bleachbit.org/)) System cleaner designed to free disk space and maintain privacy. `(productivity, windows, gtk)`
  1. **BorgBackup** - ([Repo](https://github.com/borgbackup/borg), [Home](https://www.borgbackup.org/)) Deduplicating backup system with optional encryption and other features. `(productivity)`
  1. **Buildout** - ([Repo](https://github.com/buildout/buildout), [WP](https://en.wikipedia.org/wiki/Buildout), [Docs](http://docs.buildout.org/)) Extensible deployment automation tool designed for application-centric assembly and deployment, as well as repeatable Python software builds. `(build, windows, mac)`
  1. **buku** - ([Repo](https://github.com/jarun/buku), [Fund](https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=RMLTQ76JSXJ4Q), [Docs](https://github.com/jarun/buku/wiki)) Browser-independent bookmark manager with CLI and web server frontends, with integrations for browsers, cloud-based bookmark managers, and emacs. `(internet, organization, windows, mac, server)`
  1. **Bup** - ([Repo](https://github.com/Bup/Bup), [Home](https://bup.github.io/)) Efficient backup system based on the git packfile format, providing fast incremental saves and global deduplication. `(productivity, mac)`
  1. **BYOB (Build Your Own Botnet)** - ([Repo](https://github.com/malwaredllc/byob)) Client-server framework (RAT and C2 server) for security researchers to build and operate basic botnets. `(security, windows, mac)`
  1. **Cactus** - ([Repo](https://github.com/eudicots/Cactus), [PyPI](https://pypi.org/project/cactus)) Static website generator using Django templates. `(static_site, windows, mac)`
  1. **Calibre** - ([Repo](https://github.com/kovidgoyal/calibre), [Home](https://calibre-ebook.com/), [WP](https://en.wikipedia.org/wiki/Calibre_%28software%29), [Fund](https://www.patreon.com/kovidgoyal)) E-book manager designed for viewing, converting, editing, and cataloging e-books in all major formats. `(organization, windows, mac, qt5)`
  1. **Calibre-Web** - ([Repo](https://github.com/janeczku/calibre-web)) Web application providing a clean interface for browsing, reading, and downloading ebooks using an existing [Calibre](https://calibre-ebook.com/) database. `(organization)`
  1. **Canto** - ([Repo](https://github.com/themoken/canto-next), [WP](https://en.wikipedia.org/wiki/Canto_%28news_aggregator%29)) RSS daemon and [curses-based client](https://github.com/themoken/canto-curses). `(internet, tui)`
  1. **Cataclysm: Dark Days Ahead (Launcher)** - ([Repo](https://github.com/remyroy/CDDA-Game-Launcher), [Home](https://cataclysmdda.org/)) Launcher for popular FOSS game [CDDA](https://cataclysmdda.org/), which supports automatic updates and mod management. `(games, windows, mac)`
  1. **CellProfiler** - ([Repo](https://github.com/CellProfiler/CellProfiler), [Home](http://cellprofiler.org/), [Manual](https://cellprofiler.org/cpa), [Docs](https://github.com/CellProfiler/CellProfiler/wiki)) Interactive data exploration, analysis, and classification of biological image sets. `(science, windows, mac)`
  1. **cellxgene** - ([Repo](https://github.com/chanzuckerberg/cellxgene), [Home](https://chanzuckerberg.github.io/cellxgene)) Web-based interactive explorer for single-cell transcriptomics data. `(science, windows, mac, fnd)`
  1. **CherryTree** - ([Repo](https://github.com/giuspen/cherrytree), [Home](https://www.giuspen.com/cherrytree)) Hierarchical wiki-like personal notepad, featuring rich text and syntax highlighting. `(organization, windows, gtk)`
  1. **Chert** - ([Repo](https://github.com/mahmoud/chert), [PyPI](https://pypi.org/project/chert)) Static site generator with built-in support for listicles, created by this humble author, used to power [calver.org](https://calver.org), [0ver.org](https://0ver.org), and [sedimental.org](https://sedimental.org/), the author's blog. Mostly here as an easter egg :) `(static_site, windows, mac)`
  1. **Cobbler** - ([Repo](https://github.com/Cobbler/Cobbler), [Home](https://cobbler.github.io/), [WP](https://en.wikipedia.org/wiki/Cobbler_%28software%29)) Linux installation server that allows for rapid setup of network installation environments. `(ops, server)`
  1. **Conan** - ([Repo](https://github.com/conan-io/conan), [Home](https://conan.io/), [Docs](https://docs.conan.io/en/latest)) Decentralized package manager for binary package management, targeted at C/C++ developers. `(pkg_mgr, windows, mac)`
  1. **Conda** - ([Repo](https://github.com/conda/conda), [Home](https://conda.io/), [WP](https://en.wikipedia.org/wiki/Conda_%28package_manager%29)) OS-agnostic, system-level binary package manager and ecosystem, with a focus on Python and high-performance scientific computing. `(pkg_mgr, windows, mac, corp)`
  1. **CouchPotato** - ([Repo](https://github.com/CouchPotato/CouchPotatoServer), [Home](http://couchpota.to/)) Personal video recorder focused on movies, with support for usenet and torrents. `(organization, windows, mac)`
  1. **Cura** - ([Repo](https://github.com/Ultimaker/Cura), [Home](https://ultimaker.com/software/ultimaker-cura), [WP](https://en.wikipedia.org/wiki/Cura_%28software%29), [Docs](https://ultimaker.com/en/resources/manuals/software)) Popular desktop software for preparation and control of 3D printing, integrated with CAD workflows. `(graphics, windows, mac, corp, hardware)`
  1. **Cython** - ([Repo](https://github.com/cython/cython), [Home](https://cython.org/), [PyPI](https://pypi.org/project/cython), [Docs](http://docs.cython.org/)) Language and compiler designed for high-performance Python and C interoperability. `(dev, windows, mac)`
  1. **dak** - ([Repo](https://salsa.debian.org/ftp-team/dak)) Collection of programs used to maintain the Debian project's email archives. `(communication)`
  1. **Deluge** - ([Repo](https://github.com/deluge-torrent/deluge), [Home](https://deluge-torrent.org/), [WP](https://en.wikipedia.org/wiki/Deluge_%28software%29), [Fund](https://www.patreon.com/deluge_cas)) Popular, lightweight, cross-platform BitTorrent client. `(internet, windows, mac, server, gtk)`
  1. **detect-secrets** - ([Repo](https://github.com/Yelp/detect-secrets)) An enterprise-friendly CLI for auditing, detecting, and preventing secrets in code. `(security, dev, windows, mac)`
  1. **dnf** - ([Repo](https://github.com/rpm-software-management/dnf), [WP](https://en.wikipedia.org/wiki/DNF_%28software%29), [Docs](https://dnf.readthedocs.io/en/latest)) Dandified YUM (DNF) is the successor to `yum` and works everywhere yum worked. `(pkg_mgr, corp)`
  1. **doc2dash** - ([Repo](https://github.com/hynek/doc2dash), [Home](https://doc2dash.readthedocs.io/), [PyPI](https://pypi.org/project/doc2dash)) Extensible CLI-based [Documentation Set](https://developer.apple.com/library/archive/documentation/DeveloperTools/Conceptual/Documentation_Sets/010-Overview_of_Documentation_Sets/docset_overview.html#//apple_ref/doc/uid/TP40005266-CH13-SW6) generator intended for use with [Dash.app](https://kapeli.com/dash/) and [other](https://velocity.silverlakesoftware.com/) [compatible](https://github.com/dash-docs-el/helm-dash) [API browsers](https://zealdocs.org/). `(docs, mac)`
  1. **Docker Compose** - ([Repo](https://github.com/docker/compose), [Docs](https://docs.docker.com/compose)) Docker Compose is a tool for defining and running multi-container Docker applications. `(dev, windows, mac, corp)`
  1. **doit** - ([Repo](https://github.com/pydoit/doit), [Home](https://pydoit.org/), [Fund](https://opencollective.com/doit), [Docs](https://pydoit.org/contents.html)) Command-line task management and automation tool, with directives written in Python. `(build, windows, mac)`
  1. **doitlive** - ([Repo](https://github.com/sloria/doitlive), [PyPI](https://pypi.org/project/doitlive), [Docs](https://doitlive.readthedocs.io/)) Tool for live presentations in the terminal. `(dev, mac)`
  1. **dupeGuru** - ([Repo](https://github.com/arsenetar/dupeguru), [Home](https://dupeguru.voltaicideas.net/), [Docs](https://dupeguru.voltaicideas.net/help/en)) Cross-platform GUI tool to find duplicate files. `(organization, windows, mac)`
  1. **Duplicity** - ([Repo](https://gitlab.com/duplicity/duplicity), [Home](https://duplicity.us/), [Docs](https://duplicity.us/docs.html)) Encrypted bandwidth-efficient backup tool, using the rsync algorithm. `(productivity, storage)`
  1. **dvc (Data Version Control)** - ([Repo](https://github.com/iterative/dvc), [Home](https://dvc.org/), [Docs](https://dvc.org/doc)) Command-line tool for version control over data used in machine learning projects. Aims to replace Excel and other tools used to track and deploy model versions. `(ai, organization, scm, windows, mac)`
  1. **Ergonomica** - ([Repo](https://github.com/ergonomica/ergonomica), [Docs](http://ergonomica.readthedocs.io/)) Cross-platform shell language based on [S-expressions](https://en.wikipedia.org/wiki/S-expression) combined with traditional shell features. `(shell, windows, mac)`
  1. **Eric IDE** - ([Repo](http://die-offenbachs.homelinux.org:48888/hg/eric), [Home](https://eric-ide.python-projects.org/)) Python editor and IDE, based on Qt, integrating Scintilla editor control. `(editor, windows, mac, qt5)`
  1. **Exaile** - ([Repo](https://github.com/exaile/exaile), [WP](https://en.wikipedia.org/wiki/Exaile)) Cross-platform audio player, tag editor, and library organizer. `(audio, windows, mac, gtk)`
  1. **Excalibur** - ([Repo](https://github.com/camelot-dev/excalibur)) Web interface to extract tabular data from PDFs. `(productivity, windows)`
  1. **fail2ban** - ([Repo](https://github.com/fail2ban/fail2ban), [Home](https://www.fail2ban.org/wiki/index.php/Main_Page), [WP](https://en.wikipedia.org/wiki/Fail2ban)) Daemon to ban hosts that cause multiple authentication errors on Linux servers. `(ops, server)`
  1. **fava** - ([Repo](https://github.com/beancount/fava), [Demo](https://fava.pythonanywhere.com/huge-example-file/income_statement), [Docs](https://beancount.github.io/fava)) Web interface for the double-entry bookkeeping software [Beancount](http://furius.ca/beancount/) with a focus on features and usability. `(organization, windows, mac)`
  1. **Flowblade** - ([Repo](https://github.com/jliljebl/flowblade), [WP](https://en.wikipedia.org/wiki/Flowblade)) Multitrack, non-linear video editing software for Linux. `(video, gtk)`
  1. **FreeCAD** - ([Repo](https://github.com/FreeCAD/FreeCAD), [WP](https://en.wikipedia.org/wiki/FreeCAD)) General-purpose parametric 3D CAD modeler and a building information modeling (BIM) software with finite-element-method (FEM) support. `(graphics, windows, mac, cpp, qt)`
  1. **Frepple** - ([Repo](https://github.com/frePPLe/frepple), [Home](https://frepple.com/), [Docs](https://frepple.org/docs/current)) Web-based supply chain planning for production planning and scheduling. `(erp, server)`
  1. **Frescobaldi** - ([Repo](https://github.com/wbsoft/frescobaldi), [WP](https://en.wikipedia.org/wiki/Frescobaldi_%28software%29)) An editor for [LilyPond](https://en.wikipedia.org/wiki/LilyPond) music files. `(audio, windows, mac, qt)`
  1. **Frets on Fire X** - ([Repo](https://github.com/fofix/fofix)) Highly customizable rhythm game supporting many modes of guitar, bass, drum, and vocal gameplay for up to four players. `(games, windows, pygame)`
  1. **Friture** - ([Repo](https://github.com/tlecomte/friture), [Home](http://friture.org/)) Visualizes and analyzes live audio data in real-time, including scope, spectrum analyzer, rolling 2D spectrogram, and more. `(audio, windows, mac, qt5)`
  1. **Gajim** - ([Repo](https://dev.gajim.org/gajim/gajim), [WP](https://en.wikipedia.org/wiki/Gajim)) Lightweight, cross-platform instant messaging client for the XMPP protocol. `(communication, windows, mac, gtk)`
  1. **Ganeti** - ([Repo](https://github.com/ganeti/ganeti)) Virtual machine cluster management tool built on existing virtualization technologies such as [Xen](https://en.wikipedia.org/wiki/Xen) and [KVM](https://en.wikipedia.org/wiki/Kernel-based_Virtual_Machine). `(ops, server, haskell)`
  1. **Gaphor** - ([Repo](https://github.com/gaphor/gaphor), [Docs](https://gaphor.readthedocs.io/en/latest)) Simple [UML](https://en.wikipedia.org/wiki/Unified_Modeling_Language) modeling tool designed for beginners. `(graphics, docs, windows, mac, flatpak, gtk)`
  1. **gdbgui** - ([Repo](https://github.com/cs01/gdbgui), [Home](https://gdbgui.com/), [PyPI](https://pypi.org/project/gdbgui)) Browser-based frontend for [gdb](https://en.wikipedia.org/wiki/GNU_Debugger). `(dev, windows, mac)`
  1. **Gedit** - ([Repo](https://gitlab.gnome.org/GNOME/gedit), [WP](https://en.wikipedia.org/wiki/Gedit)) The default GNOME text editor makes extensive use of Python, in addition to C. `(editor, c, gtk)`
  1. **Git Cola** - ([Repo](https://github.com/git-cola/git-cola), [Home](https://git-cola.github.io/)) Featureful cross-platform GUI wrapper for `git`. `(scm, windows, mac, qt4, qt5)`
  1. **Gitless** - ([Repo](https://github.com/sdg-mit/gitless), [Home](https://gitless.com/), [PyPI](https://pypi.org/project/gitless), [Docs](https://gitless.com/#documentation)) Simple version control system built on top of Git. `(scm, windows, mac)`
  1. **Glances** - ([Repo](https://github.com/nicolargo/glances), [Home](https://nicolargo.github.io/glances), [Docs](https://glances.readthedocs.io/en/stable)) A cross-platform top/htop alternative, providing an overview of system resources. `(productivity, ops, windows, mac, server)`
  1. **gmvault** - ([Repo](https://github.com/gaubert/gmvault), [Home](http://gmvault.org/)) Tool for backing up gmail accounts. `(productivity, windows, mac, qt5)`
  1. **GNS3 GUI** - ([Repo](https://github.com/GNS3/gns3-gui), [Home](https://www.gns3.com/), [PyPI](https://pypi.org/project/gns3-gui), [Docs](https://docs.gns3.com/)) Graphical Network Simulator used to emulate, configure, test and troubleshoot virtual and real networks. (Backed by server component [here](https://github.com/GNS3/gns3-server).) `(dev, windows, mac)`
  1. **GNU Bazaar** - ([Repo](https://code.launchpad.net/bzr), [Home](http://bazaar.canonical.com/en), [WP](https://en.wikipedia.org/wiki/GNU_Bazaar), [Docs](http://doc.bazaar.canonical.com/en)) Distributed and client-server revision control system. `(scm, windows, mac)`
  1. **GNU Radio** - ([Repo](https://github.com/gnuradio/gnuradio), [Home](https://www.gnuradio.org/), [WP](https://en.wikipedia.org/wiki/GNU_Radio)) Software development toolkit that provides signal processing blocks to implement software-defined radios and signal-processing systems. `(audio, windows, mac, cpp, qt)`
  1. **GNU Solfege** - ([Repo](http://git.savannah.gnu.org/cgit/solfege.git), [WP](https://en.wikipedia.org/wiki/GNU_Solfege)) An ear-training program intended to help musicians improve their skills. `(audio, windows, mac, gtk)`
  1. **gPodder** - ([Repo](https://github.com/gpodder/gpodder), [Home](https://gpodder.org/)) Simple, mature media aggregator and podcast client. `(internet, windows, mac, gtk)`
  1. **Gramps** - ([Repo](https://github.com/gramps-project/gramps), [Home](https://gramps-project.org/)) Genealogy software that is both intuitive for hobbyists and feature-complete for professional genealogists. `(organization, windows, mac, gtk)`
  1. **Gridsync** - ([Repo](https://github.com/gridsync/gridsync)) Cross-platform GUI built to synchronize local directories with Tahoe-LAFS storage grids. `(productivity, storage, windows, mac)`
  1. **Grow** - ([Repo](https://github.com/grow/grow), [Home](https://grow.io/), [PyPI](https://pypi.org/project/grow)) Static site generator optimized for building interactive, localized microsites, with a focus on workflow and maintainability. `(static_site, windows, mac)`
  1. **GTimeLog** - ([Repo](https://github.com/gtimelog/gtimelog), [Home](https://gtimelog.org/), [Fund](https://ko-fi.com/mgedmin), [Docs](https://gtimelog.org/docs.html)) Desktop-based time tracker with support for logging billable/non-billable work. `(productivity, organization, windows, mac)`
  1. **Guake** - ([Repo](https://github.com/Guake/guake), [Home](http://guake-project.org/), [PyPI](https://pypi.org/project/guake)) Drop-down terminal for GNOME, reminiscent of first-person game command consoles. `(misc, gtk)`
  1. **GYP** - ([Repo](https://chromium.googlesource.com/external/gyp), [Home](https://gyp.gsrc.io/), [WP](https://en.wikipedia.org/wiki/GYP_%28software%29)) AKA 'Generate Your Projects', a build system that generates other build systems. `(build, windows, mac)`
  1. **Hangups** - ([Repo](https://github.com/tdryer/hangups), [Snap](https://snapcraft.io/hangups), [Docs](https://hangups.readthedocs.io/en/latest)) Third-party instant messenger for [Google Hangouts](https://en.wikipedia.org/wiki/Google_Hangouts), with support for group messaging and other proprietary features. `(communication, mac, docker, snap)`
  1. **Headphones** - ([Repo](https://github.com/rembo10/headphones), [Docs](https://github.com/rembo10/headphones/wiki)) Web-based digital music library for automating music downloads through Usenet and torrents. `(organization, windows, mac)`
  1. **Home Assistant** - ([Repo](https://github.com/home-assistant/home-assistant), [Home](https://www.home-assistant.io/), [Demo](https://demo.home-assistant.io/), [Docs](https://www.home-assistant.io/docs)) Home automation platform that puts local control and privacy first. `(misc)`
  1. **hosts** - ([Repo](https://github.com/StevenBlack/hosts)) Command-line application which merges reputable [hosts files](https://en.wikipedia.org/wiki/Hosts_(file)) with deduplication for the purpose of blocking undesirable websites via DNS blackhole. `(internet, security, windows, mac)`
  1. **httpie** - ([Repo](https://github.com/jakubroztocil/httpie), [Home](https://httpie.org/), [PyPI](https://pypi.org/project/httpie)) Command-line HTTP client with JSON support, syntax highlighting, wget-like downloads, extensions, and more. `(internet, dev, windows, mac)`
  1. **Hubble** - ([Repo](https://github.com/hubblestack/hubble), [Docs](https://hubblestack.readthedocs.io/en/latest)) Modular security compliance client, providing on-demand profile-based auditing, alerting, and reporting. Originally designed for Adobe. `(security, windows, corp)`
  1. **Hyde** - ([Repo](https://github.com/hyde/hyde), [Home](http://hyde.github.io/), [PyPI](https://pypi.org/project/hyde)) Static site generator which began as the Python counterpart to [Jekyll](https://github.com/jekyll/jekyll). `(static_site, windows, mac)`
  1. **Invenio** - ([Repo](https://github.com/inveniosoftware/invenio), [Docs](https://invenio.readthedocs.io/)) Customizable platform for running a trusted digital repository. `(organization)`
  1. **InVesalius** - ([Repo](https://github.com/invesalius/invesalius3), [Home](https://invesalius.github.io/), [WP](https://en.wikipedia.org/wiki/InVesalius)) Generates virtual reconstructions of structures in the human body for medical purposes, including CT and MRI scans. `(science, windows, mac, gtk)`
  1. **JHBuild** - ([Repo](https://gitlab.gnome.org/GNOME/jhbuild), [Home](https://wiki.gnome.org/Projects/Jhbuild), [gh](https://github.com/GNOME/jhbuild), [Docs](https://developer.gnome.org/jhbuild/stable/getting-started.html.en)) Tool designed to ease building collections of packages, originally written to build the GNOME desktop from sources. `(build)`
  1. **jrnl** - ([Repo](https://github.com/maebert/jrnl), [Home](http://jrnl.sh/)) Simple, ecncrypted journal application for your command line. `(organization, windows, mac, homebrew)`
  1. **Jupyter Notebook** - ([Repo](https://github.com/jupyter/notebook), [Home](https://jupyter.org/), [WP](https://en.wikipedia.org/wiki/Project_Jupyter#Jupyter_Notebook)) Web-based, extensible notebook environment for interactive computing. `(editor, windows, mac)`
  1. **King Phisher** - ([Repo](https://github.com/securestate/king-phisher), [Docs](https://king-phisher.readthedocs.io/)) Server-based [phishing](https://en.wikipedia.org/wiki/Phishing) campaign toolkit, used to simulate real-world phishing attacks, with GTK-powered client application. `(security, windows, server)`
  1. **Komodo Edit** - ([Repo](https://github.com/Komodo/KomodoEdit), [Home](https://www.activestate.com/products/komodo-edit), [WP](https://en.wikipedia.org/wiki/Komodo_Edit)) Multi-language code editor, written in JS, Python, and C++, based on the Mozilla platform. `(editor, windows, mac, cpp, js)`
  1. **LazyLibrarian** - ([Repo](https://gitlab.com/LazyLibrarian/LazyLibrarian), [Forum](https://www.reddit.com/r/LazyLibrarian), [Docs](https://lazylibrarian.gitlab.io/)) Web-based digital library organizer with support for following authors and automatic metadata retrieval. `(organization, mac)`
  1. **Lector** - ([Repo](https://github.com/BasioMeusPuga/Lector)) Desktop ebook reader and browser, with support for many formats, including comic book archives. `(graphics)`
  1. **Lektor** - ([Repo](https://github.com/lektor/lektor), [Home](https://www.getlektor.com/), [PyPI](https://pypi.org/project/Lektor)) Static site generator with built-in admin console and minimal desktop application. `(static_site, windows, mac)`
  1. **Leo Editor** - ([Repo](https://github.com/leo-editor/leo-editor), [Home](http://leoeditor.com/), [WP](https://en.wikipedia.org/wiki/Leo_%28text_editor%29)) Personal Information Manager (PIM), IDE, and outliner with a holistic approach to programming and writing. `(editor, windows, mac, qt5)`
  1. **Lucas Chess** - ([Repo](https://github.com/lukasmonk/lucaschess), [Home](http://lucaschess.pythonanywhere.com/)) Featureful chess client for Windows, with some Linux support. `(games, windows, qt4)`
  1. **Lutris** - ([Repo](https://github.com/lutris/lutris), [Home](https://lutris.net/), [WP](https://en.wikipedia.org/wiki/Lutris), [Fund](https://www.patreon.com/lutris)) Gaming platform for GNU/Linux, managing game installations with a unified interface. `(games, gtk)`
  1. **Mackup** - ([Repo](https://github.com/lra/mackup), [PyPI](https://pypi.org/project/mackup)) Utility to back up and synchronize application settings, with support for several storage backends (e.g., Dropbox, Git), and dozens of applications. `(productivity, mac)`
  1. **Magic Wormhole** - ([Repo](https://github.com/warner/magic-wormhole), [PyPI](https://pypi.org/project/magic-wormhole), [Docs](https://magic-wormhole.readthedocs.io/en/latest)) Security- and speed-focused file transfer tool with support for files, text, and directories. `(communication, mac, console)`
  1. **Mailpile** - ([Repo](https://github.com/mailpile/Mailpile), [Home](https://mailpile.is/)) Fast email client with user-friendly encryption and privacy features. `(communication, windows, mac)`
  1. **MakeHuman** - ([Repo](https://bitbucket.org/MakeHuman/makehuman), [WP](https://en.wikipedia.org/wiki/MakeHuman)) 3D computer graphics software designed for the prototyping of photo realistic humanoids. `(graphics, windows, mac, qt)`
  1. **Maltrail** - ([Repo](https://github.com/stamparm/maltrail)) Malicious traffic detection system with web-based monitoring. `(security, server)`
  1. **Manim** - ([Repo](https://github.com/3b1b/manim), [Docs](https://manim.readthedocs.io/)) Animation engine for explanatory math videos, primarily designed for [works by 3blue1brown](https://www.youtube.com/channel/UCYO_jab_esuFRV4b17AJtAw). `(science)`
  1. **Mayavi** - ([Repo](https://github.com/enthought/mayavi), [Home](http://docs.enthought.com/mayavi/mayavi)) General purpose, cross-platform tool for 2-D and 3-D scientific data visualization. `(science, windows, mac, qt4)`
  1. **Meld** - ([Repo](https://github.com/GNOME/meld), [Home](http://meldmerge.org/)) Visual diff and merge tool targeted at developers, providing two- and three-way comparison of both files and directories, and supports many version control systems including Git, Mercurial, Bazaar, and Subversion. `(code_review, windows, mac, gtk)`
  1. **Mercurial** - ([Repo](https://www.mercurial-scm.org/repo/hg-stable), [Home](https://www.mercurial-scm.org/), [WP](https://en.wikipedia.org/wiki/Mercurial)) Cross-platform distributed revision-control system designed for high performance and advanced branching/merging capabilities. `(scm, windows, mac)`
  1. **Meshroom** - ([Repo](https://github.com/alicevision/meshroom), [Home](http://alicevision.github.io/)) Photogrammetry pipeline, for turning photographs into 3D models. `(graphics, windows, mac, qt)`
  1. **Meson** - ([Repo](https://github.com/mesonbuild/meson), [Home](http://mesonbuild.com/)) Build system designed for speed and user-friendliness. `(build, windows, mac)`
  1. **Metamorphose** - ([Repo](https://github.com/metamorphose/metamorphose2), [Home](http://file-folder-ren.sourceforge.net/)) Graphical mass renaming program for files and folders. `(productivity, windows, mac, wx)`
  1. **MITMproxy** - ([Repo](https://github.com/mitmproxy/mitmproxy), [Home](https://mitmproxy.org/)) Interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers. `(security, windows, mac)`
  1. **MLflow** - ([Repo](https://github.com/mlflow/mlflow), [Home](https://mlflow.org/), [Docs](https://mlflow.org/docs/latest/index.html)) Integrated command-line application and web service, supporting an end-to-end machine-learning workflow around tracking, packaging, and deploying. Developed by [Databricks](https://docs.databricks.com/applications/mlflow/index.html). `(ai, organization, dev, mac, corp)`
  1. **Mnemosyne** - ([Repo](https://github.com/mnemosyne-proj/mnemosyne), [Home](https://mnemosyne-proj.org/)) Spaced-repetition flashcard program for efficient memorization. `(education, windows, mac, qt5)`
  1. **Mosaic** - ([Repo](https://github.com/usnistgov/mosaic), [Home](https://pages.nist.gov/mosaic), [Docs](https://pages.nist.gov/mosaic/html/index.html)) Desktop-based single molecule analysis toolbox that automatically decodes multi-state nanopore data. `(science, windows, mac, gov)`
  1. **mu** - ([Repo](https://github.com/mu-editor/mu), [Home](https://codewith.mu/en)) A small, simple editor designed for beginner Python programmers. `(editor, windows, mac, qt5)`
  1. **Music Player** - ([Repo](https://github.com/albertz/music-player), [Home](http://albertz.github.io/music-player)) A simple music player designed around an infinite intelligent playlist, with support for headless playback. `(audio, mac)`
  1. **MusicBrainz Picard** - ([Repo](https://github.com/metabrainz/picard), [Home](https://picard.musicbrainz.org/), [WP](https://en.wikipedia.org/wiki/MusicBrainz_Picard)) Automatically identify, tag, and organize music albums and other digital audio recordings. `(audio, windows, mac, qt)`
  1. **mycli** - ([Repo](https://github.com/dbcli/mycli), [Home](https://www.mycli.net/), [PyPI](https://pypi.python.org/pypi/mycli)) Interactive MySQL client that does auto-completion and syntax highlighting. `(storage, mac)`
  1. **Mylar** - ([Repo](https://github.com/evilhero/mylar)) A web-based automated comic book downloader (cbr/cbz) for use with SABnzbd, NZBGet, and torrents. `(internet, graphics)`
  1. **MyPaint** - ([Repo](https://github.com/mypaint/mypaint), [Home](http://mypaint.org/), [WP](https://en.wikipedia.org/wiki/MyPaint)) Raster graphics editor for digital painters with a focus on painting rather than image manipulation. `(graphics, windows, mac, gtk)`
  1. **Nagstamon** - ([Repo](https://github.com/HenriWahl/Nagstamon), [Home](https://nagstamon.ifw-dresden.de/), [Docs](https://nagstamon.ifw-dresden.de/docs)) Status monitor for the desktop, with support for Nagios, Icinga, Opsview, and more. `(ops, windows, mac)`
  1. **NColony** - ([Repo](https://github.com/ncolony/ncolony), [Home](http://ncolony.org/en/latest)) Process manager and monitor. `(ops, mac, server)`
  1. **Neubot** - ([Repo](https://github.com/neubot/neubot), [Home](http://www.neubot.org/)) Lightweight agent which collects data for net-neutrality research. `(internet, windows, mac)`
  1. **NFO Viewer** - ([Repo](https://github.com/otsaloma/nfoview), [Home](https://otsaloma.io/nfoview)) A simple viewer for NFO files and the ASCII art therein, with preset fonts, encodings, automatic window sizing, and clickable hyperlinks. `(graphics, misc, windows)`
  1. **Nicotine+** - ([Repo](https://github.com/Nicotine-Plus/nicotine-plus)) Graphical desktop client for the [Soulseek](https://en.wikipedia.org/wiki/Soulseek) peer-to-peer system. `(misc, windows, gtk)`
  1. **Nikola** - ([Repo](https://github.com/getnikola/nikola), [Home](https://www.getnikola.com/), [PyPI](https://pypi.org/project/nikola)) Command-line static site generator with incremental rebuilds and support for Markdown, reST, Jupyter notebooks, and HTML. `(static_site, windows, mac)`
  1. **Nimbus** - ([Repo](https://github.com/nimbusproject/nimbus), [Home](http://www.nimbusproject.org/)) Infrastructure-as-a-Service platform geared toward scientific cloud computing. `(misc)`
  1. **Ninja IDE** - ([Repo](https://github.com/ninja-ide/ninja-ide), [Home](http://ninja-ide.org/), [WP](https://en.wikipedia.org/wiki/Ninja-IDE)) Cross-platform Python IDE with project management, linting, extensions, and more. `(editor, windows, mac, qt5)`
  1. **Nuxeo Drive** - ([Repo](https://github.com/nuxeo/nuxeo-drive), [Home](https://www.nuxeo.com/products/drive-desktop-sync), [Docs](https://doc.nuxeo.com/client-apps/nuxeo-drive)) Cross-platform desktop synchronization client for the Nuxeo platform. `(productivity, storage, windows, mac, console, appimage, lgpl, qt5)`
  1. **OCRFeeder** - ([Repo](https://gitlab.gnome.org/GNOME/ocrfeeder), [WP](https://en.wikipedia.org/wiki/OCRFeeder)) An optical character recognition suite for GNOME, with support for command-line OCR engines like CuneiForm, GOCR, Ocrad and Tesseract. `(graphics, gtk)`
  1. **OCRopus** - ([Repo](https://github.com/tmbdev/ocropy), [WP](https://en.wikipedia.org/wiki/OCRopus)) Document analysis and optical character recognition (OCR) system. `(graphics, mac, console)`
  1. **odemis** - ([Repo](https://github.com/delmic/odemis), [Home](https://www.delmic.com/microscopy-software-odemis)) Desktop imaging workflow software for Delmic microscopes, supporting autofocus, coordinate history, and OME-TIFF and HDF5 export. `(science)`
  1. **OfflineIMAP** - ([Repo](https://github.com/OfflineIMAP/offlineimap), [Home](http://www.offlineimap.org/), [WP](https://en.wikipedia.org/wiki/OfflineIMAP)) IMAP reader and synchronizer. `(communication)`
  1. **Oil** - ([Repo](https://github.com/oilshell/oil), [Home](http://www.oilshell.org/)) A new [bash](https://en.wikipedia.org/wiki/Bash_(Unix_shell))- and [dash](https://en.wikipedia.org/wiki/Almquist_shell#dash:_Ubuntu,_Debian_and_POSIX_compliance_of_Linux_distributions) backwards-compatible shell, with an improved language of its own. `(shell)`
  1. **OnionShare** - ([Repo](https://github.com/micahflee/onionshare), [Home](https://onionshare.org/), [Docs](https://github.com/micahflee/onionshare/wiki)) Secure and anonymous file sharing over [Tor](https://en.wikipedia.org/wiki/Tor_(anonymity_network)) services. `(communication, windows, mac, qt5)`
  1. **OPEM** - ([Repo](https://github.com/ECSIM/opem), [Docs](https://www.ecsim.ir/opem/doc)) A modeling tool for evaluating the performance of [proton exchange membrane (PEM) fuel cells](https://en.wikipedia.org/wiki/Proton-exchange_membrane_fuel_cell). `(science, windows, mac)`
  1. **OpenLibrary** - ([Repo](https://github.com/internetarchive/openlibrary), [Home](https://openlibrary.org/), [WP](https://en.wikipedia.org/wiki/Open_Library)) Web application for an open, editable library catalog, used by [The Internet Archive](https://archive.org/) towards building a web page for every book ever published. `(organization, windows, mac, docker)`
  1. **OpenLP** - ([Repo](https://code.launchpad.net/openlp), [Home](https://openlp.org/)) Presentation software geared toward church usage. `(misc, windows, mac, qt5)`
  1. **OpenShot** - ([Repo](https://github.com/OpenShot/openshot-qt), [Home](https://www.openshot.org/), [WP](https://en.wikipedia.org/wiki/OpenShot), [Fund](https://www.patreon.com/openshot)) A cross-platform video editor for FreeBSD, Linux, macOS, and Windows. `(video, windows, mac, qt5)`
  1. **OpenSnitch** - ([Repo](https://github.com/evilsocket/opensnitch), [Fund](https://www.patreon.com/evilsocket)) GNU/Linux port of the [Little Snitch](https://en.wikipedia.org/wiki/Little_Snitch) application firewall. `(security, qt5)`
  1. **Orange** - ([Repo](https://github.com/biolab/orange3), [Home](https://orange.biolab.si/), [WP](https://en.wikipedia.org/wiki/Orange_%28software%29)) Component-based data mining software for graphical interactive data analysis and visualization. `(science, windows, mac, qt4, qt5)`
  1. **Pants** - ([Repo](https://github.com/pantsbuild/pants), [Home](https://www.pantsbuild.org/)) Build system designed for monolithic repositories. `(build, mac, corp)`
  1. **Paperwork** - ([Repo](https://gitlab.gnome.org/World/OpenPaperwork/paperwork), [Home](https://openpaper.work/), [Fund](https://www.patreon.com/openpaper), [Docs](https://gitlab.gnome.org/World/OpenPaperwork/paperwork/wikis/home)) Personal document manager for organizing scanned documents and PDFs, with support for OCR, automatic tagging, and search. `(organization, windows, gtk)`
  1. **PathPicker** - ([Repo](https://github.com/facebook/PathPicker), [Home](http://facebook.github.io/PathPicker)) Shell utility to interactively select paths from the output of other commands. `(dev, mac)`
  1. **PDF Arranger** - ([Repo](https://github.com/pdfarranger/pdfarranger), [Snap](https://snapcraft.io/pdfarranger)) Merge and split PDF documents, as well as crop and rearrange pages. `(productivity, windows, gtk)`
  1. **PeachPy** - ([Repo](https://github.com/Maratyszcza/PeachPy)) Highly portable assembler with unified syntax, sporting an extensive user list, including many cryptography libraries for Go. `(dev, windows)`
  1. **Pelican** - ([Repo](https://github.com/getpelican/pelican), [Home](https://blog.getpelican.com/), [PyPI](https://pypi.org/project/pelican)) Command-line static site generator that supports Markdown and reST syntax. `(static_site, windows, mac)`
  1. **pgcli** - ([Repo](https://github.com/dbcli/pgcli), [Home](https://www.pgcli.com/), [PyPI](https://pypi.python.org/pypi/pgcli)) Interactive PostgreSQL client that does auto-completion and syntax highlighting. `(storage, mac)`
  1. **PhotoCollage** - ([Repo](https://github.com/adrienverge/PhotoCollage)) Automatically lays out a photo collage to fill out a given poster space. `(graphics, gtk)`
  1. **Pi-Hole** - ([Repo](https://github.com/pi-hole/pi-hole), [Home](https://pi-hole.net/), [WP](https://en.wikipedia.org/wiki/Pi-hole)) Linux network-level advertisement and internet tracker blocking application which acts as a DNS sinkhole, and (optionally) a DHCP server, intended for use on a private network. `(internet, server)`
  1. **PINCE** - ([Repo](https://github.com/korcankaraokcu/PINCE)) Debugging frontend for GDB focused on reverse engineering video games. `(dev, qt5)`
  1. **pip** - ([Repo](https://github.com/pypa/pip), [Home](https://pip.pypa.io/en/stable), [WP](https://en.wikipedia.org/wiki/Pip_%28package_manager%29), [PyPI](https://pypi.org/project/pip)) Python's go-to package manager, with a wide range of features and platform support. `(pkg_mgr, windows, mac)`
  1. **pip-tools** - ([Repo](https://github.com/jazzband/pip-tools)) A set of command line tools to help you keep your pip-based packages fresh, even when you've pinned them. `(pkg_mgr, windows, mac)`
  1. **pipenv** - ([Repo](https://github.com/pypa/pipenv), [Docs](https://pipenv.readthedocs.io/en/latest)) Wrapper around `pip`, [`virtualenv`](https://github.com/pypa/virtualenv), and [`pip-tools`](https://github.com/jazzband/pip-tools) for a more holistic package management workflow. `(pkg_mgr, windows, mac)`
  1. **Pitivi** - ([Repo](https://gitlab.gnome.org/GNOME/pitivi), [WP](https://en.wikipedia.org/wiki/Pitivi)) Non-linear video editor for Linux, based on GStreamer. `(video, gtk)`
  1. **PlatformIO Core** - ([Repo](https://github.com/platformio/platformio-core), [Home](https://platformio.org/), [Fund](https://platformio.org/donate?utm_source=github&utm_medium=core), [PyPI](https://pypi.org/project/platformio), [Docs](https://docs.platformio.org/en/latest?utm_source=github&utm_medium=core)) Multiplatform CLI build system and library manager for IoT development. `(build, windows, mac)`
  1. **Plinth** - ([Repo](https://salsa.debian.org/freedombox-team/plinth), [Home](https://freedombox.org/), [Docs](https://wiki.debian.org/FreedomBox/Plinth)) The core functionality and web front-end of [FreedomBox](https://freedombox.org/), an easy-to-manage, privacy-oriented home server. `(dev, server)`
  1. **Plover** - ([Repo](https://github.com/openstenoproject/plover), [Home](https://www.openstenoproject.org/plover), [Fund](https://www.openstenoproject.org/donate), [Docs](https://github.com/openstenoproject/plover/wiki)) Background service for automatic translation of stenography movements to keystrokes, enabling typing speeds in excess of 200WPM in any application. `(productivity, windows, mac, hardware, qt5)`
  1. **Pluma** - ([Repo](https://github.com/mate-desktop/pluma)) Small and lightweight UTF-8 text editor for [the MATE environment](http://mate-desktop.org/). Based on gedit. `(editor, c, gtk)`
  1. **Poetry** - ([Repo](https://github.com/sdispater/poetry), [Home](https://poetry.eustace.io/), [Docs](https://poetry.eustace.io/docs)) An independent approach to Python dependency management and packaging. `(pkg_mgr, windows, mac)`
  1. **Portage** - ([Repo](https://gitweb.gentoo.org/proj/portage.git), [WP](https://en.wikipedia.org/wiki/Portage_%28software%29)) Platform-agnostic Package management system created for and used by Gentoo Linux and also by Chrome OS, Sabayon, and Funtoo Linux. Inspired by FreeBSD ports. `(pkg_mgr)`
  1. **PPCI** - ([Repo](https://bitbucket.org/windel/ppci), [Demo](https://godbolt.org/g/eooaPP), [gh](https://github.com/windelbouwman/ppci-mirror), [PyPI](https://pypi.org/project/ppci), [Docs](https://ppci.readthedocs.io/)) The Pure Python Compiler Infrastructure is a compiler written entirely in Python, containing front-ends for various programming languages (C, c3, WebAssembly, and others) as well as machine code generation backends for various CPUs (6500, arm, avr, x86_64, openrisc, among others). `(dev, windows, mac)`
  1. **pre-commit** - ([Repo](https://github.com/pre-commit/pre-commit), [Home](https://pre-commit.com/), [PyPI](https://pypi.org/project/pre-commit)) A framework for managing and maintaining multi-language git hooks. `(dev, windows, mac)`
  1. **Prosopopee** - ([Repo](https://github.com/Psycojoker/prosopopee), [Demo](https://surleschemins.fr/), [PyPI](https://pypi.org/project/prosopopee), [Docs](https://prosopopee.readthedocs.io/)) A static site generator designed for photographers and others who tell stories with pictures. `(static_site, windows, mac)`
  1. **PuddleTag** - ([Repo](https://github.com/keithgg/puddletag), [WP](https://en.wikipedia.org/wiki/Puddletag)) An audio tag (metadata) editor for audio file formats. `(audio, qt4)`
  1. **Pupy** - ([Repo](https://github.com/n1nj4sec/pupy), [Docs](https://github.com/n1nj4sec/pupy/wiki/Installation)) Remote administration tool and post-exploitation framework, supporting Windows, Linux, Mac OS X, and Android targets. `(security, docker, server)`
  1. **Pybliographer** - ([Repo](https://github.com/GNOME/pybliographer), [Home](https://pybliographer.org/)) Bibliographic database manager with a user-friendly desktop UI. `(science, gtk)`
  1. **PyChess** - ([Repo](https://github.com/pychess/pychess), [Home](http://pychess.org/), [WP](https://en.wikipedia.org/wiki/PyChess)) Advanced chess client, suitable for new, casual, and competitive play. `(games, windows, gtk)`
  1. **Pyfa** - ([Repo](https://github.com/pyfa-org/Pyfa)) Python Fitting Assistant, cross-platform experimentation tool for [EVE Online](https://en.wikipedia.org/wiki/Eve_Online) ship fittings. `(games, windows, mac)`
  1. **PyLoad** - ([Repo](https://github.com/pyload/pyload), [Home](https://pyload.net/)) Download manager with a web interface and API. `(internet, windows, mac)`
  1. **PyMedusa** - ([Repo](https://github.com/pymedusa/Medusa), [Home](https://pymedusa.com/)) Video library manager for TV shows, with automatic download support. `(organization, windows)`
  1. **Pynocchio** - ([Repo](https://github.com/mstuttgart/pynocchio), [Home](https://mstuttgart.github.io/pynocchio)) Minimalist comic reader, supporting many common image and archive formats. `(graphics)`
  1. **PySolFC** - ([Repo](https://github.com/shlomif/PySolFC), [Home](https://pysolfc.sourceforge.io/), [Android](https://f-droid.org/en/packages/org.lufebe16.pysolfc)) Highly-portable collection of solitaire card games. `(games, windows, android, kivy, tk)`
  1. **PyVideo** - ([Repo](https://github.com/pyvideo/pyvideo), [Home](https://pyvideo.org/)) Static media index custom-built for the Python community, and all the content our meetings and conferences produce. `(video, static_site, server)`
  1. **qtile** - ([Repo](https://github.com/qtile/qtile), [Home](http://qtile.org/)) A small, flexible, scriptable tiling window manager. `(misc)`
  1. **Quod Libet** - ([Repo](https://github.com/quodlibet/quodlibet), [WP](https://en.wikipedia.org/wiki/Quod_Libet_%28software%29)) Cross-platform audio player, tag editor, and library organizer. `(audio, windows, mac, gtk)`
  1. **Qute Browser** - ([Repo](https://github.com/qutebrowser/qutebrowser), [Home](https://www.qutebrowser.org/)) Keyboard-driven, minimal, `vim`-like browser based on PyQt5. `(internet, windows, mac, qt5)`
  1. **RabbitVCS** - ([Repo](https://github.com/rabbitvcs/rabbitvcs), [Home](http://rabbitvcs.org/), [Docs](http://wiki.rabbitvcs.org/wiki)) Tools providing straightforward graphical access to Subversion or Git within a variety of clients, including as Nautilus, Thunar, Nemo, Caja, and the command line. `(scm)`
  1. **Ranger** - ([Repo](https://github.com/ranger/ranger), [Home](https://ranger.github.io/)) TUI ([Text User Interface](https://en.wikipedia.org/wiki/Text-based_user_interface)) file manager, inspired by vim. `(productivity, tui)`
  1. **RDPY** - ([Repo](https://github.com/citronneur/rdpy)) An implementation of the Microsoft Remote Desktop Protocol built on Twisted, including applications for client use, MITM proxy, and Honeypot server. `(ops, security, windows, server)`
  1. **Recon-ng** - ([Repo](https://github.com/lanmaster53/recon-ng), [Home](https://github.com/lanmaster53/recon-ng), [Docs](https://github.com/lanmaster53/recon-ng/wiki)) Recon-ng is a full-featured reconnaissance framework providing a powerful environment to conduct open source web-based reconnaissance quickly and thoroughly. `(security)`
  1. **RedHat Anaconda** - ([Repo](https://github.com/rhinstaller/anaconda), [Docs](https://anaconda-installer.readthedocs.io/en/latest)) Installation program used by Fedora, Red Hat Enterprise Linux, and other Linux distributions. `(dev, gtk)`
  1. **RedNotebook** - ([Repo](https://github.com/jendrikseipp/rednotebook), [Home](https://rednotebook.sourceforge.io/downloads.html)) Desktop journal designed for rich text, media, and template-based entries, which can be tagged and searched, as well as exported to plain text, HTML, Latex, or PDF. `(organization, windows, mac)`
  1. **redo** - ([Repo](https://github.com/apenwarr/redo), [PyPI](https://pypi.org/project/redo-tools), [Docs](https://redo.readthedocs.io/en/latest)) A recursive, general-purpose build sytem, replacing `make` with original design by [DJB](https://en.wikipedia.org/wiki/Daniel_J._Bernstein). `(build, windows, mac, console)`
  1. **ReproZip** - ([Repo](https://github.com/VIDA-NYU/reprozip), [Home](https://www.reprozip.org/), [Demo](https://examples.reprozip.org/), [PyPI](https://pypi.org/project/reprozip), [Docs](https://docs.reprozip.org/)) Command-line tool which automatically builds reproducible experiments archives from console commands, designed for use in computational science. `(productivity, science)`
  1. **ReText** - ([Repo](https://github.com/retext-project/retext), [PyPI](https://pypi.org/project/ReText), [Docs](https://github.com/retext-project/retext/wiki)) Simple but powerful editor for Markdown and reStructuredText markup languages. `(editor)`
  1. **s3ql** - ([Repo](https://github.com/s3ql/s3ql), [Docs](http://www.rath.org/s3ql-docs/index.html)) A standards-conforming, full-featured UNIX filesystem for cloud-based storage services (S3, Google Storage, OpenStack), supporting compression, encryption, deduplication, snapshotting, and more. `(storage)`
  1. **SABnzbd** - ([Repo](https://github.com/sabnzbd/sabnzbd), [Home](https://sabnzbd.org/), [Docs](https://sabnzbd.org/wiki)) Simple, cross-platform newsreader for downloading from Usenet. Supports many integrations and 16 languages. `(internet, windows, mac, server)`
  1. **Sage Math** - ([Repo](https://git.sagemath.org/sage.git), [Home](http://www.sagemath.org/), [WP](https://en.wikipedia.org/wiki/SageMath)) Cross-platform computer algebra system with features covering many aspects of mathematics, including algebra, combinatorics, graph theory, numerical analysis, number theory, calculus, and statistics. `(science, windows, mac)`
  1. **SCons** - ([Repo](https://github.com/SCons/scons), [Home](http://scons.org/), [WP](https://en.wikipedia.org/wiki/SCons)) Domain-specific language and build tool, designed to replace Make, autoconf, and ccache. `(build, windows, mac)`
  1. **ScratchABit** - ([Repo](https://github.com/pfalcon/ScratchABit)) Easily retargetable and hackable interactive disassembler with IDAPython-compatible plugin API. `(dev, tui)`
  1. **SiCKRAGE** - ([Repo](https://git.sickrage.ca/SiCKRAGE/sickrage), [gh](https://github.com/SiCKRAGE/SiCKRAGE), [Docs](https://git.sickrage.ca/SiCKRAGE/sickrage/wikis/FAQ%27s-and-Fixes)) Video library manager with support for automatic TV show archival. `(organization, windows)`
  1. **SK1** - ([Repo](https://github.com/sk1project/sk1-wx), [Home](https://sk1project.net/), [WP](https://en.wikipedia.org/wiki/SK1_%28program%29)) Feature-rich, cross-platform illustration program. `(graphics, windows, mac, gtk, wx)`
  1. **Snapcraft** - ([Repo](https://github.com/snapcore/snapcraft), [Home](https://snapcraft.io/), [Docs](https://snapcraft.io/docs)) A command-line tool to package, distribute, and update apps for Linux and IoT using containerization, developed by Canonical. `(build)`
  1. **SOFA Statistics** - ([Repo](https://code.launchpad.net/sofastatistics), [Home](http://www.sofastatistics.com/)) User-friendly statistics and analysis with a learn-as-you-go approach. `(science, windows, mac, wx)`
  1. **Solaris IPS** - ([Repo](https://github.com/oracle/solaris-ips)) Software delivery system backed by network repository, featuring safe execution for zones, use of ZFS for efficiency and rollback, preventing the introduction of invalid packages, and efficient use of bandwidth. `(pkg_mgr, corp)`
  1. **SoundConverter** - ([Repo](https://github.com/kassoulet/soundconverter), [WP](https://en.wikipedia.org/wiki/GNOME_SoundConverter)) A GNOME-based audio file transcoder. `(audio, gtk)`
  1. **SoundGrain** - ([Repo](https://github.com/belangeo/soundgrain), [Home](http://ajaxsoundstudio.com/software/soundgrain), [Fund](https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=9CA99DH6ES3HA)) Graphical interface designed for drawing and editing trajectories to control [granular sound synthesis](https://en.wikipedia.org/wiki/Granular_synthesis). `(audio, windows, mac)`
  1. **Spack** - ([Repo](https://github.com/spack/spack), [Home](https://spack.io/), [Docs](https://spack.readthedocs.io/en/latest)) Language-independent package manager for supercomputers, Mac, and Linux, designed for scientific computing. `(science, pkg_mgr, mac)`
  1. **Spiderfoot** - ([Repo](https://github.com/smicallef/spiderfoot), [Home](https://www.spiderfoot.net/), [Docs](https://www.spiderfoot.net/documentation)) Reconnaissance tool that automatically queries over 100 public data sources to gather intelligence on IP addresses, domain names, e-mail addresses, names, and more. `(security, windows, mac, docker, server)`
  1. **Spyder IDE** - ([Repo](https://github.com/spyder-ide/spyder), [Home](https://www.spyder-ide.org/), [WP](https://en.wikipedia.org/wiki/Spyder_%28software%29)) Scientific editing and execution environment designed by and for scientists, engineers, and data analysts using Python. `(editor, windows, mac, qt5)`
  1. **sshuttle** - ([Repo](https://github.com/sshuttle/sshuttle), [Docs](https://sshuttle.readthedocs.org/)) Transparent network proxy server that uses SSH to achieve VPN-like results, without requiring root access. `(security, mac)`
  1. **Stargate DAW** - ([Repo](https://github.com/stargatedaw/stargate)) All-in-one Digital Audio Workstation (DAW) with a suite of instrument and effect plugins. `(audio, windows, mac, qt56)`
  1. **streamlink** - ([Repo](https://github.com/streamlink/streamlink), [Home](https://streamlink.github.io/), [PyPI](https://pypi.org/project/streamlink)) Command-line utility that extracts streams from various services and pipes them into a video player of choice. `(internet, windows, mac)`
  1. **Sunflower** - ([Repo](https://github.com/MeanEYE/Sunflower), [Home](http://sunflower-fm.org/)) Small and highly-customizable twin-panel file manager for Linux with plugin support. `(productivity)`
  1. **Supervisor** - ([Repo](https://github.com/Supervisor/supervisor), [Home](http://supervisord.org/)) Process manager and monitor. `(ops, mac, server)`
  1. **TahoeLAFS** - ([Repo](https://github.com/tahoe-lafs/tahoe-lafs), [Home](https://tahoe-lafs.org/trac/tahoe-lafs), [WP](https://en.wikipedia.org/wiki/Tahoe-LAFS)) Decentralized cloud storage system for robust distributed data storage. `(storage, windows, mac)`
  1. **term2048** - ([Repo](https://github.com/bfontaine/term2048), [PyPI](https://pypi.python.org/pypi/term2048)) TUI version of [2048](http://gabrielecirulli.github.io/2048/). `(games, mac, tui)`
  1. **Thonny** - ([Repo](https://github.com/thonny/thonny), [Home](https://thonny.org/), [WP](https://en.wikipedia.org/wiki/Thonny)) Cross-platform Python IDE for beginners, designed for learning to code. `(editor, windows, mac, tk)`
  1. **Thug** - ([Repo](https://github.com/buffer/thug), [Fund](https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=XTDF8AHJ28CXY), [PyPI](https://pypi.org/project/thug), [Docs](https://thug-honeyclient.readthedocs.io/en/latest)) Low-interaction honeyclient designed to mimic the behavior of a web browser in order to detect and emulate malicious contents. `(security, mac)`
  1. **TortoiseHg** - ([Repo](https://bitbucket.org/tortoisehg/thg/src), [Home](https://tortoisehg.bitbucket.io/), [Docs](https://bitbucket.org/tortoisehg/thg/wiki/developers/Home)) Windows shell extension and a series of applications for the Mercurial distributed revision control system. Also includes GNOME and CLI support. `(scm, windows, qt4, qt5)`
  1. **Tribler** - ([Repo](https://github.com/Tribler/tribler), [Home](http://www.tribler.org/), [WP](https://en.wikipedia.org/wiki/Tribler)) Privacy enhanced BitTorrent client with P2P content discovery. `(internet, windows, mac, qt5)`
  1. **Ubiquity** - ([Repo](https://code.launchpad.net/ubiquity), [WP](https://en.wikipedia.org/wiki/Ubiquity_%28software%29)) The default installer for Ubuntu and its derivatives, designed to be run from Live CD or USB. `(dev, gtk, qt)`
  1. **Universal Radio Hacker (URH)** - ([Repo](https://github.com/jopohl/urh)) Wireless protocol investigator, with a focus on analyzing proprietary IoT communication. `(security, windows, mac)`
  1. **Unknown Horizons** - ([Repo](https://github.com/unknown-horizons/unknown-horizons), [Home](http://unknown-horizons.org/)) 2D real-time strategy simulation with an emphasis on economy and city building. (Not unlike Age of Empires) `(games, windows, mac)`
  1. **Veusz** - ([Repo](https://github.com/veusz/veusz), [Home](https://veusz.github.io/)) 2D and 3D scientific plotting, designed to produce publication-ready PDF or SVG graphs. `(science, windows, mac, qt)`
  1. **Vidcutter** - ([Repo](https://github.com/ozmartian/vidcutter)) GUI and CLI aiming to be the fastest and simplest way to cut and join video. `(video, windows, mac)`
  1. **Virtaal** - ([Repo](https://github.com/translate/virtaal), [Home](http://virtaal.translatehouse.org/)) Cross-platform GUI for performing translation, with support for a variety of formats. `(communication, windows, mac, gtk)`
  1. **VisiData** - ([Repo](https://github.com/saulpw/visidata), [Home](https://visidata.org/), [Fund](https://patreon.com/saulpw), [PyPI](https://pypi.org/project/visidata), [Docs](https://visidata.org/docs)) Interactive multitool for exploring, analyzing, and converting datasets in the terminal. `(productivity, mac, tui)`
  1. **Voltron** - ([Repo](https://github.com/snare/voltron)) Extensible debugger wrapper aiming to improve the user experience of various debuggers, such as [LLDB](https://lldb.llvm.org/), [GDB](https://en.wikipedia.org/wiki/GNU_Debugger), and [WinDbg](https://en.wikipedia.org/wiki/WinDbg). `(dev, windows, mac)`
  1. **Vorta** - ([Repo](https://github.com/borgbase/vorta), [Home](https://vorta.borgbase.com/)) GUI backup client built on top of [BorgBackup](https://borgbackup.readthedocs.io/). `(productivity, mac)`
  1. **Waf** - ([Repo](https://gitlab.com/ita1024/waf), [Home](https://waf.io/), [WP](https://en.wikipedia.org/wiki/Waf), [Docs](https://waf.io/book)) Cross-platform build system designed to improve on SCons. `(build)`
  1. **WAL-E** - ([Repo](https://github.com/wal-e/wal-e)) Continuous archiving of PostgreSQL WAL files and base backups. `(storage)`
  1. **Wammu** - ([Repo](https://github.com/gammu/wammu), [Home](https://wammu.eu/wammu)) GUI phone manager with read/write support for contacts, todo, calendar, SMS, and more, primarily designed for Nokia and AT-compatible phones. `(misc, windows)`
  1. **Whipper** - ([Repo](https://github.com/whipper-team/whipper)) A CLI-based CD Audio ripper designed for accuracy over speed, with support for overriding hardware caches, accuracy verification, MusicBrainz metadata lookup, hidden tracks, FLAC, and much more. `(audio)`
  1. **Wicd** - ([Repo](https://code.launchpad.net/wicd), [Home](http://wicd.sourceforge.net/download.php), [WP](https://en.wikipedia.org/wiki/Wicd)) Graphical utility for managing wired and wireless connections on Linux. `(misc, gtk)`
  1. **Wikid Pad** - ([Repo](https://github.com/WikidPad/WikidPad), [Home](http://wikidpad.sourceforge.net/)) Desktop wiki notebook for storing your thoughts and ideas. `(organization, windows, mac, wx)`
  1. **Xonsh** - ([Repo](https://github.com/xonsh/xonsh), [Home](https://xon.sh/)) Cross-platform shell language and command prompt. The language is a superset of Python 3.4+ with additional shell primitives. `(shell, windows, mac)`
  1. **Xpra** - ([Repo](https://xpra.org/svn/Xpra/trunk), [Home](http://xpra.org/)) Cross-platform remote display server and client for forwarding applications and desktop screens. `(misc, windows)`
  1. **You-Get** - ([Repo](https://github.com/soimort/you-get), [Home](https://you-get.org/)) Command-line program to browserlessly scrape and stream video, audio, and images from web sites. `(internet, windows, mac)`
  1. **youtube-dl** - ([Repo](https://github.com/rg3/youtube-dl), [Home](http://rg3.github.io/youtube-dl), [PyPI](https://pypi.org/project/youtube_dl)) Command-line program to browserlessly archive video and audio from YouTube and hundreds of other sites. `(internet, windows, mac)`
  1. **yum** - ([Repo](https://github.com/rpm-software-management/yum), [Home](http://yum.baseurl.org/), [WP](https://en.wikipedia.org/wiki/Yum_%28software%29)) Automatic updater and package installer/remover for RPM-based systems (Fedora, RHEL, etc.). `(pkg_mgr, corp)`
  1. **YunoHost** - ([Repo](https://github.com/YunoHost/yunohost), [Home](https://yunohost.org/), [Docs](https://yunohost.org/#/docs)) Server operating system based on Debian Linux aiming to make self-hosting accessible to as many people as possible, with support for several types of hardware. `(dev, server)`
  1. **ZEO** - ([Repo](https://github.com/zopefoundation/ZEO), [PyPI](https://pypi.org/project/ZEO), [Docs](https://zope.readthedocs.io/en/latest/zopebook/ZEO.html)) Server and client providing [ZODB](http://www.zodb.org/)-based storage over the network. `(storage, server)`
  1. **ZeroNet** - ([Repo](https://github.com/HelloZeroNet/ZeroNet), [Home](https://zeronet.io/), [WP](https://en.wikipedia.org/wiki/ZeroNet), [Docs](https://zeronet.readthedocs.io/en/latest)) Open, free, and uncensorable websites, using Bitcoin cryptography and BitTorrent network. `(internet, windows, mac)`
  1. **ZFSp** - ([Repo](https://github.com/alcarithemad/zfsp)) A reverse-engineered [ZFS](https://en.wikipedia.org/wiki/ZFS) implementation, written in Python, without reading the original C. `(storage)`
  1. **Zim Wiki** - ([Repo](https://github.com/jaap-karssenberg/zim-desktop-wiki), [Home](http://zim-wiki.org/)) Desktop wiki designed for note-taking, list-making, and drafting. `(organization, windows, gtk)`

### <a id="tag-desktop.windows" href="#tag-desktop.windows">Windows</a>

  1. **Algojammer** - ([Repo](https://github.com/ChrisKnott/Algojammer), [Demo](https://www.youtube.com/watch?v=9XPE4uT0AdE)) An experimental, proof-of-concept IDE to assist with algorithm-writing in a competition setting. `(editor, linux, mac, tk)`
  1. **Anki** - ([Repo](https://github.com/dae/anki), [Home](https://apps.ankiweb.net/), [Docs](https://apps.ankiweb.net/docs/manual.html)) Powerful desktop application for flash cards and memorization. `(education, linux, mac, qt5)`
  1. **AnuGA** - ([Repo](https://github.com/GeoscienceAustralia/anuga_core)) Advanced simulation of the shallow water equation, for modeling tsunamis, dam breaks, and floods. `(science, linux)`
  1. **ArchiveBox** - ([Repo](https://github.com/pirate/ArchiveBox), [Home](https://archivebox.io/), [Docs](https://github.com/pirate/ArchiveBox/wiki)) Self-hosted web archive, for creating local, browsable backups of content from the web. Imports HTML, JS, PDFs, video, subtitles, git repositories, and more, from Pocket, Pinboard, browser history, etc. `(internet, organization, linux, docker)`
  1. **Artisan** - ([Repo](https://github.com/artisan-roaster-scope/artisan), [Home](https://artisan-scope.org/), [Docs](https://artisan-scope.org/docs/quick-start-guide)) Desktop visual scope for coffee roasters, which helps coffee roasters record, analyze, and control roast profiles. `(science, linux, mac)`
  1. **ASCEND** - ([Repo](http://code.ascend4.org/ascend/trunk), [Home](http://ascend4.org/Main_Page), [WP](https://en.wikipedia.org/wiki/ASCEND)) Mathematical chemical process modelling system developed at Carnegie Mellon University since late 1978. `(science, linux, mac, gtk)`
  1. **B2** - ([Repo](https://github.com/Backblaze/B2_Command_Line_Tool), [PyPI](https://pypi.python.org/pypi/b2)) Command-line tool that gives easy access to all of the capabilities of Backblaze's [B2 Cloud Storage](https://www.backblaze.com/b2/cloud-storage.html). `(storage, linux, mac, corp)`
  1. **beancount** - ([Repo](https://bitbucket.org/blais/beancount), [Home](http://furius.ca/beancount), [gh](https://github.com/beancount/beancount), [PyPI](https://pypi.org/project/beancount), [Docs](https://docs.google.com/document/d/1RaondTJCS_IUPBHFNdT8oqFKJjVJDsfsn6JEjBG04eA/edit)) A double-entry bookkeeping language to define financial transaction records in plain text, then generate a variety of reports, via CLI and web interface. (See also, [Plain Text Accounting](https://plaintextaccounting.org/)). `(organization, linux, mac)`
  1. **Beets** - ([Repo](https://github.com/beetbox/beets), [Home](http://beets.io/), [PyPI](https://pypi.org/project/beets)) Feature-rich command-line music library manager with web UI, duplicate detection, transcoding, and tagging support, integrating with MusicBrainz, Discogs, and more. `(audio, linux, mac)`
  1. **Bitmessage** - ([Repo](https://github.com/Bitmessage/PyBitmessage), [Docs](https://bitmessage.org/wiki/Main_Page)) Reference client for Bitmessage, a peer-to-peer encrypted decentralised communication protocol. `(communication, linux, mac, kivy, qt4, tui)`
  1. **Bleachbit** - ([Repo](https://github.com/bleachbit/bleachbit), [Home](https://www.bleachbit.org/)) System cleaner designed to free disk space and maintain privacy. `(productivity, linux, gtk)`
  1. **Buildout** - ([Repo](https://github.com/buildout/buildout), [WP](https://en.wikipedia.org/wiki/Buildout), [Docs](http://docs.buildout.org/)) Extensible deployment automation tool designed for application-centric assembly and deployment, as well as repeatable Python software builds. `(build, linux, mac)`
  1. **buku** - ([Repo](https://github.com/jarun/buku), [Fund](https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=RMLTQ76JSXJ4Q), [Docs](https://github.com/jarun/buku/wiki)) Browser-independent bookmark manager with CLI and web server frontends, with integrations for browsers, cloud-based bookmark managers, and emacs. `(internet, organization, linux, mac, server)`
  1. **BYOB (Build Your Own Botnet)** - ([Repo](https://github.com/malwaredllc/byob)) Client-server framework (RAT and C2 server) for security researchers to build and operate basic botnets. `(security, linux, mac)`
  1. **Cactus** - ([Repo](https://github.com/eudicots/Cactus), [PyPI](https://pypi.org/project/cactus)) Static website generator using Django templates. `(static_site, linux, mac)`
  1. **Calibre** - ([Repo](https://github.com/kovidgoyal/calibre), [Home](https://calibre-ebook.com/), [WP](https://en.wikipedia.org/wiki/Calibre_%28software%29), [Fund](https://www.patreon.com/kovidgoyal)) E-book manager designed for viewing, converting, editing, and cataloging e-books in all major formats. `(organization, linux, mac, qt5)`
  1. **Cataclysm: Dark Days Ahead (Launcher)** - ([Repo](https://github.com/remyroy/CDDA-Game-Launcher), [Home](https://cataclysmdda.org/)) Launcher for popular FOSS game [CDDA](https://cataclysmdda.org/), which supports automatic updates and mod management. `(games, linux, mac)`
  1. **CellProfiler** - ([Repo](https://github.com/CellProfiler/CellProfiler), [Home](http://cellprofiler.org/), [Manual](https://cellprofiler.org/cpa), [Docs](https://github.com/CellProfiler/CellProfiler/wiki)) Interactive data exploration, analysis, and classification of biological image sets. `(science, linux, mac)`
  1. **cellxgene** - ([Repo](https://github.com/chanzuckerberg/cellxgene), [Home](https://chanzuckerberg.github.io/cellxgene)) Web-based interactive explorer for single-cell transcriptomics data. `(science, linux, mac, fnd)`
  1. **CherryTree** - ([Repo](https://github.com/giuspen/cherrytree), [Home](https://www.giuspen.com/cherrytree)) Hierarchical wiki-like personal notepad, featuring rich text and syntax highlighting. `(organization, linux, gtk)`
  1. **Chert** - ([Repo](https://github.com/mahmoud/chert), [PyPI](https://pypi.org/project/chert)) Static site generator with built-in support for listicles, created by this humble author, used to power [calver.org](https://calver.org), [0ver.org](https://0ver.org), and [sedimental.org](https://sedimental.org/), the author's blog. Mostly here as an easter egg :) `(static_site, linux, mac)`
  1. **Conan** - ([Repo](https://github.com/conan-io/conan), [Home](https://conan.io/), [Docs](https://docs.conan.io/en/latest)) Decentralized package manager for binary package management, targeted at C/C++ developers. `(pkg_mgr, linux, mac)`
  1. **Conda** - ([Repo](https://github.com/conda/conda), [Home](https://conda.io/), [WP](https://en.wikipedia.org/wiki/Conda_%28package_manager%29)) OS-agnostic, system-level binary package manager and ecosystem, with a focus on Python and high-performance scientific computing. `(pkg_mgr, linux, mac, corp)`
  1. **CouchPotato** - ([Repo](https://github.com/CouchPotato/CouchPotatoServer), [Home](http://couchpota.to/)) Personal video recorder focused on movies, with support for usenet and torrents. `(organization, linux, mac)`
  1. **Cura** - ([Repo](https://github.com/Ultimaker/Cura), [Home](https://ultimaker.com/software/ultimaker-cura), [WP](https://en.wikipedia.org/wiki/Cura_%28software%29), [Docs](https://ultimaker.com/en/resources/manuals/software)) Popular desktop software for preparation and control of 3D printing, integrated with CAD workflows. `(graphics, linux, mac, corp, hardware)`
  1. **Cython** - ([Repo](https://github.com/cython/cython), [Home](https://cython.org/), [PyPI](https://pypi.org/project/cython), [Docs](http://docs.cython.org/)) Language and compiler designed for high-performance Python and C interoperability. `(dev, linux, mac)`
  1. **Deluge** - ([Repo](https://github.com/deluge-torrent/deluge), [Home](https://deluge-torrent.org/), [WP](https://en.wikipedia.org/wiki/Deluge_%28software%29), [Fund](https://www.patreon.com/deluge_cas)) Popular, lightweight, cross-platform BitTorrent client. `(internet, linux, mac, server, gtk)`
  1. **detect-secrets** - ([Repo](https://github.com/Yelp/detect-secrets)) An enterprise-friendly CLI for auditing, detecting, and preventing secrets in code. `(security, dev, linux, mac)`
  1. **Docker Compose** - ([Repo](https://github.com/docker/compose), [Docs](https://docs.docker.com/compose)) Docker Compose is a tool for defining and running multi-container Docker applications. `(dev, linux, mac, corp)`
  1. **doit** - ([Repo](https://github.com/pydoit/doit), [Home](https://pydoit.org/), [Fund](https://opencollective.com/doit), [Docs](https://pydoit.org/contents.html)) Command-line task management and automation tool, with directives written in Python. `(build, linux, mac)`
  1. **dupeGuru** - ([Repo](https://github.com/arsenetar/dupeguru), [Home](https://dupeguru.voltaicideas.net/), [Docs](https://dupeguru.voltaicideas.net/help/en)) Cross-platform GUI tool to find duplicate files. `(organization, linux, mac)`
  1. **dvc (Data Version Control)** - ([Repo](https://github.com/iterative/dvc), [Home](https://dvc.org/), [Docs](https://dvc.org/doc)) Command-line tool for version control over data used in machine learning projects. Aims to replace Excel and other tools used to track and deploy model versions. `(ai, organization, scm, linux, mac)`
  1. **Ergonomica** - ([Repo](https://github.com/ergonomica/ergonomica), [Docs](http://ergonomica.readthedocs.io/)) Cross-platform shell language based on [S-expressions](https://en.wikipedia.org/wiki/S-expression) combined with traditional shell features. `(shell, linux, mac)`
  1. **Eric IDE** - ([Repo](http://die-offenbachs.homelinux.org:48888/hg/eric), [Home](https://eric-ide.python-projects.org/)) Python editor and IDE, based on Qt, integrating Scintilla editor control. `(editor, linux, mac, qt5)`
  1. **Exaile** - ([Repo](https://github.com/exaile/exaile), [WP](https://en.wikipedia.org/wiki/Exaile)) Cross-platform audio player, tag editor, and library organizer. `(audio, linux, mac, gtk)`
  1. **Excalibur** - ([Repo](https://github.com/camelot-dev/excalibur)) Web interface to extract tabular data from PDFs. `(productivity, linux)`
  1. **fava** - ([Repo](https://github.com/beancount/fava), [Demo](https://fava.pythonanywhere.com/huge-example-file/income_statement), [Docs](https://beancount.github.io/fava)) Web interface for the double-entry bookkeeping software [Beancount](http://furius.ca/beancount/) with a focus on features and usability. `(organization, linux, mac)`
  1. **FreeCAD** - ([Repo](https://github.com/FreeCAD/FreeCAD), [WP](https://en.wikipedia.org/wiki/FreeCAD)) General-purpose parametric 3D CAD modeler and a building information modeling (BIM) software with finite-element-method (FEM) support. `(graphics, linux, mac, cpp, qt)`
  1. **Frescobaldi** - ([Repo](https://github.com/wbsoft/frescobaldi), [WP](https://en.wikipedia.org/wiki/Frescobaldi_%28software%29)) An editor for [LilyPond](https://en.wikipedia.org/wiki/LilyPond) music files. `(audio, linux, mac, qt)`
  1. **Frets on Fire X** - ([Repo](https://github.com/fofix/fofix)) Highly customizable rhythm game supporting many modes of guitar, bass, drum, and vocal gameplay for up to four players. `(games, linux, pygame)`
  1. **Friture** - ([Repo](https://github.com/tlecomte/friture), [Home](http://friture.org/)) Visualizes and analyzes live audio data in real-time, including scope, spectrum analyzer, rolling 2D spectrogram, and more. `(audio, linux, mac, qt5)`
  1. **Gajim** - ([Repo](https://dev.gajim.org/gajim/gajim), [WP](https://en.wikipedia.org/wiki/Gajim)) Lightweight, cross-platform instant messaging client for the XMPP protocol. `(communication, linux, mac, gtk)`
  1. **Gaphor** - ([Repo](https://github.com/gaphor/gaphor), [Docs](https://gaphor.readthedocs.io/en/latest)) Simple [UML](https://en.wikipedia.org/wiki/Unified_Modeling_Language) modeling tool designed for beginners. `(graphics, docs, linux, mac, flatpak, gtk)`
  1. **gdbgui** - ([Repo](https://github.com/cs01/gdbgui), [Home](https://gdbgui.com/), [PyPI](https://pypi.org/project/gdbgui)) Browser-based frontend for [gdb](https://en.wikipedia.org/wiki/GNU_Debugger). `(dev, linux, mac)`
  1. **Git Cola** - ([Repo](https://github.com/git-cola/git-cola), [Home](https://git-cola.github.io/)) Featureful cross-platform GUI wrapper for `git`. `(scm, linux, mac, qt4, qt5)`
  1. **Gitless** - ([Repo](https://github.com/sdg-mit/gitless), [Home](https://gitless.com/), [PyPI](https://pypi.org/project/gitless), [Docs](https://gitless.com/#documentation)) Simple version control system built on top of Git. `(scm, linux, mac)`
  1. **Glances** - ([Repo](https://github.com/nicolargo/glances), [Home](https://nicolargo.github.io/glances), [Docs](https://glances.readthedocs.io/en/stable)) A cross-platform top/htop alternative, providing an overview of system resources. `(productivity, ops, linux, mac, server)`
  1. **gmvault** - ([Repo](https://github.com/gaubert/gmvault), [Home](http://gmvault.org/)) Tool for backing up gmail accounts. `(productivity, linux, mac, qt5)`
  1. **GNS3 GUI** - ([Repo](https://github.com/GNS3/gns3-gui), [Home](https://www.gns3.com/), [PyPI](https://pypi.org/project/gns3-gui), [Docs](https://docs.gns3.com/)) Graphical Network Simulator used to emulate, configure, test and troubleshoot virtual and real networks. (Backed by server component [here](https://github.com/GNS3/gns3-server).) `(dev, linux, mac)`
  1. **GNU Bazaar** - ([Repo](https://code.launchpad.net/bzr), [Home](http://bazaar.canonical.com/en), [WP](https://en.wikipedia.org/wiki/GNU_Bazaar), [Docs](http://doc.bazaar.canonical.com/en)) Distributed and client-server revision control system. `(scm, linux, mac)`
  1. **GNU Radio** - ([Repo](https://github.com/gnuradio/gnuradio), [Home](https://www.gnuradio.org/), [WP](https://en.wikipedia.org/wiki/GNU_Radio)) Software development toolkit that provides signal processing blocks to implement software-defined radios and signal-processing systems. `(audio, linux, mac, cpp, qt)`
  1. **GNU Solfege** - ([Repo](http://git.savannah.gnu.org/cgit/solfege.git), [WP](https://en.wikipedia.org/wiki/GNU_Solfege)) An ear-training program intended to help musicians improve their skills. `(audio, linux, mac, gtk)`
  1. **gPodder** - ([Repo](https://github.com/gpodder/gpodder), [Home](https://gpodder.org/)) Simple, mature media aggregator and podcast client. `(internet, linux, mac, gtk)`
  1. **Gramps** - ([Repo](https://github.com/gramps-project/gramps), [Home](https://gramps-project.org/)) Genealogy software that is both intuitive for hobbyists and feature-complete for professional genealogists. `(organization, linux, mac, gtk)`
  1. **Gridsync** - ([Repo](https://github.com/gridsync/gridsync)) Cross-platform GUI built to synchronize local directories with Tahoe-LAFS storage grids. `(productivity, storage, linux, mac)`
  1. **Grow** - ([Repo](https://github.com/grow/grow), [Home](https://grow.io/), [PyPI](https://pypi.org/project/grow)) Static site generator optimized for building interactive, localized microsites, with a focus on workflow and maintainability. `(static_site, linux, mac)`
  1. **GTimeLog** - ([Repo](https://github.com/gtimelog/gtimelog), [Home](https://gtimelog.org/), [Fund](https://ko-fi.com/mgedmin), [Docs](https://gtimelog.org/docs.html)) Desktop-based time tracker with support for logging billable/non-billable work. `(productivity, organization, linux, mac)`
  1. **GYP** - ([Repo](https://chromium.googlesource.com/external/gyp), [Home](https://gyp.gsrc.io/), [WP](https://en.wikipedia.org/wiki/GYP_%28software%29)) AKA 'Generate Your Projects', a build system that generates other build systems. `(build, linux, mac)`
  1. **Headphones** - ([Repo](https://github.com/rembo10/headphones), [Docs](https://github.com/rembo10/headphones/wiki)) Web-based digital music library for automating music downloads through Usenet and torrents. `(organization, linux, mac)`
  1. **hosts** - ([Repo](https://github.com/StevenBlack/hosts)) Command-line application which merges reputable [hosts files](https://en.wikipedia.org/wiki/Hosts_(file)) with deduplication for the purpose of blocking undesirable websites via DNS blackhole. `(internet, security, linux, mac)`
  1. **httpie** - ([Repo](https://github.com/jakubroztocil/httpie), [Home](https://httpie.org/), [PyPI](https://pypi.org/project/httpie)) Command-line HTTP client with JSON support, syntax highlighting, wget-like downloads, extensions, and more. `(internet, dev, linux, mac)`
  1. **Hubble** - ([Repo](https://github.com/hubblestack/hubble), [Docs](https://hubblestack.readthedocs.io/en/latest)) Modular security compliance client, providing on-demand profile-based auditing, alerting, and reporting. Originally designed for Adobe. `(security, linux, corp)`
  1. **Hyde** - ([Repo](https://github.com/hyde/hyde), [Home](http://hyde.github.io/), [PyPI](https://pypi.org/project/hyde)) Static site generator which began as the Python counterpart to [Jekyll](https://github.com/jekyll/jekyll). `(static_site, linux, mac)`
  1. **InVesalius** - ([Repo](https://github.com/invesalius/invesalius3), [Home](https://invesalius.github.io/), [WP](https://en.wikipedia.org/wiki/InVesalius)) Generates virtual reconstructions of structures in the human body for medical purposes, including CT and MRI scans. `(science, linux, mac, gtk)`
  1. **jrnl** - ([Repo](https://github.com/maebert/jrnl), [Home](http://jrnl.sh/)) Simple, ecncrypted journal application for your command line. `(organization, linux, mac, homebrew)`
  1. **Jupyter Notebook** - ([Repo](https://github.com/jupyter/notebook), [Home](https://jupyter.org/), [WP](https://en.wikipedia.org/wiki/Project_Jupyter#Jupyter_Notebook)) Web-based, extensible notebook environment for interactive computing. `(editor, linux, mac)`
  1. **King Phisher** - ([Repo](https://github.com/securestate/king-phisher), [Docs](https://king-phisher.readthedocs.io/)) Server-based [phishing](https://en.wikipedia.org/wiki/Phishing) campaign toolkit, used to simulate real-world phishing attacks, with GTK-powered client application. `(security, linux, server)`
  1. **Komodo Edit** - ([Repo](https://github.com/Komodo/KomodoEdit), [Home](https://www.activestate.com/products/komodo-edit), [WP](https://en.wikipedia.org/wiki/Komodo_Edit)) Multi-language code editor, written in JS, Python, and C++, based on the Mozilla platform. `(editor, linux, mac, cpp, js)`
  1. **Lektor** - ([Repo](https://github.com/lektor/lektor), [Home](https://www.getlektor.com/), [PyPI](https://pypi.org/project/Lektor)) Static site generator with built-in admin console and minimal desktop application. `(static_site, linux, mac)`
  1. **Leo Editor** - ([Repo](https://github.com/leo-editor/leo-editor), [Home](http://leoeditor.com/), [WP](https://en.wikipedia.org/wiki/Leo_%28text_editor%29)) Personal Information Manager (PIM), IDE, and outliner with a holistic approach to programming and writing. `(editor, linux, mac, qt5)`
  1. **Lucas Chess** - ([Repo](https://github.com/lukasmonk/lucaschess), [Home](http://lucaschess.pythonanywhere.com/)) Featureful chess client for Windows, with some Linux support. `(games, linux, qt4)`
  1. **Mailpile** - ([Repo](https://github.com/mailpile/Mailpile), [Home](https://mailpile.is/)) Fast email client with user-friendly encryption and privacy features. `(communication, linux, mac)`
  1. **MakeHuman** - ([Repo](https://bitbucket.org/MakeHuman/makehuman), [WP](https://en.wikipedia.org/wiki/MakeHuman)) 3D computer graphics software designed for the prototyping of photo realistic humanoids. `(graphics, linux, mac, qt)`
  1. **Mayavi** - ([Repo](https://github.com/enthought/mayavi), [Home](http://docs.enthought.com/mayavi/mayavi)) General purpose, cross-platform tool for 2-D and 3-D scientific data visualization. `(science, linux, mac, qt4)`
  1. **Meld** - ([Repo](https://github.com/GNOME/meld), [Home](http://meldmerge.org/)) Visual diff and merge tool targeted at developers, providing two- and three-way comparison of both files and directories, and supports many version control systems including Git, Mercurial, Bazaar, and Subversion. `(code_review, linux, mac, gtk)`
  1. **Mercurial** - ([Repo](https://www.mercurial-scm.org/repo/hg-stable), [Home](https://www.mercurial-scm.org/), [WP](https://en.wikipedia.org/wiki/Mercurial)) Cross-platform distributed revision-control system designed for high performance and advanced branching/merging capabilities. `(scm, linux, mac)`
  1. **Meshroom** - ([Repo](https://github.com/alicevision/meshroom), [Home](http://alicevision.github.io/)) Photogrammetry pipeline, for turning photographs into 3D models. `(graphics, linux, mac, qt)`
  1. **Meson** - ([Repo](https://github.com/mesonbuild/meson), [Home](http://mesonbuild.com/)) Build system designed for speed and user-friendliness. `(build, linux, mac)`
  1. **Metamorphose** - ([Repo](https://github.com/metamorphose/metamorphose2), [Home](http://file-folder-ren.sourceforge.net/)) Graphical mass renaming program for files and folders. `(productivity, linux, mac, wx)`
  1. **MITMproxy** - ([Repo](https://github.com/mitmproxy/mitmproxy), [Home](https://mitmproxy.org/)) Interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers. `(security, linux, mac)`
  1. **Mnemosyne** - ([Repo](https://github.com/mnemosyne-proj/mnemosyne), [Home](https://mnemosyne-proj.org/)) Spaced-repetition flashcard program for efficient memorization. `(education, linux, mac, qt5)`
  1. **Mosaic** - ([Repo](https://github.com/usnistgov/mosaic), [Home](https://pages.nist.gov/mosaic), [Docs](https://pages.nist.gov/mosaic/html/index.html)) Desktop-based single molecule analysis toolbox that automatically decodes multi-state nanopore data. `(science, linux, mac, gov)`
  1. **mu** - ([Repo](https://github.com/mu-editor/mu), [Home](https://codewith.mu/en)) A small, simple editor designed for beginner Python programmers. `(editor, linux, mac, qt5)`
  1. **MusicBrainz Picard** - ([Repo](https://github.com/metabrainz/picard), [Home](https://picard.musicbrainz.org/), [WP](https://en.wikipedia.org/wiki/MusicBrainz_Picard)) Automatically identify, tag, and organize music albums and other digital audio recordings. `(audio, linux, mac, qt)`
  1. **MyPaint** - ([Repo](https://github.com/mypaint/mypaint), [Home](http://mypaint.org/), [WP](https://en.wikipedia.org/wiki/MyPaint)) Raster graphics editor for digital painters with a focus on painting rather than image manipulation. `(graphics, linux, mac, gtk)`
  1. **Nagstamon** - ([Repo](https://github.com/HenriWahl/Nagstamon), [Home](https://nagstamon.ifw-dresden.de/), [Docs](https://nagstamon.ifw-dresden.de/docs)) Status monitor for the desktop, with support for Nagios, Icinga, Opsview, and more. `(ops, linux, mac)`
  1. **Neubot** - ([Repo](https://github.com/neubot/neubot), [Home](http://www.neubot.org/)) Lightweight agent which collects data for net-neutrality research. `(internet, linux, mac)`
  1. **NFO Viewer** - ([Repo](https://github.com/otsaloma/nfoview), [Home](https://otsaloma.io/nfoview)) A simple viewer for NFO files and the ASCII art therein, with preset fonts, encodings, automatic window sizing, and clickable hyperlinks. `(graphics, misc, linux)`
  1. **Nicotine+** - ([Repo](https://github.com/Nicotine-Plus/nicotine-plus)) Graphical desktop client for the [Soulseek](https://en.wikipedia.org/wiki/Soulseek) peer-to-peer system. `(misc, linux, gtk)`
  1. **Nikola** - ([Repo](https://github.com/getnikola/nikola), [Home](https://www.getnikola.com/), [PyPI](https://pypi.org/project/nikola)) Command-line static site generator with incremental rebuilds and support for Markdown, reST, Jupyter notebooks, and HTML. `(static_site, linux, mac)`
  1. **Ninja IDE** - ([Repo](https://github.com/ninja-ide/ninja-ide), [Home](http://ninja-ide.org/), [WP](https://en.wikipedia.org/wiki/Ninja-IDE)) Cross-platform Python IDE with project management, linting, extensions, and more. `(editor, linux, mac, qt5)`
  1. **Nuxeo Drive** - ([Repo](https://github.com/nuxeo/nuxeo-drive), [Home](https://www.nuxeo.com/products/drive-desktop-sync), [Docs](https://doc.nuxeo.com/client-apps/nuxeo-drive)) Cross-platform desktop synchronization client for the Nuxeo platform. `(productivity, storage, linux, mac, console, appimage, lgpl, qt5)`
  1. **nvda** - ([Repo](https://github.com/nvaccess/nvda), [Home](https://www.nvaccess.org/)) Non-Visual Desktop Access, a powerful screen reader for Windows. `(productivity, wx)`
  1. **OnionShare** - ([Repo](https://github.com/micahflee/onionshare), [Home](https://onionshare.org/), [Docs](https://github.com/micahflee/onionshare/wiki)) Secure and anonymous file sharing over [Tor](https://en.wikipedia.org/wiki/Tor_(anonymity_network)) services. `(communication, linux, mac, qt5)`
  1. **OPEM** - ([Repo](https://github.com/ECSIM/opem), [Docs](https://www.ecsim.ir/opem/doc)) A modeling tool for evaluating the performance of [proton exchange membrane (PEM) fuel cells](https://en.wikipedia.org/wiki/Proton-exchange_membrane_fuel_cell). `(science, linux, mac)`
  1. **OpenLibrary** - ([Repo](https://github.com/internetarchive/openlibrary), [Home](https://openlibrary.org/), [WP](https://en.wikipedia.org/wiki/Open_Library)) Web application for an open, editable library catalog, used by [The Internet Archive](https://archive.org/) towards building a web page for every book ever published. `(organization, linux, mac, docker)`
  1. **OpenLP** - ([Repo](https://code.launchpad.net/openlp), [Home](https://openlp.org/)) Presentation software geared toward church usage. `(misc, linux, mac, qt5)`
  1. **OpenShot** - ([Repo](https://github.com/OpenShot/openshot-qt), [Home](https://www.openshot.org/), [WP](https://en.wikipedia.org/wiki/OpenShot), [Fund](https://www.patreon.com/openshot)) A cross-platform video editor for FreeBSD, Linux, macOS, and Windows. `(video, linux, mac, qt5)`
  1. **Orange** - ([Repo](https://github.com/biolab/orange3), [Home](https://orange.biolab.si/), [WP](https://en.wikipedia.org/wiki/Orange_%28software%29)) Component-based data mining software for graphical interactive data analysis and visualization. `(science, linux, mac, qt4, qt5)`
  1. **Paperwork** - ([Repo](https://gitlab.gnome.org/World/OpenPaperwork/paperwork), [Home](https://openpaper.work/), [Fund](https://www.patreon.com/openpaper), [Docs](https://gitlab.gnome.org/World/OpenPaperwork/paperwork/wikis/home)) Personal document manager for organizing scanned documents and PDFs, with support for OCR, automatic tagging, and search. `(organization, linux, gtk)`
  1. **PDF Arranger** - ([Repo](https://github.com/pdfarranger/pdfarranger), [Snap](https://snapcraft.io/pdfarranger)) Merge and split PDF documents, as well as crop and rearrange pages. `(productivity, linux, gtk)`
  1. **PeachPy** - ([Repo](https://github.com/Maratyszcza/PeachPy)) Highly portable assembler with unified syntax, sporting an extensive user list, including many cryptography libraries for Go. `(dev, linux)`
  1. **Pelican** - ([Repo](https://github.com/getpelican/pelican), [Home](https://blog.getpelican.com/), [PyPI](https://pypi.org/project/pelican)) Command-line static site generator that supports Markdown and reST syntax. `(static_site, linux, mac)`
  1. **pip** - ([Repo](https://github.com/pypa/pip), [Home](https://pip.pypa.io/en/stable), [WP](https://en.wikipedia.org/wiki/Pip_%28package_manager%29), [PyPI](https://pypi.org/project/pip)) Python's go-to package manager, with a wide range of features and platform support. `(pkg_mgr, linux, mac)`
  1. **pip-tools** - ([Repo](https://github.com/jazzband/pip-tools)) A set of command line tools to help you keep your pip-based packages fresh, even when you've pinned them. `(pkg_mgr, linux, mac)`
  1. **pipenv** - ([Repo](https://github.com/pypa/pipenv), [Docs](https://pipenv.readthedocs.io/en/latest)) Wrapper around `pip`, [`virtualenv`](https://github.com/pypa/virtualenv), and [`pip-tools`](https://github.com/jazzband/pip-tools) for a more holistic package management workflow. `(pkg_mgr, linux, mac)`
  1. **PlatformIO Core** - ([Repo](https://github.com/platformio/platformio-core), [Home](https://platformio.org/), [Fund](https://platformio.org/donate?utm_source=github&utm_medium=core), [PyPI](https://pypi.org/project/platformio), [Docs](https://docs.platformio.org/en/latest?utm_source=github&utm_medium=core)) Multiplatform CLI build system and library manager for IoT development. `(build, linux, mac)`
  1. **Plover** - ([Repo](https://github.com/openstenoproject/plover), [Home](https://www.openstenoproject.org/plover), [Fund](https://www.openstenoproject.org/donate), [Docs](https://github.com/openstenoproject/plover/wiki)) Background service for automatic translation of stenography movements to keystrokes, enabling typing speeds in excess of 200WPM in any application. `(productivity, linux, mac, hardware, qt5)`
  1. **Poetry** - ([Repo](https://github.com/sdispater/poetry), [Home](https://poetry.eustace.io/), [Docs](https://poetry.eustace.io/docs)) An independent approach to Python dependency management and packaging. `(pkg_mgr, linux, mac)`
  1. **PPCI** - ([Repo](https://bitbucket.org/windel/ppci), [Demo](https://godbolt.org/g/eooaPP), [gh](https://github.com/windelbouwman/ppci-mirror), [PyPI](https://pypi.org/project/ppci), [Docs](https://ppci.readthedocs.io/)) The Pure Python Compiler Infrastructure is a compiler written entirely in Python, containing front-ends for various programming languages (C, c3, WebAssembly, and others) as well as machine code generation backends for various CPUs (6500, arm, avr, x86_64, openrisc, among others). `(dev, linux, mac)`
  1. **pre-commit** - ([Repo](https://github.com/pre-commit/pre-commit), [Home](https://pre-commit.com/), [PyPI](https://pypi.org/project/pre-commit)) A framework for managing and maintaining multi-language git hooks. `(dev, linux, mac)`
  1. **Prosopopee** - ([Repo](https://github.com/Psycojoker/prosopopee), [Demo](https://surleschemins.fr/), [PyPI](https://pypi.org/project/prosopopee), [Docs](https://prosopopee.readthedocs.io/)) A static site generator designed for photographers and others who tell stories with pictures. `(static_site, linux, mac)`
  1. **PyChess** - ([Repo](https://github.com/pychess/pychess), [Home](http://pychess.org/), [WP](https://en.wikipedia.org/wiki/PyChess)) Advanced chess client, suitable for new, casual, and competitive play. `(games, linux, gtk)`
  1. **Pyfa** - ([Repo](https://github.com/pyfa-org/Pyfa)) Python Fitting Assistant, cross-platform experimentation tool for [EVE Online](https://en.wikipedia.org/wiki/Eve_Online) ship fittings. `(games, linux, mac)`
  1. **PyLoad** - ([Repo](https://github.com/pyload/pyload), [Home](https://pyload.net/)) Download manager with a web interface and API. `(internet, linux, mac)`
  1. **PyMedusa** - ([Repo](https://github.com/pymedusa/Medusa), [Home](https://pymedusa.com/)) Video library manager for TV shows, with automatic download support. `(organization, linux)`
  1. **PySolFC** - ([Repo](https://github.com/shlomif/PySolFC), [Home](https://pysolfc.sourceforge.io/), [Android](https://f-droid.org/en/packages/org.lufebe16.pysolfc)) Highly-portable collection of solitaire card games. `(games, linux, android, kivy, tk)`
  1. **Quod Libet** - ([Repo](https://github.com/quodlibet/quodlibet), [WP](https://en.wikipedia.org/wiki/Quod_Libet_%28software%29)) Cross-platform audio player, tag editor, and library organizer. `(audio, linux, mac, gtk)`
  1. **Qute Browser** - ([Repo](https://github.com/qutebrowser/qutebrowser), [Home](https://www.qutebrowser.org/)) Keyboard-driven, minimal, `vim`-like browser based on PyQt5. `(internet, linux, mac, qt5)`
  1. **RDPY** - ([Repo](https://github.com/citronneur/rdpy)) An implementation of the Microsoft Remote Desktop Protocol built on Twisted, including applications for client use, MITM proxy, and Honeypot server. `(ops, security, linux, server)`
  1. **RedNotebook** - ([Repo](https://github.com/jendrikseipp/rednotebook), [Home](https://rednotebook.sourceforge.io/downloads.html)) Desktop journal designed for rich text, media, and template-based entries, which can be tagged and searched, as well as exported to plain text, HTML, Latex, or PDF. `(organization, linux, mac)`
  1. **redo** - ([Repo](https://github.com/apenwarr/redo), [PyPI](https://pypi.org/project/redo-tools), [Docs](https://redo.readthedocs.io/en/latest)) A recursive, general-purpose build sytem, replacing `make` with original design by [DJB](https://en.wikipedia.org/wiki/Daniel_J._Bernstein). `(build, linux, mac, console)`
  1. **SABnzbd** - ([Repo](https://github.com/sabnzbd/sabnzbd), [Home](https://sabnzbd.org/), [Docs](https://sabnzbd.org/wiki)) Simple, cross-platform newsreader for downloading from Usenet. Supports many integrations and 16 languages. `(internet, linux, mac, server)`
  1. **Sage Math** - ([Repo](https://git.sagemath.org/sage.git), [Home](http://www.sagemath.org/), [WP](https://en.wikipedia.org/wiki/SageMath)) Cross-platform computer algebra system with features covering many aspects of mathematics, including algebra, combinatorics, graph theory, numerical analysis, number theory, calculus, and statistics. `(science, linux, mac)`
  1. **SCons** - ([Repo](https://github.com/SCons/scons), [Home](http://scons.org/), [WP](https://en.wikipedia.org/wiki/SCons)) Domain-specific language and build tool, designed to replace Make, autoconf, and ccache. `(build, linux, mac)`
  1. **SiCKRAGE** - ([Repo](https://git.sickrage.ca/SiCKRAGE/sickrage), [gh](https://github.com/SiCKRAGE/SiCKRAGE), [Docs](https://git.sickrage.ca/SiCKRAGE/sickrage/wikis/FAQ%27s-and-Fixes)) Video library manager with support for automatic TV show archival. `(organization, linux)`
  1. **SK1** - ([Repo](https://github.com/sk1project/sk1-wx), [Home](https://sk1project.net/), [WP](https://en.wikipedia.org/wiki/SK1_%28program%29)) Feature-rich, cross-platform illustration program. `(graphics, linux, mac, gtk, wx)`
  1. **SOFA Statistics** - ([Repo](https://code.launchpad.net/sofastatistics), [Home](http://www.sofastatistics.com/)) User-friendly statistics and analysis with a learn-as-you-go approach. `(science, linux, mac, wx)`
  1. **SoundGrain** - ([Repo](https://github.com/belangeo/soundgrain), [Home](http://ajaxsoundstudio.com/software/soundgrain), [Fund](https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=9CA99DH6ES3HA)) Graphical interface designed for drawing and editing trajectories to control [granular sound synthesis](https://en.wikipedia.org/wiki/Granular_synthesis). `(audio, linux, mac)`
  1. **Spiderfoot** - ([Repo](https://github.com/smicallef/spiderfoot), [Home](https://www.spiderfoot.net/), [Docs](https://www.spiderfoot.net/documentation)) Reconnaissance tool that automatically queries over 100 public data sources to gather intelligence on IP addresses, domain names, e-mail addresses, names, and more. `(security, linux, mac, docker, server)`
  1. **Spyder IDE** - ([Repo](https://github.com/spyder-ide/spyder), [Home](https://www.spyder-ide.org/), [WP](https://en.wikipedia.org/wiki/Spyder_%28software%29)) Scientific editing and execution environment designed by and for scientists, engineers, and data analysts using Python. `(editor, linux, mac, qt5)`
  1. **Stargate DAW** - ([Repo](https://github.com/stargatedaw/stargate)) All-in-one Digital Audio Workstation (DAW) with a suite of instrument and effect plugins. `(audio, linux, mac, qt56)`
  1. **streamlink** - ([Repo](https://github.com/streamlink/streamlink), [Home](https://streamlink.github.io/), [PyPI](https://pypi.org/project/streamlink)) Command-line utility that extracts streams from various services and pipes them into a video player of choice. `(internet, linux, mac)`
  1. **TahoeLAFS** - ([Repo](https://github.com/tahoe-lafs/tahoe-lafs), [Home](https://tahoe-lafs.org/trac/tahoe-lafs), [WP](https://en.wikipedia.org/wiki/Tahoe-LAFS)) Decentralized cloud storage system for robust distributed data storage. `(storage, linux, mac)`
  1. **Thonny** - ([Repo](https://github.com/thonny/thonny), [Home](https://thonny.org/), [WP](https://en.wikipedia.org/wiki/Thonny)) Cross-platform Python IDE for beginners, designed for learning to code. `(editor, linux, mac, tk)`
  1. **TortoiseHg** - ([Repo](https://bitbucket.org/tortoisehg/thg/src), [Home](https://tortoisehg.bitbucket.io/), [Docs](https://bitbucket.org/tortoisehg/thg/wiki/developers/Home)) Windows shell extension and a series of applications for the Mercurial distributed revision control system. Also includes GNOME and CLI support. `(scm, linux, qt4, qt5)`
  1. **Tribler** - ([Repo](https://github.com/Tribler/tribler), [Home](http://www.tribler.org/), [WP](https://en.wikipedia.org/wiki/Tribler)) Privacy enhanced BitTorrent client with P2P content discovery. `(internet, linux, mac, qt5)`
  1. **Universal Radio Hacker (URH)** - ([Repo](https://github.com/jopohl/urh)) Wireless protocol investigator, with a focus on analyzing proprietary IoT communication. `(security, linux, mac)`
  1. **Unknown Horizons** - ([Repo](https://github.com/unknown-horizons/unknown-horizons), [Home](http://unknown-horizons.org/)) 2D real-time strategy simulation with an emphasis on economy and city building. (Not unlike Age of Empires) `(games, linux, mac)`
  1. **Veusz** - ([Repo](https://github.com/veusz/veusz), [Home](https://veusz.github.io/)) 2D and 3D scientific plotting, designed to produce publication-ready PDF or SVG graphs. `(science, linux, mac, qt)`
  1. **Vidcutter** - ([Repo](https://github.com/ozmartian/vidcutter)) GUI and CLI aiming to be the fastest and simplest way to cut and join video. `(video, linux, mac)`
  1. **Virtaal** - ([Repo](https://github.com/translate/virtaal), [Home](http://virtaal.translatehouse.org/)) Cross-platform GUI for performing translation, with support for a variety of formats. `(communication, linux, mac, gtk)`
  1. **Voltron** - ([Repo](https://github.com/snare/voltron)) Extensible debugger wrapper aiming to improve the user experience of various debuggers, such as [LLDB](https://lldb.llvm.org/), [GDB](https://en.wikipedia.org/wiki/GNU_Debugger), and [WinDbg](https://en.wikipedia.org/wiki/WinDbg). `(dev, linux, mac)`
  1. **Wammu** - ([Repo](https://github.com/gammu/wammu), [Home](https://wammu.eu/wammu)) GUI phone manager with read/write support for contacts, todo, calendar, SMS, and more, primarily designed for Nokia and AT-compatible phones. `(misc, linux)`
  1. **Wikid Pad** - ([Repo](https://github.com/WikidPad/WikidPad), [Home](http://wikidpad.sourceforge.net/)) Desktop wiki notebook for storing your thoughts and ideas. `(organization, linux, mac, wx)`
  1. **Xonsh** - ([Repo](https://github.com/xonsh/xonsh), [Home](https://xon.sh/)) Cross-platform shell language and command prompt. The language is a superset of Python 3.4+ with additional shell primitives. `(shell, linux, mac)`
  1. **Xpra** - ([Repo](https://xpra.org/svn/Xpra/trunk), [Home](http://xpra.org/)) Cross-platform remote display server and client for forwarding applications and desktop screens. `(misc, linux)`
  1. **You-Get** - ([Repo](https://github.com/soimort/you-get), [Home](https://you-get.org/)) Command-line program to browserlessly scrape and stream video, audio, and images from web sites. `(internet, linux, mac)`
  1. **youtube-dl** - ([Repo](https://github.com/rg3/youtube-dl), [Home](http://rg3.github.io/youtube-dl), [PyPI](https://pypi.org/project/youtube_dl)) Command-line program to browserlessly archive video and audio from YouTube and hundreds of other sites. `(internet, linux, mac)`
  1. **ZeroNet** - ([Repo](https://github.com/HelloZeroNet/ZeroNet), [Home](https://zeronet.io/), [WP](https://en.wikipedia.org/wiki/ZeroNet), [Docs](https://zeronet.readthedocs.io/en/latest)) Open, free, and uncensorable websites, using Bitcoin cryptography and BitTorrent network. `(internet, linux, mac)`
  1. **Zim Wiki** - ([Repo](https://github.com/jaap-karssenberg/zim-desktop-wiki), [Home](http://zim-wiki.org/)) Desktop wiki designed for note-taking, list-making, and drafting. `(organization, linux, gtk)`

### <a id="tag-desktop.mac" href="#tag-desktop.mac">Mac</a>

  1. **Algojammer** - ([Repo](https://github.com/ChrisKnott/Algojammer), [Demo](https://www.youtube.com/watch?v=9XPE4uT0AdE)) An experimental, proof-of-concept IDE to assist with algorithm-writing in a competition setting. `(editor, linux, windows, tk)`
  1. **Anki** - ([Repo](https://github.com/dae/anki), [Home](https://apps.ankiweb.net/), [Docs](https://apps.ankiweb.net/docs/manual.html)) Powerful desktop application for flash cards and memorization. `(education, linux, windows, qt5)`
  1. **Ansible** - ([Repo](https://github.com/ansible/ansible), [Home](https://www.ansible.com/), [Docs](https://docs.ansible.com/ansible)) Agentless, playbook-based automation. `(ops, linux, corp)`
  1. **Artisan** - ([Repo](https://github.com/artisan-roaster-scope/artisan), [Home](https://artisan-scope.org/), [Docs](https://artisan-scope.org/docs/quick-start-guide)) Desktop visual scope for coffee roasters, which helps coffee roasters record, analyze, and control roast profiles. `(science, linux, windows)`
  1. **ASCEND** - ([Repo](http://code.ascend4.org/ascend/trunk), [Home](http://ascend4.org/Main_Page), [WP](https://en.wikipedia.org/wiki/ASCEND)) Mathematical chemical process modelling system developed at Carnegie Mellon University since late 1978. `(science, linux, windows, gtk)`
  1. **asciinema** - ([Repo](https://github.com/asciinema/asciinema), [Home](https://asciinema.org/)) Terminal session recorder and replayer. `(dev, linux)`
  1. **B2** - ([Repo](https://github.com/Backblaze/B2_Command_Line_Tool), [PyPI](https://pypi.python.org/pypi/b2)) Command-line tool that gives easy access to all of the capabilities of Backblaze's [B2 Cloud Storage](https://www.backblaze.com/b2/cloud-storage.html). `(storage, linux, windows, corp)`
  1. **beancount** - ([Repo](https://bitbucket.org/blais/beancount), [Home](http://furius.ca/beancount), [gh](https://github.com/beancount/beancount), [PyPI](https://pypi.org/project/beancount), [Docs](https://docs.google.com/document/d/1RaondTJCS_IUPBHFNdT8oqFKJjVJDsfsn6JEjBG04eA/edit)) A double-entry bookkeeping language to define financial transaction records in plain text, then generate a variety of reports, via CLI and web interface. (See also, [Plain Text Accounting](https://plaintextaccounting.org/)). `(organization, linux, windows)`
  1. **Beets** - ([Repo](https://github.com/beetbox/beets), [Home](http://beets.io/), [PyPI](https://pypi.org/project/beets)) Feature-rich command-line music library manager with web UI, duplicate detection, transcoding, and tagging support, integrating with MusicBrainz, Discogs, and more. `(audio, linux, windows)`
  1. **Bitmessage** - ([Repo](https://github.com/Bitmessage/PyBitmessage), [Docs](https://bitmessage.org/wiki/Main_Page)) Reference client for Bitmessage, a peer-to-peer encrypted decentralised communication protocol. `(communication, linux, windows, kivy, qt4, tui)`
  1. **Buildout** - ([Repo](https://github.com/buildout/buildout), [WP](https://en.wikipedia.org/wiki/Buildout), [Docs](http://docs.buildout.org/)) Extensible deployment automation tool designed for application-centric assembly and deployment, as well as repeatable Python software builds. `(build, linux, windows)`
  1. **buku** - ([Repo](https://github.com/jarun/buku), [Fund](https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=RMLTQ76JSXJ4Q), [Docs](https://github.com/jarun/buku/wiki)) Browser-independent bookmark manager with CLI and web server frontends, with integrations for browsers, cloud-based bookmark managers, and emacs. `(internet, organization, linux, windows, server)`
  1. **Bup** - ([Repo](https://github.com/Bup/Bup), [Home](https://bup.github.io/)) Efficient backup system based on the git packfile format, providing fast incremental saves and global deduplication. `(productivity, linux)`
  1. **BYOB (Build Your Own Botnet)** - ([Repo](https://github.com/malwaredllc/byob)) Client-server framework (RAT and C2 server) for security researchers to build and operate basic botnets. `(security, linux, windows)`
  1. **Cactus** - ([Repo](https://github.com/eudicots/Cactus), [PyPI](https://pypi.org/project/cactus)) Static website generator using Django templates. `(static_site, linux, windows)`
  1. **Calibre** - ([Repo](https://github.com/kovidgoyal/calibre), [Home](https://calibre-ebook.com/), [WP](https://en.wikipedia.org/wiki/Calibre_%28software%29), [Fund](https://www.patreon.com/kovidgoyal)) E-book manager designed for viewing, converting, editing, and cataloging e-books in all major formats. `(organization, linux, windows, qt5)`
  1. **Cataclysm: Dark Days Ahead (Launcher)** - ([Repo](https://github.com/remyroy/CDDA-Game-Launcher), [Home](https://cataclysmdda.org/)) Launcher for popular FOSS game [CDDA](https://cataclysmdda.org/), which supports automatic updates and mod management. `(games, linux, windows)`
  1. **CellProfiler** - ([Repo](https://github.com/CellProfiler/CellProfiler), [Home](http://cellprofiler.org/), [Manual](https://cellprofiler.org/cpa), [Docs](https://github.com/CellProfiler/CellProfiler/wiki)) Interactive data exploration, analysis, and classification of biological image sets. `(science, linux, windows)`
  1. **cellxgene** - ([Repo](https://github.com/chanzuckerberg/cellxgene), [Home](https://chanzuckerberg.github.io/cellxgene)) Web-based interactive explorer for single-cell transcriptomics data. `(science, linux, windows, fnd)`
  1. **Chert** - ([Repo](https://github.com/mahmoud/chert), [PyPI](https://pypi.org/project/chert)) Static site generator with built-in support for listicles, created by this humble author, used to power [calver.org](https://calver.org), [0ver.org](https://0ver.org), and [sedimental.org](https://sedimental.org/), the author's blog. Mostly here as an easter egg :) `(static_site, linux, windows)`
  1. **Conan** - ([Repo](https://github.com/conan-io/conan), [Home](https://conan.io/), [Docs](https://docs.conan.io/en/latest)) Decentralized package manager for binary package management, targeted at C/C++ developers. `(pkg_mgr, linux, windows)`
  1. **Conda** - ([Repo](https://github.com/conda/conda), [Home](https://conda.io/), [WP](https://en.wikipedia.org/wiki/Conda_%28package_manager%29)) OS-agnostic, system-level binary package manager and ecosystem, with a focus on Python and high-performance scientific computing. `(pkg_mgr, linux, windows, corp)`
  1. **CouchPotato** - ([Repo](https://github.com/CouchPotato/CouchPotatoServer), [Home](http://couchpota.to/)) Personal video recorder focused on movies, with support for usenet and torrents. `(organization, linux, windows)`
  1. **Cura** - ([Repo](https://github.com/Ultimaker/Cura), [Home](https://ultimaker.com/software/ultimaker-cura), [WP](https://en.wikipedia.org/wiki/Cura_%28software%29), [Docs](https://ultimaker.com/en/resources/manuals/software)) Popular desktop software for preparation and control of 3D printing, integrated with CAD workflows. `(graphics, linux, windows, corp, hardware)`
  1. **Cython** - ([Repo](https://github.com/cython/cython), [Home](https://cython.org/), [PyPI](https://pypi.org/project/cython), [Docs](http://docs.cython.org/)) Language and compiler designed for high-performance Python and C interoperability. `(dev, linux, windows)`
  1. **Deluge** - ([Repo](https://github.com/deluge-torrent/deluge), [Home](https://deluge-torrent.org/), [WP](https://en.wikipedia.org/wiki/Deluge_%28software%29), [Fund](https://www.patreon.com/deluge_cas)) Popular, lightweight, cross-platform BitTorrent client. `(internet, linux, windows, server, gtk)`
  1. **detect-secrets** - ([Repo](https://github.com/Yelp/detect-secrets)) An enterprise-friendly CLI for auditing, detecting, and preventing secrets in code. `(security, dev, linux, windows)`
  1. **doc2dash** - ([Repo](https://github.com/hynek/doc2dash), [Home](https://doc2dash.readthedocs.io/), [PyPI](https://pypi.org/project/doc2dash)) Extensible CLI-based [Documentation Set](https://developer.apple.com/library/archive/documentation/DeveloperTools/Conceptual/Documentation_Sets/010-Overview_of_Documentation_Sets/docset_overview.html#//apple_ref/doc/uid/TP40005266-CH13-SW6) generator intended for use with [Dash.app](https://kapeli.com/dash/) and [other](https://velocity.silverlakesoftware.com/) [compatible](https://github.com/dash-docs-el/helm-dash) [API browsers](https://zealdocs.org/). `(docs, linux)`
  1. **Docker Compose** - ([Repo](https://github.com/docker/compose), [Docs](https://docs.docker.com/compose)) Docker Compose is a tool for defining and running multi-container Docker applications. `(dev, linux, windows, corp)`
  1. **doit** - ([Repo](https://github.com/pydoit/doit), [Home](https://pydoit.org/), [Fund](https://opencollective.com/doit), [Docs](https://pydoit.org/contents.html)) Command-line task management and automation tool, with directives written in Python. `(build, linux, windows)`
  1. **doitlive** - ([Repo](https://github.com/sloria/doitlive), [PyPI](https://pypi.org/project/doitlive), [Docs](https://doitlive.readthedocs.io/)) Tool for live presentations in the terminal. `(dev, linux)`
  1. **DrawBot** - ([Repo](https://github.com/typemytype/drawbot), [Home](http://www.drawbot.com/), [WP](https://en.wikipedia.org/wiki/DrawBot)) A powerful programmatic 2D drawing application for MacOS X which generates graphics from Python scripts. `(graphics, education, dev)`
  1. **dupeGuru** - ([Repo](https://github.com/arsenetar/dupeguru), [Home](https://dupeguru.voltaicideas.net/), [Docs](https://dupeguru.voltaicideas.net/help/en)) Cross-platform GUI tool to find duplicate files. `(organization, linux, windows)`
  1. **dvc (Data Version Control)** - ([Repo](https://github.com/iterative/dvc), [Home](https://dvc.org/), [Docs](https://dvc.org/doc)) Command-line tool for version control over data used in machine learning projects. Aims to replace Excel and other tools used to track and deploy model versions. `(ai, organization, scm, linux, windows)`
  1. **Ergonomica** - ([Repo](https://github.com/ergonomica/ergonomica), [Docs](http://ergonomica.readthedocs.io/)) Cross-platform shell language based on [S-expressions](https://en.wikipedia.org/wiki/S-expression) combined with traditional shell features. `(shell, linux, windows)`
  1. **Eric IDE** - ([Repo](http://die-offenbachs.homelinux.org:48888/hg/eric), [Home](https://eric-ide.python-projects.org/)) Python editor and IDE, based on Qt, integrating Scintilla editor control. `(editor, linux, windows, qt5)`
  1. **Exaile** - ([Repo](https://github.com/exaile/exaile), [WP](https://en.wikipedia.org/wiki/Exaile)) Cross-platform audio player, tag editor, and library organizer. `(audio, linux, windows, gtk)`
  1. **fava** - ([Repo](https://github.com/beancount/fava), [Demo](https://fava.pythonanywhere.com/huge-example-file/income_statement), [Docs](https://beancount.github.io/fava)) Web interface for the double-entry bookkeeping software [Beancount](http://furius.ca/beancount/) with a focus on features and usability. `(organization, linux, windows)`
  1. **FreeCAD** - ([Repo](https://github.com/FreeCAD/FreeCAD), [WP](https://en.wikipedia.org/wiki/FreeCAD)) General-purpose parametric 3D CAD modeler and a building information modeling (BIM) software with finite-element-method (FEM) support. `(graphics, linux, windows, cpp, qt)`
  1. **Frescobaldi** - ([Repo](https://github.com/wbsoft/frescobaldi), [WP](https://en.wikipedia.org/wiki/Frescobaldi_%28software%29)) An editor for [LilyPond](https://en.wikipedia.org/wiki/LilyPond) music files. `(audio, linux, windows, qt)`
  1. **Friture** - ([Repo](https://github.com/tlecomte/friture), [Home](http://friture.org/)) Visualizes and analyzes live audio data in real-time, including scope, spectrum analyzer, rolling 2D spectrogram, and more. `(audio, linux, windows, qt5)`
  1. **Gajim** - ([Repo](https://dev.gajim.org/gajim/gajim), [WP](https://en.wikipedia.org/wiki/Gajim)) Lightweight, cross-platform instant messaging client for the XMPP protocol. `(communication, linux, windows, gtk)`
  1. **Gaphor** - ([Repo](https://github.com/gaphor/gaphor), [Docs](https://gaphor.readthedocs.io/en/latest)) Simple [UML](https://en.wikipedia.org/wiki/Unified_Modeling_Language) modeling tool designed for beginners. `(graphics, docs, linux, windows, flatpak, gtk)`
  1. **gdbgui** - ([Repo](https://github.com/cs01/gdbgui), [Home](https://gdbgui.com/), [PyPI](https://pypi.org/project/gdbgui)) Browser-based frontend for [gdb](https://en.wikipedia.org/wiki/GNU_Debugger). `(dev, linux, windows)`
  1. **Git Cola** - ([Repo](https://github.com/git-cola/git-cola), [Home](https://git-cola.github.io/)) Featureful cross-platform GUI wrapper for `git`. `(scm, linux, windows, qt4, qt5)`
  1. **Gitless** - ([Repo](https://github.com/sdg-mit/gitless), [Home](https://gitless.com/), [PyPI](https://pypi.org/project/gitless), [Docs](https://gitless.com/#documentation)) Simple version control system built on top of Git. `(scm, linux, windows)`
  1. **Glances** - ([Repo](https://github.com/nicolargo/glances), [Home](https://nicolargo.github.io/glances), [Docs](https://glances.readthedocs.io/en/stable)) A cross-platform top/htop alternative, providing an overview of system resources. `(productivity, ops, linux, windows, server)`
  1. **gmvault** - ([Repo](https://github.com/gaubert/gmvault), [Home](http://gmvault.org/)) Tool for backing up gmail accounts. `(productivity, linux, windows, qt5)`
  1. **GNS3 GUI** - ([Repo](https://github.com/GNS3/gns3-gui), [Home](https://www.gns3.com/), [PyPI](https://pypi.org/project/gns3-gui), [Docs](https://docs.gns3.com/)) Graphical Network Simulator used to emulate, configure, test and troubleshoot virtual and real networks. (Backed by server component [here](https://github.com/GNS3/gns3-server).) `(dev, linux, windows)`
  1. **GNU Bazaar** - ([Repo](https://code.launchpad.net/bzr), [Home](http://bazaar.canonical.com/en), [WP](https://en.wikipedia.org/wiki/GNU_Bazaar), [Docs](http://doc.bazaar.canonical.com/en)) Distributed and client-server revision control system. `(scm, linux, windows)`
  1. **GNU Radio** - ([Repo](https://github.com/gnuradio/gnuradio), [Home](https://www.gnuradio.org/), [WP](https://en.wikipedia.org/wiki/GNU_Radio)) Software development toolkit that provides signal processing blocks to implement software-defined radios and signal-processing systems. `(audio, linux, windows, cpp, qt)`
  1. **GNU Solfege** - ([Repo](http://git.savannah.gnu.org/cgit/solfege.git), [WP](https://en.wikipedia.org/wiki/GNU_Solfege)) An ear-training program intended to help musicians improve their skills. `(audio, linux, windows, gtk)`
  1. **gPodder** - ([Repo](https://github.com/gpodder/gpodder), [Home](https://gpodder.org/)) Simple, mature media aggregator and podcast client. `(internet, linux, windows, gtk)`
  1. **Gramps** - ([Repo](https://github.com/gramps-project/gramps), [Home](https://gramps-project.org/)) Genealogy software that is both intuitive for hobbyists and feature-complete for professional genealogists. `(organization, linux, windows, gtk)`
  1. **Gridsync** - ([Repo](https://github.com/gridsync/gridsync)) Cross-platform GUI built to synchronize local directories with Tahoe-LAFS storage grids. `(productivity, storage, linux, windows)`
  1. **Grow** - ([Repo](https://github.com/grow/grow), [Home](https://grow.io/), [PyPI](https://pypi.org/project/grow)) Static site generator optimized for building interactive, localized microsites, with a focus on workflow and maintainability. `(static_site, linux, windows)`
  1. **GTimeLog** - ([Repo](https://github.com/gtimelog/gtimelog), [Home](https://gtimelog.org/), [Fund](https://ko-fi.com/mgedmin), [Docs](https://gtimelog.org/docs.html)) Desktop-based time tracker with support for logging billable/non-billable work. `(productivity, organization, linux, windows)`
  1. **GYP** - ([Repo](https://chromium.googlesource.com/external/gyp), [Home](https://gyp.gsrc.io/), [WP](https://en.wikipedia.org/wiki/GYP_%28software%29)) AKA 'Generate Your Projects', a build system that generates other build systems. `(build, linux, windows)`
  1. **Hangups** - ([Repo](https://github.com/tdryer/hangups), [Snap](https://snapcraft.io/hangups), [Docs](https://hangups.readthedocs.io/en/latest)) Third-party instant messenger for [Google Hangouts](https://en.wikipedia.org/wiki/Google_Hangouts), with support for group messaging and other proprietary features. `(communication, linux, docker, snap)`
  1. **Headphones** - ([Repo](https://github.com/rembo10/headphones), [Docs](https://github.com/rembo10/headphones/wiki)) Web-based digital music library for automating music downloads through Usenet and torrents. `(organization, linux, windows)`
  1. **hosts** - ([Repo](https://github.com/StevenBlack/hosts)) Command-line application which merges reputable [hosts files](https://en.wikipedia.org/wiki/Hosts_(file)) with deduplication for the purpose of blocking undesirable websites via DNS blackhole. `(internet, security, linux, windows)`
  1. **httpie** - ([Repo](https://github.com/jakubroztocil/httpie), [Home](https://httpie.org/), [PyPI](https://pypi.org/project/httpie)) Command-line HTTP client with JSON support, syntax highlighting, wget-like downloads, extensions, and more. `(internet, dev, linux, windows)`
  1. **Hyde** - ([Repo](https://github.com/hyde/hyde), [Home](http://hyde.github.io/), [PyPI](https://pypi.org/project/hyde)) Static site generator which began as the Python counterpart to [Jekyll](https://github.com/jekyll/jekyll). `(static_site, linux, windows)`
  1. **InVesalius** - ([Repo](https://github.com/invesalius/invesalius3), [Home](https://invesalius.github.io/), [WP](https://en.wikipedia.org/wiki/InVesalius)) Generates virtual reconstructions of structures in the human body for medical purposes, including CT and MRI scans. `(science, linux, windows, gtk)`
  1. **jrnl** - ([Repo](https://github.com/maebert/jrnl), [Home](http://jrnl.sh/)) Simple, ecncrypted journal application for your command line. `(organization, linux, windows, homebrew)`
  1. **Jupyter Notebook** - ([Repo](https://github.com/jupyter/notebook), [Home](https://jupyter.org/), [WP](https://en.wikipedia.org/wiki/Project_Jupyter#Jupyter_Notebook)) Web-based, extensible notebook environment for interactive computing. `(editor, linux, windows)`
  1. **Komodo Edit** - ([Repo](https://github.com/Komodo/KomodoEdit), [Home](https://www.activestate.com/products/komodo-edit), [WP](https://en.wikipedia.org/wiki/Komodo_Edit)) Multi-language code editor, written in JS, Python, and C++, based on the Mozilla platform. `(editor, linux, windows, cpp, js)`
  1. **LazyLibrarian** - ([Repo](https://gitlab.com/LazyLibrarian/LazyLibrarian), [Forum](https://www.reddit.com/r/LazyLibrarian), [Docs](https://lazylibrarian.gitlab.io/)) Web-based digital library organizer with support for following authors and automatic metadata retrieval. `(organization, linux)`
  1. **Lektor** - ([Repo](https://github.com/lektor/lektor), [Home](https://www.getlektor.com/), [PyPI](https://pypi.org/project/Lektor)) Static site generator with built-in admin console and minimal desktop application. `(static_site, linux, windows)`
  1. **Leo Editor** - ([Repo](https://github.com/leo-editor/leo-editor), [Home](http://leoeditor.com/), [WP](https://en.wikipedia.org/wiki/Leo_%28text_editor%29)) Personal Information Manager (PIM), IDE, and outliner with a holistic approach to programming and writing. `(editor, linux, windows, qt5)`
  1. **Mackup** - ([Repo](https://github.com/lra/mackup), [PyPI](https://pypi.org/project/mackup)) Utility to back up and synchronize application settings, with support for several storage backends (e.g., Dropbox, Git), and dozens of applications. `(productivity, linux)`
  1. **Magic Wormhole** - ([Repo](https://github.com/warner/magic-wormhole), [PyPI](https://pypi.org/project/magic-wormhole), [Docs](https://magic-wormhole.readthedocs.io/en/latest)) Security- and speed-focused file transfer tool with support for files, text, and directories. `(communication, linux, console)`
  1. **Mailpile** - ([Repo](https://github.com/mailpile/Mailpile), [Home](https://mailpile.is/)) Fast email client with user-friendly encryption and privacy features. `(communication, linux, windows)`
  1. **MakeHuman** - ([Repo](https://bitbucket.org/MakeHuman/makehuman), [WP](https://en.wikipedia.org/wiki/MakeHuman)) 3D computer graphics software designed for the prototyping of photo realistic humanoids. `(graphics, linux, windows, qt)`
  1. **Mayavi** - ([Repo](https://github.com/enthought/mayavi), [Home](http://docs.enthought.com/mayavi/mayavi)) General purpose, cross-platform tool for 2-D and 3-D scientific data visualization. `(science, linux, windows, qt4)`
  1. **Meld** - ([Repo](https://github.com/GNOME/meld), [Home](http://meldmerge.org/)) Visual diff and merge tool targeted at developers, providing two- and three-way comparison of both files and directories, and supports many version control systems including Git, Mercurial, Bazaar, and Subversion. `(code_review, linux, windows, gtk)`
  1. **Mercurial** - ([Repo](https://www.mercurial-scm.org/repo/hg-stable), [Home](https://www.mercurial-scm.org/), [WP](https://en.wikipedia.org/wiki/Mercurial)) Cross-platform distributed revision-control system designed for high performance and advanced branching/merging capabilities. `(scm, linux, windows)`
  1. **Meshroom** - ([Repo](https://github.com/alicevision/meshroom), [Home](http://alicevision.github.io/)) Photogrammetry pipeline, for turning photographs into 3D models. `(graphics, linux, windows, qt)`
  1. **Meson** - ([Repo](https://github.com/mesonbuild/meson), [Home](http://mesonbuild.com/)) Build system designed for speed and user-friendliness. `(build, linux, windows)`
  1. **Metamorphose** - ([Repo](https://github.com/metamorphose/metamorphose2), [Home](http://file-folder-ren.sourceforge.net/)) Graphical mass renaming program for files and folders. `(productivity, linux, windows, wx)`
  1. **MITMproxy** - ([Repo](https://github.com/mitmproxy/mitmproxy), [Home](https://mitmproxy.org/)) Interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers. `(security, linux, windows)`
  1. **MLflow** - ([Repo](https://github.com/mlflow/mlflow), [Home](https://mlflow.org/), [Docs](https://mlflow.org/docs/latest/index.html)) Integrated command-line application and web service, supporting an end-to-end machine-learning workflow around tracking, packaging, and deploying. Developed by [Databricks](https://docs.databricks.com/applications/mlflow/index.html). `(ai, organization, dev, linux, corp)`
  1. **Mnemosyne** - ([Repo](https://github.com/mnemosyne-proj/mnemosyne), [Home](https://mnemosyne-proj.org/)) Spaced-repetition flashcard program for efficient memorization. `(education, linux, windows, qt5)`
  1. **Mosaic** - ([Repo](https://github.com/usnistgov/mosaic), [Home](https://pages.nist.gov/mosaic), [Docs](https://pages.nist.gov/mosaic/html/index.html)) Desktop-based single molecule analysis toolbox that automatically decodes multi-state nanopore data. `(science, linux, windows, gov)`
  1. **mu** - ([Repo](https://github.com/mu-editor/mu), [Home](https://codewith.mu/en)) A small, simple editor designed for beginner Python programmers. `(editor, linux, windows, qt5)`
  1. **Music Player** - ([Repo](https://github.com/albertz/music-player), [Home](http://albertz.github.io/music-player)) A simple music player designed around an infinite intelligent playlist, with support for headless playback. `(audio, linux)`
  1. **MusicBrainz Picard** - ([Repo](https://github.com/metabrainz/picard), [Home](https://picard.musicbrainz.org/), [WP](https://en.wikipedia.org/wiki/MusicBrainz_Picard)) Automatically identify, tag, and organize music albums and other digital audio recordings. `(audio, linux, windows, qt)`
  1. **mycli** - ([Repo](https://github.com/dbcli/mycli), [Home](https://www.mycli.net/), [PyPI](https://pypi.python.org/pypi/mycli)) Interactive MySQL client that does auto-completion and syntax highlighting. `(storage, linux)`
  1. **MyPaint** - ([Repo](https://github.com/mypaint/mypaint), [Home](http://mypaint.org/), [WP](https://en.wikipedia.org/wiki/MyPaint)) Raster graphics editor for digital painters with a focus on painting rather than image manipulation. `(graphics, linux, windows, gtk)`
  1. **Nagstamon** - ([Repo](https://github.com/HenriWahl/Nagstamon), [Home](https://nagstamon.ifw-dresden.de/), [Docs](https://nagstamon.ifw-dresden.de/docs)) Status monitor for the desktop, with support for Nagios, Icinga, Opsview, and more. `(ops, linux, windows)`
  1. **NColony** - ([Repo](https://github.com/ncolony/ncolony), [Home](http://ncolony.org/en/latest)) Process manager and monitor. `(ops, linux, server)`
  1. **Neubot** - ([Repo](https://github.com/neubot/neubot), [Home](http://www.neubot.org/)) Lightweight agent which collects data for net-neutrality research. `(internet, linux, windows)`
  1. **Nikola** - ([Repo](https://github.com/getnikola/nikola), [Home](https://www.getnikola.com/), [PyPI](https://pypi.org/project/nikola)) Command-line static site generator with incremental rebuilds and support for Markdown, reST, Jupyter notebooks, and HTML. `(static_site, linux, windows)`
  1. **Ninja IDE** - ([Repo](https://github.com/ninja-ide/ninja-ide), [Home](http://ninja-ide.org/), [WP](https://en.wikipedia.org/wiki/Ninja-IDE)) Cross-platform Python IDE with project management, linting, extensions, and more. `(editor, linux, windows, qt5)`
  1. **Nuxeo Drive** - ([Repo](https://github.com/nuxeo/nuxeo-drive), [Home](https://www.nuxeo.com/products/drive-desktop-sync), [Docs](https://doc.nuxeo.com/client-apps/nuxeo-drive)) Cross-platform desktop synchronization client for the Nuxeo platform. `(productivity, storage, linux, windows, console, appimage, lgpl, qt5)`
  1. **OCRopus** - ([Repo](https://github.com/tmbdev/ocropy), [WP](https://en.wikipedia.org/wiki/OCRopus)) Document analysis and optical character recognition (OCR) system. `(graphics, linux, console)`
  1. **OnionShare** - ([Repo](https://github.com/micahflee/onionshare), [Home](https://onionshare.org/), [Docs](https://github.com/micahflee/onionshare/wiki)) Secure and anonymous file sharing over [Tor](https://en.wikipedia.org/wiki/Tor_(anonymity_network)) services. `(communication, linux, windows, qt5)`
  1. **OPEM** - ([Repo](https://github.com/ECSIM/opem), [Docs](https://www.ecsim.ir/opem/doc)) A modeling tool for evaluating the performance of [proton exchange membrane (PEM) fuel cells](https://en.wikipedia.org/wiki/Proton-exchange_membrane_fuel_cell). `(science, linux, windows)`
  1. **OpenLibrary** - ([Repo](https://github.com/internetarchive/openlibrary), [Home](https://openlibrary.org/), [WP](https://en.wikipedia.org/wiki/Open_Library)) Web application for an open, editable library catalog, used by [The Internet Archive](https://archive.org/) towards building a web page for every book ever published. `(organization, linux, windows, docker)`
  1. **OpenLP** - ([Repo](https://code.launchpad.net/openlp), [Home](https://openlp.org/)) Presentation software geared toward church usage. `(misc, linux, windows, qt5)`
  1. **OpenShot** - ([Repo](https://github.com/OpenShot/openshot-qt), [Home](https://www.openshot.org/), [WP](https://en.wikipedia.org/wiki/OpenShot), [Fund](https://www.patreon.com/openshot)) A cross-platform video editor for FreeBSD, Linux, macOS, and Windows. `(video, linux, windows, qt5)`
  1. **Orange** - ([Repo](https://github.com/biolab/orange3), [Home](https://orange.biolab.si/), [WP](https://en.wikipedia.org/wiki/Orange_%28software%29)) Component-based data mining software for graphical interactive data analysis and visualization. `(science, linux, windows, qt4, qt5)`
  1. **Pants** - ([Repo](https://github.com/pantsbuild/pants), [Home](https://www.pantsbuild.org/)) Build system designed for monolithic repositories. `(build, linux, corp)`
  1. **PathPicker** - ([Repo](https://github.com/facebook/PathPicker), [Home](http://facebook.github.io/PathPicker)) Shell utility to interactively select paths from the output of other commands. `(dev, linux)`
  1. **Pelican** - ([Repo](https://github.com/getpelican/pelican), [Home](https://blog.getpelican.com/), [PyPI](https://pypi.org/project/pelican)) Command-line static site generator that supports Markdown and reST syntax. `(static_site, linux, windows)`
  1. **pgcli** - ([Repo](https://github.com/dbcli/pgcli), [Home](https://www.pgcli.com/), [PyPI](https://pypi.python.org/pypi/pgcli)) Interactive PostgreSQL client that does auto-completion and syntax highlighting. `(storage, linux)`
  1. **pip** - ([Repo](https://github.com/pypa/pip), [Home](https://pip.pypa.io/en/stable), [WP](https://en.wikipedia.org/wiki/Pip_%28package_manager%29), [PyPI](https://pypi.org/project/pip)) Python's go-to package manager, with a wide range of features and platform support. `(pkg_mgr, linux, windows)`
  1. **pip-tools** - ([Repo](https://github.com/jazzband/pip-tools)) A set of command line tools to help you keep your pip-based packages fresh, even when you've pinned them. `(pkg_mgr, linux, windows)`
  1. **pipenv** - ([Repo](https://github.com/pypa/pipenv), [Docs](https://pipenv.readthedocs.io/en/latest)) Wrapper around `pip`, [`virtualenv`](https://github.com/pypa/virtualenv), and [`pip-tools`](https://github.com/jazzband/pip-tools) for a more holistic package management workflow. `(pkg_mgr, linux, windows)`
  1. **PlatformIO Core** - ([Repo](https://github.com/platformio/platformio-core), [Home](https://platformio.org/), [Fund](https://platformio.org/donate?utm_source=github&utm_medium=core), [PyPI](https://pypi.org/project/platformio), [Docs](https://docs.platformio.org/en/latest?utm_source=github&utm_medium=core)) Multiplatform CLI build system and library manager for IoT development. `(build, linux, windows)`
  1. **Plover** - ([Repo](https://github.com/openstenoproject/plover), [Home](https://www.openstenoproject.org/plover), [Fund](https://www.openstenoproject.org/donate), [Docs](https://github.com/openstenoproject/plover/wiki)) Background service for automatic translation of stenography movements to keystrokes, enabling typing speeds in excess of 200WPM in any application. `(productivity, linux, windows, hardware, qt5)`
  1. **Poetry** - ([Repo](https://github.com/sdispater/poetry), [Home](https://poetry.eustace.io/), [Docs](https://poetry.eustace.io/docs)) An independent approach to Python dependency management and packaging. `(pkg_mgr, linux, windows)`
  1. **PPCI** - ([Repo](https://bitbucket.org/windel/ppci), [Demo](https://godbolt.org/g/eooaPP), [gh](https://github.com/windelbouwman/ppci-mirror), [PyPI](https://pypi.org/project/ppci), [Docs](https://ppci.readthedocs.io/)) The Pure Python Compiler Infrastructure is a compiler written entirely in Python, containing front-ends for various programming languages (C, c3, WebAssembly, and others) as well as machine code generation backends for various CPUs (6500, arm, avr, x86_64, openrisc, among others). `(dev, linux, windows)`
  1. **pre-commit** - ([Repo](https://github.com/pre-commit/pre-commit), [Home](https://pre-commit.com/), [PyPI](https://pypi.org/project/pre-commit)) A framework for managing and maintaining multi-language git hooks. `(dev, linux, windows)`
  1. **Prosopopee** - ([Repo](https://github.com/Psycojoker/prosopopee), [Demo](https://surleschemins.fr/), [PyPI](https://pypi.org/project/prosopopee), [Docs](https://prosopopee.readthedocs.io/)) A static site generator designed for photographers and others who tell stories with pictures. `(static_site, linux, windows)`
  1. **Pyfa** - ([Repo](https://github.com/pyfa-org/Pyfa)) Python Fitting Assistant, cross-platform experimentation tool for [EVE Online](https://en.wikipedia.org/wiki/Eve_Online) ship fittings. `(games, linux, windows)`
  1. **PyLoad** - ([Repo](https://github.com/pyload/pyload), [Home](https://pyload.net/)) Download manager with a web interface and API. `(internet, linux, windows)`
  1. **Quod Libet** - ([Repo](https://github.com/quodlibet/quodlibet), [WP](https://en.wikipedia.org/wiki/Quod_Libet_%28software%29)) Cross-platform audio player, tag editor, and library organizer. `(audio, linux, windows, gtk)`
  1. **Qute Browser** - ([Repo](https://github.com/qutebrowser/qutebrowser), [Home](https://www.qutebrowser.org/)) Keyboard-driven, minimal, `vim`-like browser based on PyQt5. `(internet, linux, windows, qt5)`
  1. **RedNotebook** - ([Repo](https://github.com/jendrikseipp/rednotebook), [Home](https://rednotebook.sourceforge.io/downloads.html)) Desktop journal designed for rich text, media, and template-based entries, which can be tagged and searched, as well as exported to plain text, HTML, Latex, or PDF. `(organization, linux, windows)`
  1. **redo** - ([Repo](https://github.com/apenwarr/redo), [PyPI](https://pypi.org/project/redo-tools), [Docs](https://redo.readthedocs.io/en/latest)) A recursive, general-purpose build sytem, replacing `make` with original design by [DJB](https://en.wikipedia.org/wiki/Daniel_J._Bernstein). `(build, linux, windows, console)`
  1. **SABnzbd** - ([Repo](https://github.com/sabnzbd/sabnzbd), [Home](https://sabnzbd.org/), [Docs](https://sabnzbd.org/wiki)) Simple, cross-platform newsreader for downloading from Usenet. Supports many integrations and 16 languages. `(internet, linux, windows, server)`
  1. **Sage Math** - ([Repo](https://git.sagemath.org/sage.git), [Home](http://www.sagemath.org/), [WP](https://en.wikipedia.org/wiki/SageMath)) Cross-platform computer algebra system with features covering many aspects of mathematics, including algebra, combinatorics, graph theory, numerical analysis, number theory, calculus, and statistics. `(science, linux, windows)`
  1. **SCons** - ([Repo](https://github.com/SCons/scons), [Home](http://scons.org/), [WP](https://en.wikipedia.org/wiki/SCons)) Domain-specific language and build tool, designed to replace Make, autoconf, and ccache. `(build, linux, windows)`
  1. **SK1** - ([Repo](https://github.com/sk1project/sk1-wx), [Home](https://sk1project.net/), [WP](https://en.wikipedia.org/wiki/SK1_%28program%29)) Feature-rich, cross-platform illustration program. `(graphics, linux, windows, gtk, wx)`
  1. **SOFA Statistics** - ([Repo](https://code.launchpad.net/sofastatistics), [Home](http://www.sofastatistics.com/)) User-friendly statistics and analysis with a learn-as-you-go approach. `(science, linux, windows, wx)`
  1. **SoundGrain** - ([Repo](https://github.com/belangeo/soundgrain), [Home](http://ajaxsoundstudio.com/software/soundgrain), [Fund](https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=9CA99DH6ES3HA)) Graphical interface designed for drawing and editing trajectories to control [granular sound synthesis](https://en.wikipedia.org/wiki/Granular_synthesis). `(audio, linux, windows)`
  1. **Spack** - ([Repo](https://github.com/spack/spack), [Home](https://spack.io/), [Docs](https://spack.readthedocs.io/en/latest)) Language-independent package manager for supercomputers, Mac, and Linux, designed for scientific computing. `(science, pkg_mgr, linux)`
  1. **Spiderfoot** - ([Repo](https://github.com/smicallef/spiderfoot), [Home](https://www.spiderfoot.net/), [Docs](https://www.spiderfoot.net/documentation)) Reconnaissance tool that automatically queries over 100 public data sources to gather intelligence on IP addresses, domain names, e-mail addresses, names, and more. `(security, linux, windows, docker, server)`
  1. **Spyder IDE** - ([Repo](https://github.com/spyder-ide/spyder), [Home](https://www.spyder-ide.org/), [WP](https://en.wikipedia.org/wiki/Spyder_%28software%29)) Scientific editing and execution environment designed by and for scientists, engineers, and data analysts using Python. `(editor, linux, windows, qt5)`
  1. **sshuttle** - ([Repo](https://github.com/sshuttle/sshuttle), [Docs](https://sshuttle.readthedocs.org/)) Transparent network proxy server that uses SSH to achieve VPN-like results, without requiring root access. `(security, linux)`
  1. **Stargate DAW** - ([Repo](https://github.com/stargatedaw/stargate)) All-in-one Digital Audio Workstation (DAW) with a suite of instrument and effect plugins. `(audio, linux, windows, qt56)`
  1. **streamlink** - ([Repo](https://github.com/streamlink/streamlink), [Home](https://streamlink.github.io/), [PyPI](https://pypi.org/project/streamlink)) Command-line utility that extracts streams from various services and pipes them into a video player of choice. `(internet, linux, windows)`
  1. **Supervisor** - ([Repo](https://github.com/Supervisor/supervisor), [Home](http://supervisord.org/)) Process manager and monitor. `(ops, linux, server)`
  1. **TahoeLAFS** - ([Repo](https://github.com/tahoe-lafs/tahoe-lafs), [Home](https://tahoe-lafs.org/trac/tahoe-lafs), [WP](https://en.wikipedia.org/wiki/Tahoe-LAFS)) Decentralized cloud storage system for robust distributed data storage. `(storage, linux, windows)`
  1. **term2048** - ([Repo](https://github.com/bfontaine/term2048), [PyPI](https://pypi.python.org/pypi/term2048)) TUI version of [2048](http://gabrielecirulli.github.io/2048/). `(games, linux, tui)`
  1. **Thonny** - ([Repo](https://github.com/thonny/thonny), [Home](https://thonny.org/), [WP](https://en.wikipedia.org/wiki/Thonny)) Cross-platform Python IDE for beginners, designed for learning to code. `(editor, linux, windows, tk)`
  1. **Thug** - ([Repo](https://github.com/buffer/thug), [Fund](https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=XTDF8AHJ28CXY), [PyPI](https://pypi.org/project/thug), [Docs](https://thug-honeyclient.readthedocs.io/en/latest)) Low-interaction honeyclient designed to mimic the behavior of a web browser in order to detect and emulate malicious contents. `(security, linux)`
  1. **Tribler** - ([Repo](https://github.com/Tribler/tribler), [Home](http://www.tribler.org/), [WP](https://en.wikipedia.org/wiki/Tribler)) Privacy enhanced BitTorrent client with P2P content discovery. `(internet, linux, windows, qt5)`
  1. **Universal Radio Hacker (URH)** - ([Repo](https://github.com/jopohl/urh)) Wireless protocol investigator, with a focus on analyzing proprietary IoT communication. `(security, linux, windows)`
  1. **Unknown Horizons** - ([Repo](https://github.com/unknown-horizons/unknown-horizons), [Home](http://unknown-horizons.org/)) 2D real-time strategy simulation with an emphasis on economy and city building. (Not unlike Age of Empires) `(games, linux, windows)`
  1. **Veusz** - ([Repo](https://github.com/veusz/veusz), [Home](https://veusz.github.io/)) 2D and 3D scientific plotting, designed to produce publication-ready PDF or SVG graphs. `(science, linux, windows, qt)`
  1. **Vidcutter** - ([Repo](https://github.com/ozmartian/vidcutter)) GUI and CLI aiming to be the fastest and simplest way to cut and join video. `(video, linux, windows)`
  1. **Virtaal** - ([Repo](https://github.com/translate/virtaal), [Home](http://virtaal.translatehouse.org/)) Cross-platform GUI for performing translation, with support for a variety of formats. `(communication, linux, windows, gtk)`
  1. **VisiData** - ([Repo](https://github.com/saulpw/visidata), [Home](https://visidata.org/), [Fund](https://patreon.com/saulpw), [PyPI](https://pypi.org/project/visidata), [Docs](https://visidata.org/docs)) Interactive multitool for exploring, analyzing, and converting datasets in the terminal. `(productivity, linux, tui)`
  1. **Voltron** - ([Repo](https://github.com/snare/voltron)) Extensible debugger wrapper aiming to improve the user experience of various debuggers, such as [LLDB](https://lldb.llvm.org/), [GDB](https://en.wikipedia.org/wiki/GNU_Debugger), and [WinDbg](https://en.wikipedia.org/wiki/WinDbg). `(dev, linux, windows)`
  1. **Vorta** - ([Repo](https://github.com/borgbase/vorta), [Home](https://vorta.borgbase.com/)) GUI backup client built on top of [BorgBackup](https://borgbackup.readthedocs.io/). `(productivity, linux)`
  1. **Wikid Pad** - ([Repo](https://github.com/WikidPad/WikidPad), [Home](http://wikidpad.sourceforge.net/)) Desktop wiki notebook for storing your thoughts and ideas. `(organization, linux, windows, wx)`
  1. **Xonsh** - ([Repo](https://github.com/xonsh/xonsh), [Home](https://xon.sh/)) Cross-platform shell language and command prompt. The language is a superset of Python 3.4+ with additional shell primitives. `(shell, linux, windows)`
  1. **You-Get** - ([Repo](https://github.com/soimort/you-get), [Home](https://you-get.org/)) Command-line program to browserlessly scrape and stream video, audio, and images from web sites. `(internet, linux, windows)`
  1. **youtube-dl** - ([Repo](https://github.com/rg3/youtube-dl), [Home](http://rg3.github.io/youtube-dl), [PyPI](https://pypi.org/project/youtube_dl)) Command-line program to browserlessly archive video and audio from YouTube and hundreds of other sites. `(internet, linux, windows)`
  1. **ZeroNet** - ([Repo](https://github.com/HelloZeroNet/ZeroNet), [Home](https://zeronet.io/), [WP](https://en.wikipedia.org/wiki/ZeroNet), [Docs](https://zeronet.readthedocs.io/en/latest)) Open, free, and uncensorable websites, using Bitcoin cryptography and BitTorrent network. `(internet, linux, windows)`

### <a id="tag-desktop.console" href="#tag-desktop.console">Console</a>

  1. **asciidoc** - ([Repo](https://github.com/asciidoc/asciidoc)) Text document format for writing notes, documentation, articles, books, slideshows, man pages & blogs. `(docs)`
  1. **autojump** - ([Repo](https://github.com/wting/autojump)) A `cd` with many heuristics to speed up console filesystem navigation. `(dev)`
  1. **aws-cli** - ([Repo](https://github.com/aws/aws-cli), [PyPI](https://pypi.org/project/awscli), [Docs](https://docs.aws.amazon.com/cli/latest)) Official command-line interface for Amazon Web Services. `(ops, py26)`
  1. **Black** - ([Repo](https://github.com/ambv/black), [PyPI](https://pypi.org/project/black), [Docs](https://black.readthedocs.io/)) Uncompromising automatic formatter for Python code. `(editor)`
  1. **cartoonify / Draw This.** - ([Repo](https://github.com/danmacnish/cartoonify), [Home](https://www.kapwing.com/cartoonify)) Turn a photograph into a toddler's drawing. Automatically! `(graphics, docker, hardware)`
  1. **coala** - ([Repo](https://github.com/coala/coala), [Home](https://coala.io/), [PyPI](https://pypi.org/project/coala)) Unified command-line interface for linting and fixing code, regardless of programming language. `(dev)`
  1. **Cookiecutter** - ([Repo](https://github.com/audreyr/cookiecutter), [PyPI](https://pypi.org/project/cookiecutter), [Docs](https://cookiecutter.readthedocs.io/en/latest)) Utility for creating new projects from shareable templates. `(dev)`
  1. **howdoi** - ([Repo](https://github.com/gleitz/howdoi), [PyPI](https://pypi.org/project/howdoi)) Instant coding answers from StackOverflow on your command line. `(dev)`
  1. **IPython** - ([Repo](https://github.com/ipython/ipython), [PyPI](https://pypi.org/project/ipython), [Docs](https://ipython.readthedocs.org/)) Set of enhancements to Python, wrapping it for richer interactivity. `(dev)`
  1. **Magic Wormhole** - ([Repo](https://github.com/warner/magic-wormhole), [PyPI](https://pypi.org/project/magic-wormhole), [Docs](https://magic-wormhole.readthedocs.io/en/latest)) Security- and speed-focused file transfer tool with support for files, text, and directories. `(communication, linux, mac)`
  1. **mkdocs** - ([Repo](https://github.com/mkdocs/mkdocs), [Home](https://www.mkdocs.org/), [PyPI](https://pypi.org/project/mkdocs)) Simple, customizable project documentation, with built-in dev server. `(docs)`
  1. **Nuxeo Drive** - ([Repo](https://github.com/nuxeo/nuxeo-drive), [Home](https://www.nuxeo.com/products/drive-desktop-sync), [Docs](https://doc.nuxeo.com/client-apps/nuxeo-drive)) Cross-platform desktop synchronization client for the Nuxeo platform. `(productivity, storage, linux, windows, mac, appimage, lgpl, qt5)`
  1. **OCRmyPDF** - ([Repo](https://github.com/ocrmypdf/ocrmypdf), [Fund](https://opencollective.com/james-barlow), [Snap](https://snapcraft.io/ocrmypdf), [Docs](http://ocrmypdf.readthedocs.io/)) Adds an OCR text layer to scanned PDF files, enabling text search and selection. `(productivity)`
  1. **OCRopus** - ([Repo](https://github.com/tmbdev/ocropy), [WP](https://en.wikipedia.org/wiki/OCRopus)) Document analysis and optical character recognition (OCR) system. `(graphics, linux, mac)`
  1. **PyEW** - ([Repo](https://github.com/joxeankoret/pyew), [Docs](https://github.com/joxeankoret/pyew/wiki)) Malware analysis tool, with support for hexadecimal viewing, disassembly, PE and ELF formats, plugins, and more. `(security)`
  1. **redo** - ([Repo](https://github.com/apenwarr/redo), [PyPI](https://pypi.org/project/redo-tools), [Docs](https://redo.readthedocs.io/en/latest)) A recursive, general-purpose build sytem, replacing `make` with original design by [DJB](https://en.wikipedia.org/wiki/Daniel_J._Bernstein). `(build, linux, windows, mac)`
  1. **Robot Framework** - ([Repo](https://github.com/robotframework/robotframework), [Home](http://robotframework.org/), [PyPI](https://pypi.org/project/robotframework)) Generic, cross-platform, and language-independent automation framework for acceptance testing, acceptance test driven development (ATDD), and robotic process automation (RPA). Extensible in Python and Java. `(dev)`
  1. **speedtest-cli** - ([Repo](https://github.com/sivel/speedtest-cli), [PyPI](https://pypi.org/project/speedtest-cli)) Command-line interface for testing Internet bandwidth using [speedtest.net](https://speedtest.net). `(internet)`
  1. **Sphinx** - ([Repo](https://github.com/sphinx-doc/sphinx), [Home](http://sphinx-doc.org/), [PyPI](https://pypi.org/project/Sphinx)) Documentation tool for interconnected bodies of authorship, from code documentation to books. Used by [the official Python docs](https://docs.python.org), and many other projects ([not all of them Python](https://varnish-cache.org/docs/)). `(docs)`
  1. **SQLFluff** - ([Repo](https://github.com/sqlfluff/sqlfluff), [Home](https://www.sqlfluff.com/), [Fund](https://flattr.com/github/alanmcruickshank), [PyPI](https://pypi.org/project/sqlfluff)) Dialect-flexible and configurable SQL linter, designed with ELT applications in mind, with support for templating and autofixing errors. `(code_review)`
  1. **sqlmap** - ([Repo](https://github.com/sqlmapproject/sqlmap), [Home](http://sqlmap.org/), [PyPI](https://pypi.org/project/sqlmap), [Docs](https://github.com/sqlmapproject/sqlmap/wiki)) Automatic SQL injection and database takeover. `(storage, security)`
  1. **XSStrike** - ([Repo](https://github.com/s0md3v/XSStrike)) [Cross Site Scripting](https://en.wikipedia.org/wiki/Cross-site_scripting) (XSS) detection suite equipped with multiple hand-written parsers, a payload generator, a fuzzing engine, and a performance-focused crawler. `(security)`

### <a id="tag-desktop-other" href="#tag-desktop-other">Other Desktop projects</a>

## <a id="tag-mobile" href="#tag-mobile">Mobile</a>


### <a id="tag-mobile.android" href="#tag-mobile.android">Android</a>

  1. **PySolFC** - ([Repo](https://github.com/shlomif/PySolFC), [Home](https://pysolfc.sourceforge.io/), [Android](https://f-droid.org/en/packages/org.lufebe16.pysolfc)) Highly-portable collection of solitaire card games. `(games, linux, windows, kivy, tk)`

### <a id="tag-mobile-other" href="#tag-mobile-other">Other Mobile projects</a>

## <a id="tag-server" href="#tag-server">Server</a>


### <a id="tag-server.docker" href="#tag-server.docker">Docker</a>

  1. **ArchiveBox** - ([Repo](https://github.com/pirate/ArchiveBox), [Home](https://archivebox.io/), [Docs](https://github.com/pirate/ArchiveBox/wiki)) Self-hosted web archive, for creating local, browsable backups of content from the web. Imports HTML, JS, PDFs, video, subtitles, git repositories, and more, from Pocket, Pinboard, browser history, etc. `(internet, organization, linux, windows)`
  1. **cartoonify / Draw This.** - ([Repo](https://github.com/danmacnish/cartoonify), [Home](https://www.kapwing.com/cartoonify)) Turn a photograph into a toddler's drawing. Automatically! `(graphics, console, hardware)`
  1. **Hangups** - ([Repo](https://github.com/tdryer/hangups), [Snap](https://snapcraft.io/hangups), [Docs](https://hangups.readthedocs.io/en/latest)) Third-party instant messenger for [Google Hangouts](https://en.wikipedia.org/wiki/Google_Hangouts), with support for group messaging and other proprietary features. `(communication, linux, mac, snap)`
  1. **OpenLibrary** - ([Repo](https://github.com/internetarchive/openlibrary), [Home](https://openlibrary.org/), [WP](https://en.wikipedia.org/wiki/Open_Library)) Web application for an open, editable library catalog, used by [The Internet Archive](https://archive.org/) towards building a web page for every book ever published. `(organization, linux, windows, mac)`
  1. **Pinry** - ([Repo](https://github.com/pinry/pinry), [Home](https://getpinry.com/), [Docs](https://docs.getpinry.com/)) Tiling image board system for saving, tagging, and sharing images, videos, and websites, like a self-hosted Pinterest. `(organization, server)`
  1. **PostHog** - ([Repo](https://github.com/PostHog/posthog), [Home](https://posthog.com/), [Docs](https://posthog.com/docs)) Self-hostable product analytics for tracking events, visualizing funnels, and much more. `(internet)`
  1. **Pupy** - ([Repo](https://github.com/n1nj4sec/pupy), [Docs](https://github.com/n1nj4sec/pupy/wiki/Installation)) Remote administration tool and post-exploitation framework, supporting Windows, Linux, Mac OS X, and Android targets. `(security, linux, server)`
  1. **Spiderfoot** - ([Repo](https://github.com/smicallef/spiderfoot), [Home](https://www.spiderfoot.net/), [Docs](https://www.spiderfoot.net/documentation)) Reconnaissance tool that automatically queries over 100 public data sources to gather intelligence on IP addresses, domain names, e-mail addresses, names, and more. `(security, linux, windows, mac, server)`

### <a id="tag-server.flatpak" href="#tag-server.flatpak">Flatpak</a>

  1. **Gaphor** - ([Repo](https://github.com/gaphor/gaphor), [Docs](https://gaphor.readthedocs.io/en/latest)) Simple [UML](https://en.wikipedia.org/wiki/Unified_Modeling_Language) modeling tool designed for beginners. `(graphics, docs, linux, windows, mac, gtk)`

### <a id="tag-server.appimage" href="#tag-server.appimage">Appimage</a>

  1. **Nuxeo Drive** - ([Repo](https://github.com/nuxeo/nuxeo-drive), [Home](https://www.nuxeo.com/products/drive-desktop-sync), [Docs](https://doc.nuxeo.com/client-apps/nuxeo-drive)) Cross-platform desktop synchronization client for the Nuxeo platform. `(productivity, storage, linux, windows, mac, console, lgpl, qt5)`

### <a id="tag-server-other" href="#tag-server-other">Other Server projects</a>
  1. **Abilian SBE** - ([Repo](https://github.com/abilian/abilian-sbe), [Home](https://www.abilian.com/)) A "Social Business Engine" with features including lightweight document management, discussions, wikis, timelines, and more. `(communication, cms)`
  1. **Aim** - ([Repo](https://github.com/aimhubio/aim), [Home](https://aimstack.io/), [Blog](https://aimstack.io/blog)) Aim is a self-hostable machine learning experiment tracker designed to handle 10,000s of training runs. `(ai, linux, fastapi)`
  1. **Airflow** - ([Repo](https://github.com/apache/airflow), [Docs](https://airflow.apache.org/)) A platform to programmatically author, schedule and monitor workflows. `(ops, linux, corp, flask)`
  1. **Ajenti** - ([Repo](https://github.com/ajenti/ajenti), [Home](https://ajenti.org/), [PyPI](https://pypi.org/project/ajenti-panel), [Docs](http://docs.ajenti.org/en/latest)) Web-base server admin panel for fast, extensible remote access, featuring a web terminal, text editor, file manager, and more. `(ops)`
  1. **Allura** - ([Repo](https://github.com/apache/allura), [Home](https://allura.apache.org/), [WP](https://en.wikipedia.org/wiki/Apache_Allura)) Software [forge](https://en.wikipedia.org/wiki/Forge_(software)), with support for git, hg, and svn. `(scm)`
  1. **Ambar** - ([Repo](https://github.com/RD17/ambar), [Home](https://ambar.cloud/), [Demo](https://app.ambar.cloud/), [Docs](https://ambar.cloud/docs/system-requirements)) Document search engine with automated crawling, OCR, tagging, and instant full-text search. `(organization)`
  1. **archivematica** - ([Repo](https://github.com/artefactual/archivematica), [Home](https://www.archivematica.org/en), [Docs](https://www.archivematica.org/en/docs)) Digital preservation system designed to maintain standards-based, long-term access to collections of digital objects, targeted at archivists and librarians. `(internet, organization)`
  1. **Askbot** - ([Repo](https://github.com/ASKBOT/askbot-devel), [Home](https://askbot.com/)) Q&A web platform similar to StackOverflow, complete with tagging, reputation, badges, and more. `(communication, corp)`
  1. **Baby Buddy** - ([Repo](https://github.com/cdubz/babybuddy), [Demo](http://demo.baby-buddy.net/)) Mobile-friendly web application which helps caregivers track sleep, feedings, diaper changes, and tummy time to learn about and predict baby's needs without (as much) guesswork. `(organization)`
  1. **Bandersnatch** - ([Repo](https://github.com/pypa/bandersnatch)) PyPI mirror client complying with [PEP 381](http://www.python.org/dev/peps/pep-0381/). `(pkg_repo, corp)`
  1. **Baserow** - ([Repo](https://gitlab.com/bramw/baserow), [Home](https://baserow.io/), [gh](https://github.com/bram2w/baserow), [Docs](https://baserow.io/docs)) Web-based no-code persistence platform, like a database meets a spreadsheet, with a REST API. `(organization, storage, django)`
  1. **Beaker** - ([Repo](https://git.beaker-project.org/cgit/beaker), [Home](https://beaker-project.org/), [Docs](https://beaker-project.org/docs)) Hardware integration testing system, used by RedHat to test compatiblity for RHEL and Fedora. `(ops, flask)`
  1. **Beaver Habits** - ([Repo](https://github.com/daya0576/beaverhabits), [Home](https://beaverhabits.com/), [Demo](https://beaverhabits.com/demo), [Fund](https://buymeacoffee.com/henryzhu)) Self-hosted habit tracking app without "Goals". `(internet, fastapi)`
  1. **Bookwyrm** - ([Repo](https://github.com/bookwyrm-social/bookwyrm), [Home](https://bookwyrm.social/)) Social reading and reviewing, decentralized with ActivityPub. `(internet, organization, communication, django)`
  1. **buildbot** - ([Repo](https://github.com/buildbot/buildbot), [WP](https://en.wikipedia.org/wiki/Buildbot), [Docs](https://www.buildbot.net/)) Job scheduling system tailored to the needs of continuous integration and software packaging. `(build)`
  1. **buku** - ([Repo](https://github.com/jarun/buku), [Fund](https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=RMLTQ76JSXJ4Q), [Docs](https://github.com/jarun/buku/wiki)) Browser-independent bookmark manager with CLI and web server frontends, with integrations for browsers, cloud-based bookmark managers, and emacs. `(internet, organization, linux, windows, mac)`
  1. **Byro** - ([Repo](https://github.com/byro/byro), [Docs](https://byro.readthedocs.io/)) Web-based membership administration tool for small and medium sized clubs/NGOs/associations of all kinds, with a focus on the DACH region. `(organization)`
  1. **CAPE** - ([Repo](https://github.com/ctxis/CAPE), [Demo](https://cape.contextis.com/submit)) Web application designed to automate malware analysis, succeeded by [CAPEv2](https://github.com/kevoreilly/CAPEv2). `(security)`
  1. **CAPEv2** - ([Repo](https://github.com/kevoreilly/CAPEv2), [Demo](https://www.capesandbox.com/)) Web application designed to automate malware analysis, with a goal of extracting payloads and configuration from uploaded artifacts. `(security)`
  1. **CKAN** - ([Repo](https://github.com/ckan/ckan), [Home](https://ckan.org/)) Data management system (DMS) which makes it easy to publish, share, and use data. Data hubs powered by CKAN include [datahub.io](https://datahub.io), [catalog.data.gov](https://catalog.data.gov), and [europeandataportal.eu](https://europeandataportal.eu/data/en/dataset), among many other sites. `(science, flask)`
  1. **Cobbler** - ([Repo](https://github.com/Cobbler/Cobbler), [Home](https://cobbler.github.io/), [WP](https://en.wikipedia.org/wiki/Cobbler_%28software%29)) Linux installation server that allows for rapid setup of network installation environments. `(ops, linux)`
  1. **CoCalc** - ([Repo](https://github.com/sagemathinc/cocalc), [Home](https://cocalc.com/), [WP](https://en.wikipedia.org/wiki/CoCalc)) Collaborative calculation in the cloud, with support for the scientific Python stack, SageMath, R, LaTeX, Markdown, and more. Also features chat, course management, and other supporting functionality. `(science)`
  1. **Codex** - ([Repo](https://github.com/ajslater/codex), [Demo](https://codex.sl8r.net/r/0/1)) Self-hostable comic archive browser and reader. `(internet, django)`
  1. **Collaborate** - ([Repo](https://github.com/propublica/django-collaborative), [Docs](https://propublica.gitbook.io/collaborate-user-manual)) Web-based collaboration tool designed by [Propublica](https://www.propublica.org/nerds/making-collaborative-data-projects-easier-our-new-tool-collaborate-is-here) for newsrooms to share datasets, with a workflow built around assigning tips and maintaining contacts. `(organization, communication)`
  1. **CourtListener** - ([Repo](https://github.com/freelawproject/courtlistener), [Home](https://www.courtlistener.com/), [WP](https://en.wikipedia.org/wiki/Free_Law_Project), [Fund](https://free.law/donate)) Web application which provides a graph-based search interface and API with 900,000 minutes of oral argument recordings, more than eight thousand judges, and more than three million opinions. Also powers [RECAP search](https://www.courtlistener.com/recap/). `(misc, django)`
  1. **Cowrie** - ([Repo](https://github.com/cowrie/cowrie), [Home](http://www.cowrie.org/)) Medium interaction SSH and Telnet honeypot designed to log brute force attacks and the shell interaction performed by the attacker. `(security, corp)`
  1. **CTFd** - ([Repo](https://github.com/CTFd/CTFd), [Home](https://ctfd.io/), [Docs](https://github.com/CTFd/CTFd/wiki)) CTFd is a Capture The Flag framework focusing on ease of use and customizability. It comes with everything you need to run a CTF and it's easy to customize with plugins and themes. `(internet)`
  1. **Datasette** - ([Repo](https://github.com/simonw/datasette), [PyPI](https://pypi.org/project/datasette), [Docs](https://datasette.readthedocs.io/en/latest)) A tool for exploring and publishing data, backed by SQLite. `(storage)`
  1. **DCOS** - ([Repo](https://github.com/dcos/dcos), [Home](https://dcos.io/), [WP](https://en.wikipedia.org/wiki/Mesosphere%2C_Inc.#Mesosphere_DC/OS), [Docs](https://dcos.io/docs)) Management platform for hardware and software resources in datacenters, built on [Apache Mesos](https://en.wikipedia.org/wiki/Apache_Mesos). `(ops, corp)`
  1. **Deluge** - ([Repo](https://github.com/deluge-torrent/deluge), [Home](https://deluge-torrent.org/), [WP](https://en.wikipedia.org/wiki/Deluge_%28software%29), [Fund](https://www.patreon.com/deluge_cas)) Popular, lightweight, cross-platform BitTorrent client. `(internet, linux, windows, mac, gtk)`
  1. **devpi** - ([Repo](https://github.com/devpi/devpi), [Docs](http://doc.devpi.net/)) PyPI staging server, as well as a packaging, testing, release tool, complete with web and search interface. Like a local PyPI. `(pkg_repo)`
  1. **Diffoscope** - ([Repo](https://salsa.debian.org/reproducible-builds/diffoscope), [Home](https://diffoscope.org/), [Demo](https://try.diffoscope.org/), [PyPI](https://pypi.org/project/diffoscope)) Web-based deep comparison of files, archives, and directories, including support for diffing tarballs, ISO images, and PDFs. `(code_review)`
  1. **Dispatch** - ([Repo](https://github.com/Netflix/dispatch), [Blog](https://netflixtechblog.com/introducing-dispatch-da4b8a2a8072), [Docs](https://netflix.github.io/dispatch)) Incident management service featuring integrations for notifications and task management. Used at Netflix. `(internet, dev, calver, corp, fastapi)`
  1. **Dissem.in** - ([Repo](https://github.com/dissemin/dissemin), [Home](https://dissem.in/), [Docs](https://dev.dissem.in/)) Web platform to help researchers upload their papers to open-access repositories. `(science, django)`
  1. **distro-tracker** - ([Repo](https://salsa.debian.org/qa/distro-tracker), [Demo](https://tracker.debian.org/), [Docs](https://qa.pages.debian.net/distro-tracker)) Web application designed to follow the evolution of a Debian-based distribution with email updates and a comprehensive web interface. Powers the [Debian Package Tracker](https://tracker.debian.org/). `(pkg_repo)`
  1. **Django Wiki** - ([Repo](https://github.com/django-wiki/django-wiki), [Demo](https://demo.django-wiki.org/), [Docs](https://django-wiki.readthedocs.io/en/latest)) A simple and mature web-based wiki. `(communication)`
  1. **Django-CMS** - ([Repo](https://github.com/divio/django-cms), [Home](https://www.django-cms.org/en)) Enterprise content management system based on the Django framework with version control, multi-site support, and more. `(cms, django)`
  1. **Docassemble** - ([Repo](https://github.com/jhpyle/docassemble), [Home](https://docassemble.org/), [Docs](https://docassemble.org/docs.html)) Platform for creating mobile-friendly web-based interviews, collecting responses, and much more. `(communication)`
  1. **DollarDollar Bill Y'all** - ([Repo](https://github.com/harung1993/dollardollar), [Demo](https://ddby.finforward.xyz/), [Fund](https://buymeacoffee.com/cCFW6gZz28)) Self-hosted money management and expense splitting web service. `(internet, flask)`
  1. **EdgeDB** - ([Repo](https://github.com/edgedb/edgedb), [Home](https://edgedb.com/), [Docs](https://edgedb.com/docs)) High-performance object-relational database built on top of PostgreSQL, featuring strict, strong typing, built-in migrations, and GraphQL support. `(storage)`
  1. **Elixire** - ([Repo](https://gitlab.com/elixire/elixire), [Home](https://elixi.re/), [Docs](https://gitlab.com/elixire/api-docs)) Featureful file host and link shortener with API and support for multiple vanity urls. `(internet)`
  1. **Ella** - ([Repo](https://github.com/ella/ella), [Docs](https://ella.readthedocs.io/en/latest/index.html)) Django-based content management system with a focus on high-traffic news sites and Internet magazines. `(cms, django)`
  1. **ERP5** - ([Repo](https://lab.nexedi.com/nexedi/erp5), [Home](https://erp5.nexedi.com/), [WP](https://en.wikipedia.org/wiki/ERP5)) Web-based ERP, CRM, DMS, and Big Data system with hundreds of built-in modules, designed for corporate scalability. `(erp)`
  1. **ERPNext** - ([Repo](https://github.com/frappe/erpnext), [Home](https://erpnext.com/), [WP](https://en.wikipedia.org/wiki/ERPNext)) Web-based ERP system with accounting, inventory, CRM, sales, procurement, project management, and HR. Built on [Frappe](https://github.com/frappe/frappe) and MariaDB. `(erp)`
  1. **explainshell.com** - ([Repo](https://github.com/idank/explainshell), [Home](https://www.explainshell.com/)) A web-based tool to match command-line arguments to their man pages and help text. `(education, dev, flask)`
  1. **fail2ban** - ([Repo](https://github.com/fail2ban/fail2ban), [Home](https://www.fail2ban.org/wiki/index.php/Main_Page), [WP](https://en.wikipedia.org/wiki/Fail2ban)) Daemon to ban hosts that cause multiple authentication errors on Linux servers. `(ops, linux)`
  1. **FlaskBB** - ([Repo](https://github.com/flaskbb/flaskbb), [Home](https://flaskbb.org/), [Demo](https://forums.flaskbb.org/), [Docs](https://flaskbb.readthedocs.io/en/latest)) A classic web forum application (bulletin board) with a modern look. `(internet)`
  1. **Formspree** - ([Repo](https://github.com/formspree/formspree), [Home](https://formspree.io/)) Web server which turns an HTML form submission into an email, without registration, JavaScript, or custom Python. `(communication, corp)`
  1. **FreeNAS** - ([Repo](https://github.com/freenas/freenas), [Home](https://www.freenas.org/), [Docs](https://www.ixsystems.com/documentation/freenas)) Operating system designed to be installed virtually any hardware platform, for sharing [ZFS](https://en.wikipedia.org/wiki/ZFS)-based storage over a network, using SMB, NFS, AFP, FTP, and more. `(storage)`
  1. **Frepple** - ([Repo](https://github.com/frePPLe/frepple), [Home](https://frepple.com/), [Docs](https://frepple.org/docs/current)) Web-based supply chain planning for production planning and scheduling. `(erp, linux)`
  1. **Funkwhale** - ([Repo](https://dev.funkwhale.audio/funkwhale/funkwhale), [Home](https://funkwhale.audio/en_US), [Docs](https://docs.funkwhale.audio/)) Web-based, community-driven project that lets you listen and share music and audio within a decentralized, open network. `(audio)`
  1. **Galaxy** - ([Repo](https://github.com/galaxyproject/galaxy), [Home](https://galaxyproject.org/), [Docs](https://galaxyproject.org/docs)) Web-based platform for reproducible and transparent computational research, with a focus on bioinformatics. `(science)`
  1. **Ganeti** - ([Repo](https://github.com/ganeti/ganeti)) Virtual machine cluster management tool built on existing virtualization technologies such as [Xen](https://en.wikipedia.org/wiki/Xen) and [KVM](https://en.wikipedia.org/wiki/Kernel-based_Virtual_Machine). `(ops, linux, haskell)`
  1. **Glances** - ([Repo](https://github.com/nicolargo/glances), [Home](https://nicolargo.github.io/glances), [Docs](https://glances.readthedocs.io/en/stable)) A cross-platform top/htop alternative, providing an overview of system resources. `(productivity, ops, linux, windows, mac)`
  1. **GlobaLeaks** - ([Repo](https://github.com/globaleaks/GlobaLeaks), [Home](https://www.globaleaks.org/)) Web application to enable secure and anonymous whistleblowing initiatives. `(communication)`
  1. **Grafana OnCall** - ([Repo](https://github.com/grafana/oncall), [Docs](https://grafana.com/docs/grafana-cloud/oncall/open-source)) Developer-friendly incident response with brilliant Slack integration, with a PagerDuty migration path. `(internet, corp, django)`
  1. **GRR Rapid Response** - ([Repo](https://github.com/google/grr), [Docs](https://grr-doc.readthedocs.io/en/latest)) Server-agent system focused on remote live forensics for quick, browser-based triage and analysis of attacks on fleets of machines, with agent support for Linux, Windows, and OS X. `(security, corp)`
  1. **Gunicorn** - ([Repo](https://github.com/benoitc/gunicorn), [Home](https://gunicorn.org/), [PyPI](https://pypi.python.org/pypi/gunicorn)) Pluggable, pre-fork WSGI server, started as the counterpart to [Unicorn](https://en.wikipedia.org/wiki/Unicorn_(web_server)). `(ops)`
  1. **Hawkpost** - ([Repo](https://github.com/whitesmith/hawkpost), [Home](https://hawkpost.co/)) Web application which enables receiving encrypted messages from less technical senders. `(communication)`
  1. **Healthchecks** - ([Repo](https://github.com/healthchecks/healthchecks), [Home](https://healthchecks.io/), [Docs](https://healthchecks.io/docs)) Web-based monitor for scheduled jobs (e.g., cron). `(ops, corp)`
  1. **Helios Voting** - ([Repo](https://github.com/benadida/helios-server), [Home](http://heliosvoting.org/)) End-to-end verifiable voting system. `(communication)`
  1. **ihatemoney** - ([Repo](https://github.com/spiral-project/ihatemoney), [Home](https://ihatemoney.org/), [Docs](https://ihatemoney.readthedocs.io/)) Web application made to ease shared budget management by keeping track of who bought what, when, and for whom. `(organization)`
  1. **Inboxen** - ([Repo](https://github.com/Inboxen/Inboxen), [Home](https://inboxen.org/), [Docs](https://inboxen.readthedocs.io/en/latest)) Web application which provides an infinite number of unique email inboxes, for segmenting services and maintaining privacy. `(communication)`
  1. **Indico** - ([Repo](https://github.com/indico/indico), [Home](https://getindico.io/), [Demo](https://sandbox.getindico.io/), [Docs](https://docs.getindico.io/en/stable/installation)) Feature-rich web application designed at [CERN](https://en.wikipedia.org/wiki/CERN) for managing events, with support for conference organization workflow, from content management to receiving and reviewing abstracts/papers, event registration, payment integration, room booking, and more. `(organization, communication)`
  1. **Infection Monkey** - ([Repo](https://github.com/guardicore/monkey), [Home](https://www.guardicore.com/infectionmonkey), [Docs](https://github.com/guardicore/monkey/wiki)) Web-based tool for testing a datacenter's resiliency to perimeter breaches and internal server infection. `(security)`
  1. **Iris** - ([Repo](https://github.com/linkedin/iris), [Home](https://iris.claims/)) Flexible automated incident paging system, developed by and used at LinkedIn. `(ops, corp)`
  1. **Isso** - ([Repo](https://github.com/posativ/isso), [Home](https://posativ.org/isso)) Lightweight commenting server, designed as a drop-in replacement for Disqus. `(internet)`
  1. **JARVIS on Messenger** - ([Repo](https://github.com/swapagarwal/JARVIS-on-Messenger), [Home](https://m.me/J.A.R.V.I.S.on.Messenger)) Facebook Messenger bot with a wide assortment of features. `(misc)`
  1. **Kallithea** - ([Repo](https://kallithea-scm.org/repos/kallithea), [WP](https://en.wikipedia.org/wiki/Kallithea_%28software%29)) Software [forge](https://en.wikipedia.org/wiki/Forge_(software)) for Mercurial and Git with a built-in push/pull server, full text search, and code-review. Forked from RhodeCode in 2014. `(scm)`
  1. **Kibitzr** - ([Repo](https://github.com/kibitzr/kibitzr), [Home](https://kibitzr.github.io/), [PyPI](https://pypi.org/project/kibitzr), [Docs](https://kibitzr.readthedocs.io/)) Self-hosted personal assistant server for automating routine tasks. `(productivity)`
  1. **KindleEar** - ([Repo](https://github.com/cdhigh/KindleEar), [Docs](https://github.com/cdhigh/KindleEar/blob/master/readme_EN.md)) Web application to automatically aggregate RSS into periodical mobi/epub files with images and send it to your kindle or your email. `(internet)`
  1. **King Phisher** - ([Repo](https://github.com/securestate/king-phisher), [Docs](https://king-phisher.readthedocs.io/)) Server-based [phishing](https://en.wikipedia.org/wiki/Phishing) campaign toolkit, used to simulate real-world phishing attacks, with GTK-powered client application. `(security, linux, windows)`
  1. **kinto** - ([Repo](https://github.com/Kinto/kinto), [Home](https://www.kinto-storage.org/), [Docs](http://docs.kinto-storage.org/)) A generic JSON document store with sharing and synchronisation capabilities, supporting in-memory and PostgreSQL backends. `(storage)`
  1. **Klaus** - ([Repo](https://github.com/jonashaag/klaus), [Demo](http://klausdemo.lophus.org/), [PyPI](https://pypi.org/project/klaus), [Docs](https://github.com/jonashaag/klaus/wiki)) pip-installable web-based viewer for git repositories that "just works". `(scm)`
  1. **Kolibri** - ([Repo](https://github.com/learningequality/kolibri), [Home](https://learningequality.org/kolibri), [Demo](https://kolibridemo.learningequality.org/), [PyPI](https://pypi.org/project/kolibri), [Docs](https://kolibri.readthedocs.io/en/latest)) Self-hostable learning web application targeted at making high quality education technology available in low-resource communities (e.g., rural schools, refugee camps, orphanages, non-formal school systems, and prison systems). `(education)`
  1. **Kuma** - ([Repo](https://github.com/mozilla/kuma), [Home](https://developer.mozilla.org/en-US), [Docs](https://kuma.readthedocs.io/en/latest/installation.html)) The platform powering the Mozilla Developer Network (MDN) `(docs, django)`
  1. **Launchpad** - ([Repo](https://launchpad.net/launchpad), [Home](https://launchpad.net/), [WP](https://en.wikipedia.org/wiki/Launchpad_%28website%29), [Docs](https://dev.launchpad.net/)) Software forge designed and run by Canonical, with support for Git and [Bazaar](https://en.wikipedia.org/wiki/GNU_Bazaar). `(scm)`
  1. **liberapay.com** - ([Repo](https://github.com/liberapay/liberapay.com), [Home](https://liberapay.com/), [WP](https://en.wikipedia.org/wiki/Liberapay)) A recurrent donations platform, formerly known as gittip and gratipay. `(internet)`
  1. **LinOTP** - ([Repo](https://github.com/LinOTP/LinOTP), [Home](https://www.linotp.org/), [WP](https://en.wikipedia.org/wiki/LinOTP), [Docs](https://www.linotp.org/documentation.html)) Server supporting two-factor authentication with one-time passwords from several sources, from Yubikeys to SMS. `(security)`
  1. **LocalStack** - ([Repo](https://github.com/localstack/localstack), [Home](https://localstack.cloud/), [PyPI](https://pypi.org/project/localstack)) Self-hostable version of many AWS services, including S3, Route53, Lambda, Redshift, and much more, designed for testing cloud-centric code. `(dev)`
  1. **Locust** - ([Repo](https://github.com/locustio/locust), [Home](https://locust.io/), [Docs](https://docs.locust.io/)) Scalable user load testing tool for web sites, featuring an interactive web interface. `(dev)`
  1. **Mailman** - ([Repo](https://gitlab.com/mailman/mailman), [Home](http://www.list.org/), [WP](https://en.wikipedia.org/wiki/GNU_Mailman)) The original listserv, a web application and email server for managing subscriptions and discussion archives. `(communication)`
  1. **Mailu** - ([Repo](https://github.com/Mailu/Mailu), [Home](https://mailu.io/)) Full-featured mail server designed for easy setup and maintenance, supporting IMAP, IMAP+, SMTP, and Submission, as well as a slew of advanced features. `(communication)`
  1. **Maltrail** - ([Repo](https://github.com/stamparm/maltrail)) Malicious traffic detection system with web-based monitoring. `(security, linux)`
  1. **Mathesar** - ([Repo](https://github.com/mathesar-foundation/mathesar), [Home](https://mathesar.org/?ref=awesome-python-applications), [Demo](https://demo.mathesar.org/), [Fund](https://mathesar.org/sponsor.html), [Docs](https://docs.mathesar.org/)) Self-hostable web application which provides a spreadsheet-like interface to a PostgreSQL database, enabling users of all technical skill levels to design data models, enter data, and build reports. `(organization, storage, django)`
  1. **Mayan** - ([Repo](https://gitlab.com/mayan-edms/mayan-edms), [Home](https://www.mayan-edms.com/), [Fund](https://www.paypal.me/MayanEDMS), [PyPI](https://pypi.org/project/mayan-edms/3.2.7), [Docs](https://docs.mayan-edms.com/)) Web-based document management system, designed to store, introspect, and categorize files, with OCR, preview, label, signing, and sending capabilities. Also featuring workflow system, role-based access control, and REST API. `(organization)`
  1. **Mealie** - ([Repo](https://github.com/mealie-recipes/mealie), [Home](https://mealie.io/), [Demo](https://demo.mealie.io/login), [Fund](https://github.com/sponsors/hay-kot), [Docs](https://nightly.mealie.io/)) Self-hostable recipe management server with rich user interface and automatic backups. `(internet, organization, fastapi)`
  1. **Mezzanine** - ([Repo](https://github.com/stephenmcd/mezzanine), [Home](http://mezzanine.jupo.org/)) Consistent and flexible content management platform built on the Django framework. `(cms, django)`
  1. **Moa Bridge** - ([Repo](https://gitlab.com/fedstoa/moa), [Home](https://moa.party/)) A service to cross post [Mastodon](https://github.com/mastodon/mastodon) toots to Twitter and Instagram. `(communication, flask)`
  1. **Modoboa** - ([Repo](https://github.com/modoboa/modoboa), [Home](https://modoboa.org/en)) Mail hosting and management platform including web UI based on Django. Provides useful components such as an admin panel and webmail. Integrates with Postfix or Dovecot. `(communication)`
  1. **MoinMoin** - ([Repo](https://github.com/moinwiki/moin), [Home](http://moinmo.in/), [WP](https://en.wikipedia.org/wiki/MoinMoin), [Docs](https://moin-20.readthedocs.io/en/latest)) Python's own web-based wiki software, used for [the official Python wiki](https://wiki.python.org/moin/) and many others. `(communication)`
  1. **Mopidy** - ([Repo](https://github.com/mopidy/mopidy), [Home](https://www.mopidy.com/)) Extensible music player server with plugin support for a wide range of services. `(audio)`
  1. **MozDef** - ([Repo](https://github.com/mozilla/MozDef), [Docs](https://mozdef.readthedocs.io/en/latest?badge=latest)) Security incident automation with metrics and collaboration tools for defenders. `(security)`
  1. **NBGrader** - ([Repo](https://github.com/jupyter/nbgrader), [Docs](https://nbgrader.readthedocs.io/en/stable)) Jupyter-based application which enables educators to create, assign, and grade assignments in notebook form. `(education)`
  1. **NColony** - ([Repo](https://github.com/ncolony/ncolony), [Home](http://ncolony.org/en/latest)) Process manager and monitor. `(ops, linux, mac)`
  1. **netbox** - ([Repo](https://github.com/netbox-community/netbox), [Docs](https://netbox.readthedocs.io/en/stable)) IP address management (IPAM) and data center infrastructure management (DCIM) tool, conceived at Digital Ocean. `(ops, django)`
  1. **NewsBlur** - ([Repo](https://github.com/samuelclay/NewsBlur), [Home](https://www.newsblur.com/)) Web-based personal news reader. `(internet, django)`
  1. **Newspipe** - ([Repo](https://git.sr.ht/~cedric/newspipe), [Home](https://www.newspipe.org/), [gh](https://github.com/cedricbonhomme/newspipe), [Docs](https://newspipe.readthedocs.io/en/latest)) Web-based news aggregator and reader. `(internet)`
  1. **nsupdate.info** - ([Repo](https://github.com/nsupdate-info/nsupdate.info), [PyPI](https://pypi.org/project/nsupdate), [Docs](https://nsupdateinfo.readthedocs.io/en/latest)) Featureful dynamic DNS service, using the Dynamic DNS UPDATE protocol ([RFC 2136](https://tools.ietf.org/html/rfc2136)) to update BIND and other major nameservers. `(internet, ops)`
  1. **Nyaa** - ([Repo](https://github.com/nyaadevs/nyaa)) Bittorrent tracker software built for anime site [nyaa.si](https://nyaa.si/). `(internet)`
  1. **Octoprint** - ([Repo](https://github.com/foosel/OctoPrint), [Home](https://octoprint.org/), [Fund](https://www.patreon.com/foosel)) Web-based controller for consumer 3D printers. `(graphics, flask, hardware)`
  1. **Odoo** - ([Repo](https://github.com/odoo/odoo), [Home](https://www.odoo.com/), [WP](https://en.wikipedia.org/wiki/Odoo)) Web-based ERP and CRM with many built-in modules, plus thousands of apps to suit any business. `(erp)`
  1. **Oncall** - ([Repo](https://github.com/linkedin/oncall), [Home](https://oncall.tools/)) Calendar tool designed for on-call management and scheduling, developed by and used at LinkedIn. `(ops, corp)`
  1. **Open edX Platform** - ([Repo](https://github.com/edx/edx-platform), [Home](http://open.edx.org/), [WP](https://en.wikipedia.org/wiki/EdX#Open_edX)) Platform for online education providers, powering [edX](https://en.wikipedia.org/wiki/EdX). `(education)`
  1. **Open Event Server** - ([Repo](https://github.com/fossasia/open-event-server), [Demo](https://api.eventyay.com/)) Enable event organizers to manage events from meetups to concerts to conferences, with support for multiple tracks and venues. Used by [FOSSASIA](https://fossasia.org/) and [eventyay](https://eventyay.com/). `(internet, organization)`
  1. **Open Streaming Platform** - ([Repo](https://gitlab.com/Deamos/flask-nginx-rtmp-manager)) Self-hosted video streaming and recording server, designed as an alternative to Twitch and YouTube. `(video, games)`
  1. **OpenStack** - ([Repo](https://github.com/openstack/openstack), [Home](https://www.openstack.org/), [Docs](https://docs.openstack.org/)) Cloud operating system that controls large pools of compute, storage, and networking resources throughout a datacenter, manageable through a web-based dashboard. `(ops, corp)`
  1. **Pagure** - ([Repo](https://pagure.io/pagure), [Home](https://pagure.io/)) Software [forge](https://en.wikipedia.org/wiki/Forge_(software)) focused on git and developed by the Fedora engineering team. `(scm)`
  1. **Paperless** - ([Repo](https://github.com/the-paperless-project/paperless), [Docs](https://paperless.readthedocs.io/en/latest)) Scan, index, and archive all of your paper documents. Supports OCR, tags, search, encryption and more. `(organization)`
  1. **Passit** - ([Repo](https://gitlab.com/passit/passit-backend), [Home](https://passit.io/), [Docs](https://passit.io/documentation)) Password management server, providing storage services and group access control list features. `(security)`
  1. **Patchwork** - ([Repo](https://github.com/getpatchwork/patchwork), [Home](http://jk.ozlabs.org/projects/patchwork), [Docs](https://patchwork.readthedocs.io/en/latest)) Web-based patch tracking system designed to facilitate code contribution to an open-source project. Designed and used for Linux kernel subsystem development. `(scm)`
  1. **Photonix** - ([Repo](https://github.com/damianmoore/photonix), [Home](https://photonix.org/), [Demo](https://demo.photonix.org/)) Web-based photo management, featuring smart filtering with object recognition, location awareness, color analysis, and more. `(graphics)`
  1. **Pi-Hole** - ([Repo](https://github.com/pi-hole/pi-hole), [Home](https://pi-hole.net/), [WP](https://en.wikipedia.org/wiki/Pi-hole)) Linux network-level advertisement and internet tracker blocking application which acts as a DNS sinkhole, and (optionally) a DHCP server, intended for use on a private network. `(internet, linux)`
  1. **Pinry** - ([Repo](https://github.com/pinry/pinry), [Home](https://getpinry.com/), [Docs](https://docs.getpinry.com/)) Tiling image board system for saving, tagging, and sharing images, videos, and websites, like a self-hosted Pinterest. `(organization, docker)`
  1. **Plane** - ([Repo](https://github.com/makeplane/plane), [Home](https://plane.so/)) Modern, self-hostable issue and product roadmap tracker. An alternative to JIRA, Linear, and Asana. `(scm, django)`
  1. **Planet** - ([Repo](https://github.com/python/planet), [Home](https://web.archive.org/web/20051029095046/http%3A/www.planetplanet.org), [WP](https://en.wikipedia.org/wiki/Planet_%28software%29)) RSS and Atom feed aggregator, designed to collect posts from the weblogs of members of an Internet community and display them on a single page. Used to power [Planet Python](https://planetpython.org/) and many more. `(internet)`
  1. **Plinth** - ([Repo](https://salsa.debian.org/freedombox-team/plinth), [Home](https://freedombox.org/), [Docs](https://wiki.debian.org/FreedomBox/Plinth)) The core functionality and web front-end of [FreedomBox](https://freedombox.org/), an easy-to-manage, privacy-oriented home server. `(dev, linux)`
  1. **Plone** - ([Repo](https://github.com/plone/Plone), [Home](https://plone.com/), [WP](https://en.wikipedia.org/wiki/Plone_%28software%29)) Extensible enterprise content management system built on Zope. `(cms)`
  1. **Plumi** - ([Repo](https://github.com/plumi/plumi.app), [WP](https://en.wikipedia.org/wiki/Plumi)) Video sharing content management system based on [Plone](https://en.wikipedia.org/wiki/Plone_(software)). `(video, cms, plone)`
  1. **Pol** - ([Repo](https://github.com/taroved/pol), [Home](https://politepol.com/)) Web application which allows users to subscribe to changes on a web site via an autogenerated RSS feed. `(internet)`
  1. **Polyaxon** - ([Repo](https://github.com/polyaxon/polyaxon), [Home](https://polyaxon.com/), [Docs](https://docs.polyaxon.com/)) A web-based platform for reproducible and scalable machine learning experiment management and metrics-tracking, based on kubernetes, with support for TensorFlow, PyTorch, Keras, and many more. `(ai, dev)`
  1. **Pootle** - ([Repo](https://github.com/translate/pootle), [Home](http://pootle.translatehouse.org/), [WP](https://en.wikipedia.org/wiki/Pootle)) Web application for collaborative translation. `(communication)`
  1. **Pretalx** - ([Repo](https://github.com/pretalx/pretalx), [Home](https://pretalx.com/p/about), [Fund](https://www.patreon.com/rixx)) Web-based conference planning tool, with support for Calls for Papers (CFP), scheduling, and speaker management. `(organization, communication)`
  1. **Pretix** - ([Repo](https://github.com/pretix/pretix), [Home](https://pretix.eu/), [Blog](https://pretix.eu/about/en/blog), [PyPI](https://pypi.org/project/pretix), [Docs](https://docs.pretix.eu/en/latest/development/index.html)) Web-based ticketing software, with support for customizable storefronts, direct payments, box office, and reporting. `(cms, corp)`
  1. **privacyIDEA** - ([Repo](https://github.com/privacyidea/privacyidea), [Home](https://privacyidea.org/), [WP](https://en.wikipedia.org/wiki/PrivacyIDEA), [Docs](https://privacyidea.readthedocs.io/)) A multi factor authentication server running on premises, supporting many different token types and allowing authentication via REST API, RADIUS, PAM, Windows Credential Provider, SAML, OpenID Connect. `(security)`
  1. **Psono** - ([Repo](https://gitlab.com/psono/psono-server), [Home](https://psono.com/), [Demo](https://www.psono.pw/), [Docs](https://doc.psono.com/)) Server-based password manager, built for teams. `(productivity, security)`
  1. **Pulp** - ([Repo](https://github.com/pulp/pulp), [Home](https://pulpproject.org/), [Docs](https://docs.pulpproject.org/)) Platform for managing repositories of software packages and making it available to a large numbers of consumers. Developed and used by Red Hat. `(ops)`
  1. **Pupy** - ([Repo](https://github.com/n1nj4sec/pupy), [Docs](https://github.com/n1nj4sec/pupy/wiki/Installation)) Remote administration tool and post-exploitation framework, supporting Windows, Linux, Mac OS X, and Android targets. `(security, linux, docker)`
  1. **PyCon** - ([Repo](https://github.com/PyCon/pycon), [Home](https://us.pycon.org/), [Docs](https://pycon.readthedocs.io/en/latest)) Content management and conference organization web application, based on Django and [Symposion](https://github.com/pinax/symposion). `(cms, django)`
  1. **pycsw** - ([Repo](https://github.com/geopython/pycsw), [WP](https://en.wikipedia.org/wiki/Pycsw)) Full implementation of the OpenGIS Catalogue Service Implementation Specification. `(communication)`
  1. **PyVideo** - ([Repo](https://github.com/pyvideo/pyvideo), [Home](https://pyvideo.org/)) Static media index custom-built for the Python community, and all the content our meetings and conferences produce. `(video, static_site, linux)`
  1. **Quru Image Server** - ([Repo](https://github.com/quru/qis), [Home](https://www.quruimageserver.com/), [Demo](https://images.quru.com/demo), [Docs](https://github.com/quru/qis/blob/master/doc/overview.md)) High-performance web server for creating and delivering dynamic images. `(graphics)`
  1. **Radicale** - ([Repo](https://github.com/Kozea/Radicale), [Home](https://radicale.org/)) Simple CalDAV (calendar) and CardDAV (contact) server. `(organization)`
  1. **Ralph** - ([Repo](https://github.com/allegro/ralph), [Home](https://ralph.allegro.tech/), [Docs](https://ralph-ng.readthedocs.io/en/stable)) Simple and powerful Asset Management, DCIM, and CMDB system for the data center and back office. `(ops, django)`
  1. **RapidSMS** - ([Repo](https://github.com/rapidsms/rapidsms), [Home](http://rapidsms.org/), [Docs](https://rapidsms.readthedocs.io/en/develop)) Interactive SMS text messaging platform. `(communication)`
  1. **RDPY** - ([Repo](https://github.com/citronneur/rdpy)) An implementation of the Microsoft Remote Desktop Protocol built on Twisted, including applications for client use, MITM proxy, and Honeypot server. `(ops, security, linux, windows)`
  1. **readthedocs.org** - ([Repo](https://github.com/readthedocs/readthedocs.org), [Home](https://readthedocs.org/), [Docs](https://docs.readthedocs.io/en/stable)) Continuous integration platform for building and hosting documentation. `(docs, django)`
  1. **Redash** - ([Repo](https://github.com/getredash/redash), [Home](https://redash.io/)) Data visualization and dashboard construction geared toward business intelligence, used by Mozilla, SoundCloud, Sentry, and others. `(productivity, flask)`
  1. **Reddit** - ([Repo](https://github.com/reddit-archive/reddit), [Home](http://reddit.com/)) Social news forum with voting, commenting, karma, and more. (Archival repo from 2017.) `(internet)`
  1. **RELATE** - ([Repo](https://github.com/inducer/relate), [Docs](https://documen.tician.de/relate)) Web-based courseware with support for course planning and versioning, scheduling, testing, and grading. `(education)`
  1. **Review Board** - ([Repo](https://github.com/reviewboard/reviewboard), [Home](https://www.reviewboard.org/)) Extensible code review tool for projects and companies of all sizes. `(code_review)`
  1. **RhodeCode** - ([Repo](https://code.rhodecode.com/rhodecode-enterprise-ce), [Home](https://rhodecode.com/), [WP](https://en.wikipedia.org/wiki/RhodeCode)) Self-hosted platform for behind-the-firewall source code management, providing centralized control over Git, Mercurial, and Subversion. `(scm, corp)`
  1. **Rietveld** - ([Repo](https://github.com/rietveld-codereview/rietveld), [Home](https://codereview.appspot.com/), [WP](https://en.wikipedia.org/wiki/Rietveld_%28software%29)) Django-based collaborative code review tool for Subversion written by [Guido van Rossum](https://en.wikipedia.org/wiki/Guido_van_Rossum) to run on [Google AppEngine](https://en.wikipedia.org/wiki/Google_App_Engine). The basis for [Gerrit](https://en.wikipedia.org/wiki/Gerrit_(software)). `(code_review)`
  1. **Roundup Issue Tracker** - ([Repo](http://hg.code.sf.net/p/roundup/code), [Home](https://www.roundup-tracker.org/), [WP](https://en.wikipedia.org/wiki/Roundup_%28issue_tracker%29), [gh](https://github.com/roundup-tracker/roundup)) Highly-customizable issue tracking system featuring command-line, web, and email interfaces, historically used by the official Python bug tracker at [bugs.python.org](https://bugs.python.org). `(scm)`
  1. **SABnzbd** - ([Repo](https://github.com/sabnzbd/sabnzbd), [Home](https://sabnzbd.org/), [Docs](https://sabnzbd.org/wiki)) Simple, cross-platform newsreader for downloading from Usenet. Supports many integrations and 16 languages. `(internet, linux, windows, mac)`
  1. **Saleor** - ([Repo](https://github.com/mirumee/saleor), [Home](https://getsaleor.com/)) Modular, high-performance e-commerce storefront built with Django, GraphQL, and ReactJS. `(cms, django)`
  1. **Salt Stack** - ([Repo](https://github.com/saltstack/salt), [Home](https://repo.saltstack.com/)) Automation for the management and configuration of any infrastructure or application at scale. `(ops, corp)`
  1. **Scholia** - ([Repo](https://github.com/fnielsen/scholia), [Home](https://scholia.toolforge.org/), [Docs](https://www.wikidata.org/wiki/Wikidata%3AScholia)) Python package and web application for interacting with scholarly information on [Wikidata](https://www.wikidata.org/). `(organization, science)`
  1. **Script Server** - ([Repo](https://github.com/bugy/script-server), [Demo](https://script-server.net/), [Docs](https://github.com/bugy/script-server/wiki)) Turn scripts into interactive, validated, authenticated, auditable web UIs, without modifying the scripts. `(dev)`
  1. **Seafile** - ([Repo](https://github.com/haiwen/seahub), [WP](https://en.wikipedia.org/wiki/Seafile)) Cross-platform file hosting and synchronization system. `(storage)`
  1. **Searx** - ([Repo](https://github.com/asciimoo/searx), [Docs](https://asciimoo.github.io/searx)) Self-hosted metasearch engine, aggregating results from more than 70 services while avoiding tracking and profiling. `(internet, security, flask)`
  1. **SecureDrop** - ([Repo](https://github.com/freedomofpress/securedrop), [Home](https://securedrop.org/), [Docs](https://docs.securedrop.org/)) Whistleblower submission system for media organizations to securely accept documents from anonymous sources. Originally created by [Aaron Swartz](https://en.wikipedia.org/wiki/Aaron_Swartz) and currently managed by the [Freedom of the Press Foundation](https://en.wikipedia.org/wiki/Freedom_of_the_Press_Foundation). `(communication, flask)`
  1. **Senaite** - ([Repo](https://github.com/senaite/senaite.lims), [Home](https://www.senaite.com/)) Web-based, mobile-first laboratory information management system (LIMS). `(organization)`
  1. **Sentry** - ([Repo](https://github.com/getsentry/sentry), [Home](https://sentry.io/)) Web service and frontend for cross-platform application monitoring, with a focus on error reporting. `(dev, corp, django)`
  1. **Shinken** - ([Repo](https://github.com/naparuba/shinken), [Home](http://www.shinken-monitoring.org/)) Shinken is a modern, Nagios-compatible monitoring framework, designed to scale for large environments. `(ops)`
  1. **Shuup** - ([Repo](https://github.com/shuup/shuup), [Home](https://www.shuup.com/), [Docs](https://shuup.readthedocs.io/en/latest)) Storefront web application, with support for single- and multi-marketplace models. `(cms)`
  1. **Socialhome** - ([Repo](https://git.feneas.org/socialhome/socialhome), [Home](https://socialhome.network/), [gh](https://github.com/jaywink/socialhome), [Docs](https://socialhome.readthedocs.io/en/latest)) Web application enabling users to build a federated personal profile with social networking functionality. `(communication)`
  1. **Socorro** - ([Repo](https://github.com/mozilla-services/socorro), [Docs](https://wiki.mozilla.org/Socorro)) Web service for collecting crash statistics from Mozilla products, including Firefox, Thunderbird, and [others](https://crash-stats.mozilla.org/). `(dev)`
  1. **SpaceSiren** - ([Repo](https://github.com/spacesiren/spacesiren), [Docs](https://github.com/spacesiren/spacesiren/blob/master/docs/getting-started.md)) Honeypot management and alert system for AWS tokens, with a fully serverless architecture. `(ops, security)`
  1. **Spiderfoot** - ([Repo](https://github.com/smicallef/spiderfoot), [Home](https://www.spiderfoot.net/), [Docs](https://www.spiderfoot.net/documentation)) Reconnaissance tool that automatically queries over 100 public data sources to gather intelligence on IP addresses, domain names, e-mail addresses, names, and more. `(security, linux, windows, mac, docker)`
  1. **Spinnaker** - ([Repo](https://github.com/spinnaker/spinnaker), [Home](https://www.spinnaker.io/), [WP](https://en.wikipedia.org/wiki/Spinnaker_%28software%29), [Docs](https://www.spinnaker.io/concepts)) Continuous delivery platform developed for Netflix's deployment and management of applications in cloud environments. `(ops, corp)`
  1. **StackStorm** - ([Repo](https://github.com/StackStorm/st2), [Home](http://www.stackstorm.com/)) Rules- and event-driven operational automation for auto-remediation, security responses, troubleshooting, deployments, and more. `(ops, corp)`
  1. **Superset** - ([Repo](https://github.com/apache/incubator-superset), [Docs](http://superset.apache.org/)) Data exploration, visualization, and business intelligence web application. `(productivity)`
  1. **Supervisor** - ([Repo](https://github.com/Supervisor/supervisor), [Home](http://supervisord.org/)) Process manager and monitor. `(ops, linux, mac)`
  1. **Supysonic** - ([Repo](https://github.com/spl0k/supysonic)) Implementation of the [Subsonic server API](http://www.subsonic.org/), with support for browsing, streaming, transcoding, scrobbling, and more. `(audio)`
  1. **SweetTooth Web** - ([Repo](https://gitlab.gnome.org/Infrastructure/extensions-web), [Home](https://extensions.gnome.org/)) The web store for extensions to the [GNOME](https://en.wikipedia.org/wiki/GNOME) desktop environment, supporting adding and updating extensions directly from the browser. `(pkg_repo)`
  1. **Synapse** - ([Repo](https://github.com/matrix-org/synapse), [Home](https://riot.im/app#/home), [Fund](https://www.patreon.com/matrixdotorg/overview)) Reference server for the [matrix.org](https://matrix.org) distributed chat protocol. Used daily by tens of thousands at [riot.im](https://riot.im/app/). `(communication)`
  1. **syncserver** - ([Repo](https://github.com/mozilla-services/syncserver), [Docs](https://mozilla-services.readthedocs.io/en/latest/howtos/run-sync-1.5.html)) All-in-one package for running a self-hosted Mozilla Firefox Sync server. `(internet)`
  1. **Taguette** - ([Repo](https://gitlab.com/remram44/taguette), [Home](https://www.taguette.org/), [gh](https://github.com/remram44/taguette), [PyPI](https://pypi.org/project/taguette), [Docs](https://www.taguette.org/getting-started.html)) Web-based qualitative research tool supporting importing, tagging, highlighting, and exporting many document formats. `(science)`
  1. **Taiga** - ([Repo](https://github.com/taigaio/taiga-back), [Home](https://taiga.io/), [Docs](http://taigaio.github.io/taiga-doc/dist)) Web application built for managing projects with agile development processes. `(organization, dev, django)`
  1. **Tautulli** - ([Repo](https://github.com/Tautulli/Tautulli), [Home](https://tautulli.com/), [Fund](https://www.patreon.com/Tautulli)) Web monitor for Plex Media Server. `(internet, video)`
  1. **Thumbor** - ([Repo](https://github.com/thumbor/thumbor), [Home](http://thumbor.org/), [Docs](https://thumbor.readthedocs.io/)) Photo thumbnail service with resizing, flipping, and smart cropping of images. `(graphics, dev)`
  1. **Trac** - ([Repo](https://github.com/edgewall/trac), [Home](https://trac.edgewall.org/), [WP](https://en.wikipedia.org/wiki/Trac), [Docs](https://trac.edgewall.org/wiki/TracGuide)) Enhanced web-based wiki and issue tracking system for software development projects. `(scm)`
  1. **Tryton** - ([Repo](https://hg.tryton.org/trytond), [Home](https://www.tryton.org/), [WP](https://en.wikipedia.org/wiki/Tryton), [Docs](https://docs.tryton.org/en/latest)) Modular web-based ERP, designed for companies of all sizes. `(erp, fdn)`
  1. **Tutor** - ([Repo](https://github.com/overhangio/tutor), [Docs](https://docs.tutor.overhang.io/)) Docker-based Open edX distribution, both for production and local development, with a goal of easing deployment, customization, upgrading, and scaling. `(education)`
  1. **uMap** - ([Repo](https://github.com/umap-project/umap), [Docs](https://wiki.openstreetmap.org/wiki/UMap)) Web application allowing users to create maps with OpenStreetMap layers and embed it on other sites. `(misc)`
  1. **ViewVC** - ([Repo](https://github.com/viewvc/viewvc), [Home](http://viewvc.org/)) Browser interface for CVS and Subversion version control repositories. `(scm)`
  1. **Wagtail** - ([Repo](https://github.com/wagtail/wagtail), [Home](https://wagtail.io/)) A Django content management system focused on flexibility and user experience. `(cms, django)`
  1. **Warehouse** - ([Repo](https://github.com/pypa/warehouse), [Fund](https://psfmember.org/civicrm/contribute/transact?reset=1&id=13), [Docs](https://warehouse.pypa.io/)) Server software that powers [PyPI](https://pypi.org/), where most Python libraries are downloaded from. `(pkg_repo, fnd)`
  1. **Weblate** - ([Repo](https://github.com/WeblateOrg/weblate), [Home](https://weblate.org/), [PyPI](https://pypi.org/project/Weblate)) Web based localization tool with tight version control integration. `(communication)`
  1. **wttr.in** - ([Repo](https://github.com/chubin/wttr.in), [Home](http://wttr.in/)) Weather forecast service that supports various representations, suitable for the terminal or web browser. `(productivity, flask)`
  1. **Xandikos** - ([Repo](https://github.com/jelmer/xandikos), [Home](https://www.xandikos.org/)) Lightweight but relatively complete CardDAV/CalDAV server which backs up changes in a Git repository. `(organization)`
  1. **YunoHost** - ([Repo](https://github.com/YunoHost/yunohost), [Home](https://yunohost.org/), [Docs](https://yunohost.org/#/docs)) Server operating system based on Debian Linux aiming to make self-hosting accessible to as many people as possible, with support for several types of hardware. `(dev, linux)`
  1. **ZEO** - ([Repo](https://github.com/zopefoundation/ZEO), [PyPI](https://pypi.org/project/ZEO), [Docs](https://zope.readthedocs.io/en/latest/zopebook/ZEO.html)) Server and client providing [ZODB](http://www.zodb.org/)-based storage over the network. `(storage, linux)`
  1. **Zulip** - ([Repo](https://github.com/zulip/zulip), [Home](https://zulip.org/), [WP](https://en.wikipedia.org/wiki/Zulip), [Docs](https://zulip.readthedocs.io/en/latest)) Powerful chat server and web client with support for threaded conversations. `(communication)`


<!-- YET ANOTHER NOTE: This file is automatically generated, see projects.yaml -->

## Conclusion

If you have a project to add, [please let us know](https://github.com/mahmoud/awesome-python-applications/issues)!


================================================
FILE: CHANGELOG.md
================================================
# Awesome Python Applications - Changelog

The same 426 projects from the Awesome Python Applications list,
but arranged in reverse-chronological order of when they were listed.

## 2025-04-25

  1. **aider** - ([Repo](https://github.com/paul-gauthier/aider), [Home](https://aider.chat/)) Terminal-based AI pair programming assistant.
  1. **Beaver Habits** - ([Repo](https://github.com/daya0576/beaverhabits), [Home](https://beaverhabits.com/), [Demo](https://beaverhabits.com/demo), [Fund](https://buymeacoffee.com/henryzhu)) Self-hosted habit tracking app without "Goals".
  1. **DollarDollar Bill Y'all** - ([Repo](https://github.com/harung1993/dollardollar), [Demo](https://ddby.finforward.xyz/), [Fund](https://buymeacoffee.com/cCFW6gZz28)) Self-hosted money management and expense splitting web service.



## 2024-06-29

  1. **Codex** - ([Repo](https://github.com/ajslater/codex), [Demo](https://codex.sl8r.net/r/0/1)) Self-hostable comic archive browser and reader.
  1. **napari** - ([Repo](https://github.com/napari/napari), [Home](https://napari.org/), [Fund](https://numfocus.org/donate-to-napari)) A fast, interactive, multi-dimensional image viewer for annotation and analysis of large images.
  1. **Plane** - ([Repo](https://github.com/makeplane/plane), [Home](https://plane.so/)) Modern, self-hostable issue and product roadmap tracker. An alternative to JIRA, Linear, and Asana.



## 2024-01-30

  1. **Duplicity** - ([Repo](https://gitlab.com/duplicity/duplicity), [Home](https://duplicity.us/), [Docs](https://duplicity.us/docs.html)) Encrypted bandwidth-efficient backup tool, using the rsync algorithm.



## 2024-01-27

  1. **Aim** - ([Repo](https://github.com/aimhubio/aim), [Home](https://aimstack.io/), [Blog](https://aimstack.io/blog)) Aim is a self-hostable machine learning experiment tracker designed to handle 10,000s of training runs.
  1. **Dispatch** - ([Repo](https://github.com/Netflix/dispatch), [Blog](https://netflixtechblog.com/introducing-dispatch-da4b8a2a8072), [Docs](https://netflix.github.io/dispatch)) Incident management service featuring integrations for notifications and task management. Used at Netflix.
  1. **explainshell.com** - ([Repo](https://github.com/idank/explainshell), [Home](https://www.explainshell.com/)) A web-based tool to match command-line arguments to their man pages and help text.
  1. **liberapay.com** - ([Repo](https://github.com/liberapay/liberapay.com), [Home](https://liberapay.com/), [WP](https://en.wikipedia.org/wiki/Liberapay)) A recurrent donations platform, formerly known as gittip and gratipay.
  1. **Mathesar** - ([Repo](https://github.com/mathesar-foundation/mathesar), [Home](https://mathesar.org/?ref=awesome-python-applications), [Demo](https://demo.mathesar.org/), [Fund](https://mathesar.org/sponsor.html), [Docs](https://docs.mathesar.org/)) Self-hostable web application which provides a spreadsheet-like interface to a PostgreSQL database, enabling users of all technical skill levels to design data models, enter data, and build reports.
  1. **Mealie** - ([Repo](https://github.com/mealie-recipes/mealie), [Home](https://mealie.io/), [Demo](https://demo.mealie.io/login), [Fund](https://github.com/sponsors/hay-kot), [Docs](https://nightly.mealie.io/)) Self-hostable recipe management server with rich user interface and automatic backups.
  1. **Open Event Server** - ([Repo](https://github.com/fossasia/open-event-server), [Demo](https://api.eventyay.com/)) Enable event organizers to manage events from meetups to concerts to conferences, with support for multiple tracks and venues. Used by [FOSSASIA](https://fossasia.org/) and [eventyay](https://eventyay.com/).
  1. **PDF Arranger** - ([Repo](https://github.com/pdfarranger/pdfarranger), [Snap](https://snapcraft.io/pdfarranger)) Merge and split PDF documents, as well as crop and rearrange pages.
  1. **Tautulli** - ([Repo](https://github.com/Tautulli/Tautulli), [Home](https://tautulli.com/), [Fund](https://www.patreon.com/Tautulli)) Web monitor for Plex Media Server.



## 2023-03-30

  1. **detect-secrets** - ([Repo](https://github.com/Yelp/detect-secrets)) An enterprise-friendly CLI for auditing, detecting, and preventing secrets in code.
  1. **pre-commit** - ([Repo](https://github.com/pre-commit/pre-commit), [Home](https://pre-commit.com/), [PyPI](https://pypi.org/project/pre-commit)) A framework for managing and maintaining multi-language git hooks.



## 2023-03-27

  1. **Stargate DAW** - ([Repo](https://github.com/stargatedaw/stargate)) All-in-one Digital Audio Workstation (DAW) with a suite of instrument and effect plugins.



## 2023-01-26

  1. **Moa Bridge** - ([Repo](https://gitlab.com/fedstoa/moa), [Home](https://moa.party/)) A service to cross post [Mastodon](https://github.com/mastodon/mastodon) toots to Twitter and Instagram.



## 2022-07-09

  1. **Grafana OnCall** - ([Repo](https://github.com/grafana/oncall), [Docs](https://grafana.com/docs/grafana-cloud/oncall/open-source)) Developer-friendly incident response with brilliant Slack integration, with a PagerDuty migration path.
  1. **OCRmyPDF** - ([Repo](https://github.com/ocrmypdf/ocrmypdf), [Fund](https://opencollective.com/james-barlow), [Snap](https://snapcraft.io/ocrmypdf), [Docs](http://ocrmypdf.readthedocs.io/)) Adds an OCR text layer to scanned PDF files, enabling text search and selection.
  1. **PostHog** - ([Repo](https://github.com/PostHog/posthog), [Home](https://posthog.com/), [Docs](https://posthog.com/docs)) Self-hostable product analytics for tracking events, visualizing funnels, and much more.



## 2021-10-10

  1. **SQLFluff** - ([Repo](https://github.com/sqlfluff/sqlfluff), [Home](https://www.sqlfluff.com/), [Fund](https://flattr.com/github/alanmcruickshank), [PyPI](https://pypi.org/project/sqlfluff)) Dialect-flexible and configurable SQL linter, designed with ELT applications in mind, with support for templating and autofixing errors.



## 2021-09-10

  1. **Bookwyrm** - ([Repo](https://github.com/bookwyrm-social/bookwyrm), [Home](https://bookwyrm.social/)) Social reading and reviewing, decentralized with ActivityPub.



## 2021-04-13

  1. **Baserow** - ([Repo](https://gitlab.com/bramw/baserow), [Home](https://baserow.io/), [gh](https://github.com/bram2w/baserow), [Docs](https://baserow.io/docs)) Web-based no-code persistence platform, like a database meets a spreadsheet, with a REST API.



## 2020-11-22

  1. **Ajenti** - ([Repo](https://github.com/ajenti/ajenti), [Home](https://ajenti.org/), [PyPI](https://pypi.org/project/ajenti-panel), [Docs](http://docs.ajenti.org/en/latest)) Web-base server admin panel for fast, extensible remote access, featuring a web terminal, text editor, file manager, and more.



## 2020-11-21

  1. **Docker Compose** - ([Repo](https://github.com/docker/compose), [Docs](https://docs.docker.com/compose)) Docker Compose is a tool for defining and running multi-container Docker applications.



## 2020-10-11

  1. **Spack** - ([Repo](https://github.com/spack/spack), [Home](https://spack.io/), [Docs](https://spack.readthedocs.io/en/latest)) Language-independent package manager for supercomputers, Mac, and Linux, designed for scientific computing.



## 2020-10-10

  1. **Galaxy** - ([Repo](https://github.com/galaxyproject/galaxy), [Home](https://galaxyproject.org/), [Docs](https://galaxyproject.org/docs)) Web-based platform for reproducible and transparent computational research, with a focus on bioinformatics.



## 2020-08-24

  1. **RDPY** - ([Repo](https://github.com/citronneur/rdpy)) An implementation of the Microsoft Remote Desktop Protocol built on Twisted, including applications for client use, MITM proxy, and Honeypot server.
  1. **SpaceSiren** - ([Repo](https://github.com/spacesiren/spacesiren), [Docs](https://github.com/spacesiren/spacesiren/blob/master/docs/getting-started.md)) Honeypot management and alert system for AWS tokens, with a fully serverless architecture.
  1. **Thug** - ([Repo](https://github.com/buffer/thug), [Fund](https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=XTDF8AHJ28CXY), [PyPI](https://pypi.org/project/thug), [Docs](https://thug-honeyclient.readthedocs.io/en/latest)) Low-interaction honeyclient designed to mimic the behavior of a web browser in order to detect and emulate malicious contents.



## 2020-08-04

  1. **buku** - ([Repo](https://github.com/jarun/buku), [Fund](https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=RMLTQ76JSXJ4Q), [Docs](https://github.com/jarun/buku/wiki)) Browser-independent bookmark manager with CLI and web server frontends, with integrations for browsers, cloud-based bookmark managers, and emacs.



## 2020-04-11

  1. **mycli** - ([Repo](https://github.com/dbcli/mycli), [Home](https://www.mycli.net/), [PyPI](https://pypi.python.org/pypi/mycli)) Interactive MySQL client that does auto-completion and syntax highlighting.



## 2020-04-04

  1. **CourtListener** - ([Repo](https://github.com/freelawproject/courtlistener), [Home](https://www.courtlistener.com/), [WP](https://en.wikipedia.org/wiki/Free_Law_Project), [Fund](https://free.law/donate)) Web application which provides a graph-based search interface and API with 900,000 minutes of oral argument recordings, more than eight thousand judges, and more than three million opinions. Also powers [RECAP search](https://www.courtlistener.com/recap/).



## 2020-03-17

  1. **CAPEv2** - ([Repo](https://github.com/kevoreilly/CAPEv2), [Demo](https://www.capesandbox.com/)) Web application designed to automate malware analysis, with a goal of extracting payloads and configuration from uploaded artifacts.



## 2020-01-28

  1. **Algojammer** - ([Repo](https://github.com/ChrisKnott/Algojammer), [Demo](https://www.youtube.com/watch?v=9XPE4uT0AdE)) An experimental, proof-of-concept IDE to assist with algorithm-writing in a competition setting.



## 2020-01-13

  1. **Recon-ng** - ([Repo](https://github.com/lanmaster53/recon-ng), [Home](https://github.com/lanmaster53/recon-ng), [Docs](https://github.com/lanmaster53/recon-ng/wiki)) Recon-ng is a full-featured reconnaissance framework providing a powerful environment to conduct open source web-based reconnaissance quickly and thoroughly.



## 2020-01-12

  1. **CTFd** - ([Repo](https://github.com/CTFd/CTFd), [Home](https://ctfd.io/), [Docs](https://github.com/CTFd/CTFd/wiki)) CTFd is a Capture The Flag framework focusing on ease of use and customizability. It comes with everything you need to run a CTF and it's easy to customize with plugins and themes.



## 2020-01-07

  1. **Paperless** - ([Repo](https://github.com/the-paperless-project/paperless), [Docs](https://paperless.readthedocs.io/en/latest)) Scan, index, and archive all of your paper documents. Supports OCR, tags, search, encryption and more.
  1. **Script Server** - ([Repo](https://github.com/bugy/script-server), [Demo](https://script-server.net/), [Docs](https://github.com/bugy/script-server/wiki)) Turn scripts into interactive, validated, authenticated, auditable web UIs, without modifying the scripts.



## 2019-11-13

  1. **doc2dash** - ([Repo](https://github.com/hynek/doc2dash), [Home](https://doc2dash.readthedocs.io/), [PyPI](https://pypi.org/project/doc2dash)) Extensible CLI-based [Documentation Set](https://developer.apple.com/library/archive/documentation/DeveloperTools/Conceptual/Documentation_Sets/010-Overview_of_Documentation_Sets/docset_overview.html#//apple_ref/doc/uid/TP40005266-CH13-SW6) generator intended for use with [Dash.app](https://kapeli.com/dash/) and [other](https://velocity.silverlakesoftware.com/) [compatible](https://github.com/dash-docs-el/helm-dash) [API browsers](https://zealdocs.org/).
  1. **GNS3 GUI** - ([Repo](https://github.com/GNS3/gns3-gui), [Home](https://www.gns3.com/), [PyPI](https://pypi.org/project/gns3-gui), [Docs](https://docs.gns3.com/)) Graphical Network Simulator used to emulate, configure, test and troubleshoot virtual and real networks. (Backed by server component [here](https://github.com/GNS3/gns3-server).)
  1. **JHBuild** - ([Repo](https://gitlab.gnome.org/GNOME/jhbuild), [Home](https://wiki.gnome.org/Projects/Jhbuild), [gh](https://github.com/GNOME/jhbuild), [Docs](https://developer.gnome.org/jhbuild/stable/getting-started.html.en)) Tool designed to ease building collections of packages, originally written to build the GNOME desktop from sources.
  1. **pip-tools** - ([Repo](https://github.com/jazzband/pip-tools)) A set of command line tools to help you keep your pip-based packages fresh, even when you've pinned them.
  1. **ReproZip** - ([Repo](https://github.com/VIDA-NYU/reprozip), [Home](https://www.reprozip.org/), [Demo](https://examples.reprozip.org/), [PyPI](https://pypi.org/project/reprozip), [Docs](https://docs.reprozip.org/)) Command-line tool which automatically builds reproducible experiments archives from console commands, designed for use in computational science.
  1. **Scholia** - ([Repo](https://github.com/fnielsen/scholia), [Home](https://scholia.toolforge.org/), [Docs](https://www.wikidata.org/wiki/Wikidata%3AScholia)) Python package and web application for interacting with scholarly information on [Wikidata](https://www.wikidata.org/).
  1. **Whipper** - ([Repo](https://github.com/whipper-team/whipper)) A CLI-based CD Audio ripper designed for accuracy over speed, with support for overriding hardware caches, accuracy verification, MusicBrainz metadata lookup, hidden tracks, FLAC, and much more.
  1. **ZEO** - ([Repo](https://github.com/zopefoundation/ZEO), [PyPI](https://pypi.org/project/ZEO), [Docs](https://zope.readthedocs.io/en/latest/zopebook/ZEO.html)) Server and client providing [ZODB](http://www.zodb.org/)-based storage over the network.
  1. **ZFSp** - ([Repo](https://github.com/alcarithemad/zfsp)) A reverse-engineered [ZFS](https://en.wikipedia.org/wiki/ZFS) implementation, written in Python, without reading the original C.



## 2019-10-31

  1. **Nuxeo Drive** - ([Repo](https://github.com/nuxeo/nuxeo-drive), [Home](https://www.nuxeo.com/products/drive-desktop-sync), [Docs](https://doc.nuxeo.com/client-apps/nuxeo-drive)) Cross-platform desktop synchronization client for the Nuxeo platform.



## 2019-10-29

  1. **Cura** - ([Repo](https://github.com/Ultimaker/Cura), [Home](https://ultimaker.com/software/ultimaker-cura), [WP](https://en.wikipedia.org/wiki/Cura_%28software%29), [Docs](https://ultimaker.com/en/resources/manuals/software)) Popular desktop software for preparation and control of 3D printing, integrated with CAD workflows.
  1. **MLflow** - ([Repo](https://github.com/mlflow/mlflow), [Home](https://mlflow.org/), [Docs](https://mlflow.org/docs/latest/index.html)) Integrated command-line application and web service, supporting an end-to-end machine-learning workflow around tracking, packaging, and deploying. Developed by [Databricks](https://docs.databricks.com/applications/mlflow/index.html).
  1. **VisiData** - ([Repo](https://github.com/saulpw/visidata), [Home](https://visidata.org/), [Fund](https://patreon.com/saulpw), [PyPI](https://pypi.org/project/visidata), [Docs](https://visidata.org/docs)) Interactive multitool for exploring, analyzing, and converting datasets in the terminal.



## 2019-10-22

  1. **Airflow** - ([Repo](https://github.com/apache/airflow), [Docs](https://airflow.apache.org/)) A platform to programmatically author, schedule and monitor workflows.



## 2019-10-18

  1. **DrawBot** - ([Repo](https://github.com/typemytype/drawbot), [Home](http://www.drawbot.com/), [WP](https://en.wikipedia.org/wiki/DrawBot)) A powerful programmatic 2D drawing application for MacOS X which generates graphics from Python scripts.
  1. **hosts** - ([Repo](https://github.com/StevenBlack/hosts)) Command-line application which merges reputable [hosts files](https://en.wikipedia.org/wiki/Hosts_(file)) with deduplication for the purpose of blocking undesirable websites via DNS blackhole.



## 2019-10-10

  1. **Conan** - ([Repo](https://github.com/conan-io/conan), [Home](https://conan.io/), [Docs](https://docs.conan.io/en/latest)) Decentralized package manager for binary package management, targeted at C/C++ developers.
  1. **Docassemble** - ([Repo](https://github.com/jhpyle/docassemble), [Home](https://docassemble.org/), [Docs](https://docassemble.org/docs.html)) Platform for creating mobile-friendly web-based interviews, collecting responses, and much more.
  1. **doit** - ([Repo](https://github.com/pydoit/doit), [Home](https://pydoit.org/), [Fund](https://opencollective.com/doit), [Docs](https://pydoit.org/contents.html)) Command-line task management and automation tool, with directives written in Python.
  1. **doitlive** - ([Repo](https://github.com/sloria/doitlive), [PyPI](https://pypi.org/project/doitlive), [Docs](https://doitlive.readthedocs.io/)) Tool for live presentations in the terminal.
  1. **Grow** - ([Repo](https://github.com/grow/grow), [Home](https://grow.io/), [PyPI](https://pypi.org/project/grow)) Static site generator optimized for building interactive, localized microsites, with a focus on workflow and maintainability.
  1. **GTimeLog** - ([Repo](https://github.com/gtimelog/gtimelog), [Home](https://gtimelog.org/), [Fund](https://ko-fi.com/mgedmin), [Docs](https://gtimelog.org/docs.html)) Desktop-based time tracker with support for logging billable/non-billable work.
  1. **httpie** - ([Repo](https://github.com/jakubroztocil/httpie), [Home](https://httpie.org/), [PyPI](https://pypi.org/project/httpie)) Command-line HTTP client with JSON support, syntax highlighting, wget-like downloads, extensions, and more.
  1. **SweetTooth Web** - ([Repo](https://gitlab.gnome.org/Infrastructure/extensions-web), [Home](https://extensions.gnome.org/)) The web store for extensions to the [GNOME](https://en.wikipedia.org/wiki/GNOME) desktop environment, supporting adding and updating extensions directly from the browser.
  1. **Taguette** - ([Repo](https://gitlab.com/remram44/taguette), [Home](https://www.taguette.org/), [gh](https://github.com/remram44/taguette), [PyPI](https://pypi.org/project/taguette), [Docs](https://www.taguette.org/getting-started.html)) Web-based qualitative research tool supporting importing, tagging, highlighting, and exporting many document formats.



## 2019-10-06

  1. **privacyIDEA** - ([Repo](https://github.com/privacyidea/privacyidea), [Home](https://privacyidea.org/), [WP](https://en.wikipedia.org/wiki/PrivacyIDEA), [Docs](https://privacyidea.readthedocs.io/)) A multi factor authentication server running on premises, supporting many different token types and allowing authentication via REST API, RADIUS, PAM, Windows Credential Provider, SAML, OpenID Connect.



## 2019-10-01

  1. **B2** - ([Repo](https://github.com/Backblaze/B2_Command_Line_Tool), [PyPI](https://pypi.python.org/pypi/b2)) Command-line tool that gives easy access to all of the capabilities of Backblaze's [B2 Cloud Storage](https://www.backblaze.com/b2/cloud-storage.html).
  1. **BYOB (Build Your Own Botnet)** - ([Repo](https://github.com/malwaredllc/byob)) Client-server framework (RAT and C2 server) for security researchers to build and operate basic botnets.
  1. **CAPE** - ([Repo](https://github.com/ctxis/CAPE), [Demo](https://cape.contextis.com/submit)) Web application designed to automate malware analysis, succeeded by [CAPEv2](https://github.com/kevoreilly/CAPEv2).
  1. **cellxgene** - ([Repo](https://github.com/chanzuckerberg/cellxgene), [Home](https://chanzuckerberg.github.io/cellxgene)) Web-based interactive explorer for single-cell transcriptomics data.
  1. **Cython** - ([Repo](https://github.com/cython/cython), [Home](https://cython.org/), [PyPI](https://pypi.org/project/cython), [Docs](http://docs.cython.org/)) Language and compiler designed for high-performance Python and C interoperability.
  1. **dupeGuru** - ([Repo](https://github.com/arsenetar/dupeguru), [Home](https://dupeguru.voltaicideas.net/), [Docs](https://dupeguru.voltaicideas.net/help/en)) Cross-platform GUI tool to find duplicate files.
  1. **Gitless** - ([Repo](https://github.com/sdg-mit/gitless), [Home](https://gitless.com/), [PyPI](https://pypi.org/project/gitless), [Docs](https://gitless.com/#documentation)) Simple version control system built on top of Git.
  1. **Gridsync** - ([Repo](https://github.com/gridsync/gridsync)) Cross-platform GUI built to synchronize local directories with Tahoe-LAFS storage grids.
  1. **GRR Rapid Response** - ([Repo](https://github.com/google/grr), [Docs](https://grr-doc.readthedocs.io/en/latest)) Server-agent system focused on remote live forensics for quick, browser-based triage and analysis of attacks on fleets of machines, with agent support for Linux, Windows, and OS X.
  1. **Hubble** - ([Repo](https://github.com/hubblestack/hubble), [Docs](https://hubblestack.readthedocs.io/en/latest)) Modular security compliance client, providing on-demand profile-based auditing, alerting, and reporting. Originally designed for Adobe.
  1. **Launchpad** - ([Repo](https://launchpad.net/launchpad), [Home](https://launchpad.net/), [WP](https://en.wikipedia.org/wiki/Launchpad_%28website%29), [Docs](https://dev.launchpad.net/)) Software forge designed and run by Canonical, with support for Git and [Bazaar](https://en.wikipedia.org/wiki/GNU_Bazaar).
  1. **Lector** - ([Repo](https://github.com/BasioMeusPuga/Lector)) Desktop ebook reader and browser, with support for many formats, including comic book archives.
  1. **Mosaic** - ([Repo](https://github.com/usnistgov/mosaic), [Home](https://pages.nist.gov/mosaic), [Docs](https://pages.nist.gov/mosaic/html/index.html)) Desktop-based single molecule analysis toolbox that automatically decodes multi-state nanopore data.
  1. **Mylar** - ([Repo](https://github.com/evilhero/mylar)) A web-based automated comic book downloader (cbr/cbz) for use with SABnzbd, NZBGet, and torrents.
  1. **Nagstamon** - ([Repo](https://github.com/HenriWahl/Nagstamon), [Home](https://nagstamon.ifw-dresden.de/), [Docs](https://nagstamon.ifw-dresden.de/docs)) Status monitor for the desktop, with support for Nagios, Icinga, Opsview, and more.
  1. **NFO Viewer** - ([Repo](https://github.com/otsaloma/nfoview), [Home](https://otsaloma.io/nfoview)) A simple viewer for NFO files and the ASCII art therein, with preset fonts, encodings, automatic window sizing, and clickable hyperlinks.
  1. **odemis** - ([Repo](https://github.com/delmic/odemis), [Home](https://www.delmic.com/microscopy-software-odemis)) Desktop imaging workflow software for Delmic microscopes, supporting autofocus, coordinate history, and OME-TIFF and HDF5 export.
  1. **PlatformIO Core** - ([Repo](https://github.com/platformio/platformio-core), [Home](https://platformio.org/), [Fund](https://platformio.org/donate?utm_source=github&utm_medium=core), [PyPI](https://pypi.org/project/platformio), [Docs](https://docs.platformio.org/en/latest?utm_source=github&utm_medium=core)) Multiplatform CLI build system and library manager for IoT development.
  1. **Pynocchio** - ([Repo](https://github.com/mstuttgart/pynocchio), [Home](https://mstuttgart.github.io/pynocchio)) Minimalist comic reader, supporting many common image and archive formats.
  1. **RedNotebook** - ([Repo](https://github.com/jendrikseipp/rednotebook), [Home](https://rednotebook.sourceforge.io/downloads.html)) Desktop journal designed for rich text, media, and template-based entries, which can be tagged and searched, as well as exported to plain text, HTML, Latex, or PDF.
  1. **ReText** - ([Repo](https://github.com/retext-project/retext), [PyPI](https://pypi.org/project/ReText), [Docs](https://github.com/retext-project/retext/wiki)) Simple but powerful editor for Markdown and reStructuredText markup languages.
  1. **s3ql** - ([Repo](https://github.com/s3ql/s3ql), [Docs](http://www.rath.org/s3ql-docs/index.html)) A standards-conforming, full-featured UNIX filesystem for cloud-based storage services (S3, Google Storage, OpenStack), supporting compression, encryption, deduplication, snapshotting, and more.
  1. **Snapcraft** - ([Repo](https://github.com/snapcore/snapcraft), [Home](https://snapcraft.io/), [Docs](https://snapcraft.io/docs)) A command-line tool to package, distribute, and update apps for Linux and IoT using containerization, developed by Canonical.
  1. **term2048** - ([Repo](https://github.com/bfontaine/term2048), [PyPI](https://pypi.python.org/pypi/term2048)) TUI version of [2048](http://gabrielecirulli.github.io/2048/).
  1. **Tutor** - ([Repo](https://github.com/overhangio/tutor), [Docs](https://docs.tutor.overhang.io/)) Docker-based Open edX distribution, both for production and local development, with a goal of easing deployment, customization, upgrading, and scaling.
  1. **Vorta** - ([Repo](https://github.com/borgbase/vorta), [Home](https://vorta.borgbase.com/)) GUI backup client built on top of [BorgBackup](https://borgbackup.readthedocs.io/).



## 2019-09-30

  1. **Artisan** - ([Repo](https://github.com/artisan-roaster-scope/artisan), [Home](https://artisan-scope.org/), [Docs](https://artisan-scope.org/docs/quick-start-guide)) Desktop visual scope for coffee roasters, which helps coffee roasters record, analyze, and control roast profiles.
  1. **Byro** - ([Repo](https://github.com/byro/byro), [Docs](https://byro.readthedocs.io/)) Web-based membership administration tool for small and medium sized clubs/NGOs/associations of all kinds, with a focus on the DACH region.
  1. **Cataclysm: Dark Days Ahead (Launcher)** - ([Repo](https://github.com/remyroy/CDDA-Game-Launcher), [Home](https://cataclysmdda.org/)) Launcher for popular FOSS game [CDDA](https://cataclysmdda.org/), which supports automatic updates and mod management.
  1. **dak** - ([Repo](https://salsa.debian.org/ftp-team/dak)) Collection of programs used to maintain the Debian project's email archives.
  1. **distro-tracker** - ([Repo](https://salsa.debian.org/qa/distro-tracker), [Demo](https://tracker.debian.org/), [Docs](https://qa.pages.debian.net/distro-tracker)) Web application designed to follow the evolution of a Debian-based distribution with email updates and a comprehensive web interface. Powers the [Debian Package Tracker](https://tracker.debian.org/).
  1. **gdbgui** - ([Repo](https://github.com/cs01/gdbgui), [Home](https://gdbgui.com/), [PyPI](https://pypi.org/project/gdbgui)) Browser-based frontend for [gdb](https://en.wikipedia.org/wiki/GNU_Debugger).
  1. **Infection Monkey** - ([Repo](https://github.com/guardicore/monkey), [Home](https://www.guardicore.com/infectionmonkey), [Docs](https://github.com/guardicore/monkey/wiki)) Web-based tool for testing a datacenter's resiliency to perimeter breaches and internal server infection.
  1. **Kibitzr** - ([Repo](https://github.com/kibitzr/kibitzr), [Home](https://kibitzr.github.io/), [PyPI](https://pypi.org/project/kibitzr), [Docs](https://kibitzr.readthedocs.io/)) Self-hosted personal assistant server for automating routine tasks.
  1. **LinOTP** - ([Repo](https://github.com/LinOTP/LinOTP), [Home](https://www.linotp.org/), [WP](https://en.wikipedia.org/wiki/LinOTP), [Docs](https://www.linotp.org/documentation.html)) Server supporting two-factor authentication with one-time passwords from several sources, from Yubikeys to SMS.
  1. **PeachPy** - ([Repo](https://github.com/Maratyszcza/PeachPy)) Highly portable assembler with unified syntax, sporting an extensive user list, including many cryptography libraries for Go.
  1. **Pol** - ([Repo](https://github.com/taroved/pol), [Home](https://politepol.com/)) Web application which allows users to subscribe to changes on a web site via an autogenerated RSS feed.
  1. **Pyfa** - ([Repo](https://github.com/pyfa-org/Pyfa)) Python Fitting Assistant, cross-platform experimentation tool for [EVE Online](https://en.wikipedia.org/wiki/Eve_Online) ship fittings.
  1. **Senaite** - ([Repo](https://github.com/senaite/senaite.lims), [Home](https://www.senaite.com/)) Web-based, mobile-first laboratory information management system (LIMS).
  1. **Supysonic** - ([Repo](https://github.com/spl0k/supysonic)) Implementation of the [Subsonic server API](http://www.subsonic.org/), with support for browsing, streaming, transcoding, scrobbling, and more.
  1. **Vidcutter** - ([Repo](https://github.com/ozmartian/vidcutter)) GUI and CLI aiming to be the fastest and simplest way to cut and join video.
  1. **Wammu** - ([Repo](https://github.com/gammu/wammu), [Home](https://wammu.eu/wammu)) GUI phone manager with read/write support for contacts, todo, calendar, SMS, and more, primarily designed for Nokia and AT-compatible phones.



## 2019-09-29

  1. **Frepple** - ([Repo](https://github.com/frePPLe/frepple), [Home](https://frepple.com/), [Docs](https://frepple.org/docs/current)) Web-based supply chain planning for production planning and scheduling.
  1. **Music Player** - ([Repo](https://github.com/albertz/music-player), [Home](http://albertz.github.io/music-player)) A simple music player designed around an infinite intelligent playlist, with support for headless playback.
  1. **RabbitVCS** - ([Repo](https://github.com/rabbitvcs/rabbitvcs), [Home](http://rabbitvcs.org/), [Docs](http://wiki.rabbitvcs.org/wiki)) Tools providing straightforward graphical access to Subversion or Git within a variety of clients, including as Nautilus, Thunar, Nemo, Caja, and the command line.
  1. **Sunflower** - ([Repo](https://github.com/MeanEYE/Sunflower), [Home](http://sunflower-fm.org/)) Small and highly-customizable twin-panel file manager for Linux with plugin support.



## 2019-09-28

  1. **SoundGrain** - ([Repo](https://github.com/belangeo/soundgrain), [Home](http://ajaxsoundstudio.com/software/soundgrain), [Fund](https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=9CA99DH6ES3HA)) Graphical interface designed for drawing and editing trajectories to control [granular sound synthesis](https://en.wikipedia.org/wiki/Granular_synthesis).



## 2019-09-18

  1. **Diffoscope** - ([Repo](https://salsa.debian.org/reproducible-builds/diffoscope), [Home](https://diffoscope.org/), [Demo](https://try.diffoscope.org/), [PyPI](https://pypi.org/project/diffoscope)) Web-based deep comparison of files, archives, and directories, including support for diffing tarballs, ISO images, and PDFs.
  1. **Django Wiki** - ([Repo](https://github.com/django-wiki/django-wiki), [Demo](https://demo.django-wiki.org/), [Docs](https://django-wiki.readthedocs.io/en/latest)) A simple and mature web-based wiki.
  1. **Kolibri** - ([Repo](https://github.com/learningequality/kolibri), [Home](https://learningequality.org/kolibri), [Demo](https://kolibridemo.learningequality.org/), [PyPI](https://pypi.org/project/kolibri), [Docs](https://kolibri.readthedocs.io/en/latest)) Self-hostable learning web application targeted at making high quality education technology available in low-resource communities (e.g., rural schools, refugee camps, orphanages, non-formal school systems, and prison systems).



## 2019-09-17

  1. **Ambar** - ([Repo](https://github.com/RD17/ambar), [Home](https://ambar.cloud/), [Demo](https://app.ambar.cloud/), [Docs](https://ambar.cloud/docs/system-requirements)) Document search engine with automated crawling, OCR, tagging, and instant full-text search.
  1. **Klaus** - ([Repo](https://github.com/jonashaag/klaus), [Demo](http://klausdemo.lophus.org/), [PyPI](https://pypi.org/project/klaus), [Docs](https://github.com/jonashaag/klaus/wiki)) pip-installable web-based viewer for git repositories that "just works".
  1. **LocalStack** - ([Repo](https://github.com/localstack/localstack), [Home](https://localstack.cloud/), [PyPI](https://pypi.org/project/localstack)) Self-hostable version of many AWS services, including S3, Route53, Lambda, Redshift, and much more, designed for testing cloud-centric code.
  1. **Photonix** - ([Repo](https://github.com/damianmoore/photonix), [Home](https://photonix.org/), [Demo](https://demo.photonix.org/)) Web-based photo management, featuring smart filtering with object recognition, location awareness, color analysis, and more.
  1. **Plinth** - ([Repo](https://salsa.debian.org/freedombox-team/plinth), [Home](https://freedombox.org/), [Docs](https://wiki.debian.org/FreedomBox/Plinth)) The core functionality and web front-end of [FreedomBox](https://freedombox.org/), an easy-to-manage, privacy-oriented home server.
  1. **Quru Image Server** - ([Repo](https://github.com/quru/qis), [Home](https://www.quruimageserver.com/), [Demo](https://images.quru.com/demo), [Docs](https://github.com/quru/qis/blob/master/doc/overview.md)) High-performance web server for creating and delivering dynamic images.
  1. **YunoHost** - ([Repo](https://github.com/YunoHost/yunohost), [Home](https://yunohost.org/), [Docs](https://yunohost.org/#/docs)) Server operating system based on Debian Linux aiming to make self-hosting accessible to as many people as possible, with support for several types of hardware.



## 2019-09-13

  1. **PPCI** - ([Repo](https://bitbucket.org/windel/ppci), [Demo](https://godbolt.org/g/eooaPP), [gh](https://github.com/windelbouwman/ppci-mirror), [PyPI](https://pypi.org/project/ppci), [Docs](https://ppci.readthedocs.io/)) The Pure Python Compiler Infrastructure is a compiler written entirely in Python, containing front-ends for various programming languages (C, c3, WebAssembly, and others) as well as machine code generation backends for various CPUs (6500, arm, avr, x86_64, openrisc, among others).
  1. **ScratchABit** - ([Repo](https://github.com/pfalcon/ScratchABit)) Easily retargetable and hackable interactive disassembler with IDAPython-compatible plugin API.



## 2019-09-12

  1. **Baby Buddy** - ([Repo](https://github.com/cdubz/babybuddy), [Demo](http://demo.baby-buddy.net/)) Mobile-friendly web application which helps caregivers track sleep, feedings, diaper changes, and tummy time to learn about and predict baby's needs without (as much) guesswork.
  1. **beancount** - ([Repo](https://bitbucket.org/blais/beancount), [Home](http://furius.ca/beancount), [gh](https://github.com/beancount/beancount), [PyPI](https://pypi.org/project/beancount), [Docs](https://docs.google.com/document/d/1RaondTJCS_IUPBHFNdT8oqFKJjVJDsfsn6JEjBG04eA/edit)) A double-entry bookkeeping language to define financial transaction records in plain text, then generate a variety of reports, via CLI and web interface. (See also, [Plain Text Accounting](https://plaintextaccounting.org/)).
  1. **fava** - ([Repo](https://github.com/beancount/fava), [Demo](https://fava.pythonanywhere.com/huge-example-file/income_statement), [Docs](https://beancount.github.io/fava)) Web interface for the double-entry bookkeeping software [Beancount](http://furius.ca/beancount/) with a focus on features and usability.
  1. **FreeNAS** - ([Repo](https://github.com/freenas/freenas), [Home](https://www.freenas.org/), [Docs](https://www.ixsystems.com/documentation/freenas)) Operating system designed to be installed virtually any hardware platform, for sharing [ZFS](https://en.wikipedia.org/wiki/ZFS)-based storage over a network, using SMB, NFS, AFP, FTP, and more.
  1. **King Phisher** - ([Repo](https://github.com/securestate/king-phisher), [Docs](https://king-phisher.readthedocs.io/)) Server-based [phishing](https://en.wikipedia.org/wiki/Phishing) campaign toolkit, used to simulate real-world phishing attacks, with GTK-powered client application.
  1. **Passit** - ([Repo](https://gitlab.com/passit/passit-backend), [Home](https://passit.io/), [Docs](https://passit.io/documentation)) Password management server, providing storage services and group access control list features.
  1. **Psono** - ([Repo](https://gitlab.com/psono/psono-server), [Home](https://psono.com/), [Demo](https://www.psono.pw/), [Docs](https://doc.psono.com/)) Server-based password manager, built for teams.
  1. **readthedocs.org** - ([Repo](https://github.com/readthedocs/readthedocs.org), [Home](https://readthedocs.org/), [Docs](https://docs.readthedocs.io/en/stable)) Continuous integration platform for building and hosting documentation.



## 2019-09-11

  1. **Calibre-Web** - ([Repo](https://github.com/janeczku/calibre-web)) Web application providing a clean interface for browsing, reading, and downloading ebooks using an existing [Calibre](https://calibre-ebook.com/) database.
  1. **Collaborate** - ([Repo](https://github.com/propublica/django-collaborative), [Docs](https://propublica.gitbook.io/collaborate-user-manual)) Web-based collaboration tool designed by [Propublica](https://www.propublica.org/nerds/making-collaborative-data-projects-easier-our-new-tool-collaborate-is-here) for newsrooms to share datasets, with a workflow built around assigning tips and maintaining contacts.
  1. **Elixire** - ([Repo](https://gitlab.com/elixire/elixire), [Home](https://elixi.re/), [Docs](https://gitlab.com/elixire/api-docs)) Featureful file host and link shortener with API and support for multiple vanity urls.
  1. **Formspree** - ([Repo](https://github.com/formspree/formspree), [Home](https://formspree.io/)) Web server which turns an HTML form submission into an email, without registration, JavaScript, or custom Python.
  1. **Funkwhale** - ([Repo](https://dev.funkwhale.audio/funkwhale/funkwhale), [Home](https://funkwhale.audio/en_US), [Docs](https://docs.funkwhale.audio/)) Web-based, community-driven project that lets you listen and share music and audio within a decentralized, open network.
  1. **ihatemoney** - ([Repo](https://github.com/spiral-project/ihatemoney), [Home](https://ihatemoney.org/), [Docs](https://ihatemoney.readthedocs.io/)) Web application made to ease shared budget management by keeping track of who bought what, when, and for whom.
  1. **Newspipe** - ([Repo](https://git.sr.ht/~cedric/newspipe), [Home](https://www.newspipe.org/), [gh](https://github.com/cedricbonhomme/newspipe), [Docs](https://newspipe.readthedocs.io/en/latest)) Web-based news aggregator and reader.
  1. **Open Streaming Platform** - ([Repo](https://gitlab.com/Deamos/flask-nginx-rtmp-manager)) Self-hosted video streaming and recording server, designed as an alternative to Twitch and YouTube.
  1. **RELATE** - ([Repo](https://github.com/inducer/relate), [Docs](https://documen.tician.de/relate)) Web-based courseware with support for course planning and versioning, scheduling, testing, and grading.
  1. **uMap** - ([Repo](https://github.com/umap-project/umap), [Docs](https://wiki.openstreetmap.org/wiki/UMap)) Web application allowing users to create maps with OpenStreetMap layers and embed it on other sites.



## 2019-09-10

  1. **FlaskBB** - ([Repo](https://github.com/flaskbb/flaskbb), [Home](https://flaskbb.org/), [Demo](https://forums.flaskbb.org/), [Docs](https://flaskbb.readthedocs.io/en/latest)) A classic web forum application (bulletin board) with a modern look.
  1. **Indico** - ([Repo](https://github.com/indico/indico), [Home](https://getindico.io/), [Demo](https://sandbox.getindico.io/), [Docs](https://docs.getindico.io/en/stable/installation)) Feature-rich web application designed at [CERN](https://en.wikipedia.org/wiki/CERN) for managing events, with support for conference organization workflow, from content management to receiving and reviewing abstracts/papers, event registration, payment integration, room booking, and more.
  1. **Isso** - ([Repo](https://github.com/posativ/isso), [Home](https://posativ.org/isso)) Lightweight commenting server, designed as a drop-in replacement for Disqus.
  1. **Mayan** - ([Repo](https://gitlab.com/mayan-edms/mayan-edms), [Home](https://www.mayan-edms.com/), [Fund](https://www.paypal.me/MayanEDMS), [PyPI](https://pypi.org/project/mayan-edms/3.2.7), [Docs](https://docs.mayan-edms.com/)) Web-based document management system, designed to store, introspect, and categorize files, with OCR, preview, label, signing, and sending capabilities. Also featuring workflow system, role-based access control, and REST API.
  1. **nsupdate.info** - ([Repo](https://github.com/nsupdate-info/nsupdate.info), [PyPI](https://pypi.org/project/nsupdate), [Docs](https://nsupdateinfo.readthedocs.io/en/latest)) Featureful dynamic DNS service, using the Dynamic DNS UPDATE protocol ([RFC 2136](https://tools.ietf.org/html/rfc2136)) to update BIND and other major nameservers.
  1. **Pretalx** - ([Repo](https://github.com/pretalx/pretalx), [Home](https://pretalx.com/p/about), [Fund](https://www.patreon.com/rixx)) Web-based conference planning tool, with support for Calls for Papers (CFP), scheduling, and speaker management.
  1. **Pretix** - ([Repo](https://github.com/pretix/pretix), [Home](https://pretix.eu/), [Blog](https://pretix.eu/about/en/blog), [PyPI](https://pypi.org/project/pretix), [Docs](https://docs.pretix.eu/en/latest/development/index.html)) Web-based ticketing software, with support for customizable storefronts, direct payments, box office, and reporting.
  1. **Prosopopee** - ([Repo](https://github.com/Psycojoker/prosopopee), [Demo](https://surleschemins.fr/), [PyPI](https://pypi.org/project/prosopopee), [Docs](https://prosopopee.readthedocs.io/)) A static site generator designed for photographers and others who tell stories with pictures.
  1. **Shuup** - ([Repo](https://github.com/shuup/shuup), [Home](https://www.shuup.com/), [Docs](https://shuup.readthedocs.io/en/latest)) Storefront web application, with support for single- and multi-marketplace models.
  1. **Spinnaker** - ([Repo](https://github.com/spinnaker/spinnaker), [Home](https://www.spinnaker.io/), [WP](https://en.wikipedia.org/wiki/Spinnaker_%28software%29), [Docs](https://www.spinnaker.io/concepts)) Continuous delivery platform developed for Netflix's deployment and management of applications in cloud environments.



## 2019-09-09

  1. **Socialhome** - ([Repo](https://git.feneas.org/socialhome/socialhome), [Home](https://socialhome.network/), [gh](https://github.com/jaywink/socialhome), [Docs](https://socialhome.readthedocs.io/en/latest)) Web application enabling users to build a federated personal profile with social networking functionality.



## 2019-09-06

  1. **Hawkpost** - ([Repo](https://github.com/whitesmith/hawkpost), [Home](https://hawkpost.co/)) Web application which enables receiving encrypted messages from less technical senders.
  1. **Inboxen** - ([Repo](https://github.com/Inboxen/Inboxen), [Home](https://inboxen.org/), [Docs](https://inboxen.readthedocs.io/en/latest)) Web application which provides an infinite number of unique email inboxes, for segmenting services and maintaining privacy.
  1. **Xandikos** - ([Repo](https://github.com/jelmer/xandikos), [Home](https://www.xandikos.org/)) Lightweight but relatively complete CardDAV/CalDAV server which backs up changes in a Git repository.



## 2019-09-04

  1. **archivematica** - ([Repo](https://github.com/artefactual/archivematica), [Home](https://www.archivematica.org/en), [Docs](https://www.archivematica.org/en/docs)) Digital preservation system designed to maintain standards-based, long-term access to collections of digital objects, targeted at archivists and librarians.
  1. **CouchPotato** - ([Repo](https://github.com/CouchPotato/CouchPotatoServer), [Home](http://couchpota.to/)) Personal video recorder focused on movies, with support for usenet and torrents.
  1. **Headphones** - ([Repo](https://github.com/rembo10/headphones), [Docs](https://github.com/rembo10/headphones/wiki)) Web-based digital music library for automating music downloads through Usenet and torrents.
  1. **Healthchecks** - ([Repo](https://github.com/healthchecks/healthchecks), [Home](https://healthchecks.io/), [Docs](https://healthchecks.io/docs)) Web-based monitor for scheduled jobs (e.g., cron).
  1. **LazyLibrarian** - ([Repo](https://gitlab.com/LazyLibrarian/LazyLibrarian), [Forum](https://www.reddit.com/r/LazyLibrarian), [Docs](https://lazylibrarian.gitlab.io/)) Web-based digital library organizer with support for following authors and automatic metadata retrieval.
  1. **Mailu** - ([Repo](https://github.com/Mailu/Mailu), [Home](https://mailu.io/)) Full-featured mail server designed for easy setup and maintenance, supporting IMAP, IMAP+, SMTP, and Submission, as well as a slew of advanced features.
  1. **Pinry** - ([Repo](https://github.com/pinry/pinry), [Home](https://getpinry.com/), [Docs](https://docs.getpinry.com/)) Tiling image board system for saving, tagging, and sharing images, videos, and websites, like a self-hosted Pinterest.
  1. **PyLoad** - ([Repo](https://github.com/pyload/pyload), [Home](https://pyload.net/)) Download manager with a web interface and API.
  1. **SiCKRAGE** - ([Repo](https://git.sickrage.ca/SiCKRAGE/sickrage), [gh](https://github.com/SiCKRAGE/SiCKRAGE), [Docs](https://git.sickrage.ca/SiCKRAGE/sickrage/wikis/FAQ%27s-and-Fixes)) Video library manager with support for automatic TV show archival.
  1. **Superset** - ([Repo](https://github.com/apache/incubator-superset), [Docs](http://superset.apache.org/)) Data exploration, visualization, and business intelligence web application.
  1. **syncserver** - ([Repo](https://github.com/mozilla-services/syncserver), [Docs](https://mozilla-services.readthedocs.io/en/latest/howtos/run-sync-1.5.html)) All-in-one package for running a self-hosted Mozilla Firefox Sync server.



## 2019-08-31

  1. **Datasette** - ([Repo](https://github.com/simonw/datasette), [PyPI](https://pypi.org/project/datasette), [Docs](https://datasette.readthedocs.io/en/latest)) A tool for exploring and publishing data, backed by SQLite.



## 2019-08-30

  1. **Nyaa** - ([Repo](https://github.com/nyaadevs/nyaa)) Bittorrent tracker software built for anime site [nyaa.si](https://nyaa.si/).
  1. **Socorro** - ([Repo](https://github.com/mozilla-services/socorro), [Docs](https://wiki.mozilla.org/Socorro)) Web service for collecting crash statistics from Mozilla products, including Firefox, Thunderbird, and [others](https://crash-stats.mozilla.org/).



## 2019-08-29

  1. **EdgeDB** - ([Repo](https://github.com/edgedb/edgedb), [Home](https://edgedb.com/), [Docs](https://edgedb.com/docs)) High-performance object-relational database built on top of PostgreSQL, featuring strict, strong typing, built-in migrations, and GraphQL support.



## 2019-08-17

  1. **netbox** - ([Repo](https://github.com/netbox-community/netbox), [Docs](https://netbox.readthedocs.io/en/stable)) IP address management (IPAM) and data center infrastructure management (DCIM) tool, conceived at Digital Ocean.



## 2019-08-05

  1. **OpenLP** - ([Repo](https://code.launchpad.net/openlp), [Home](https://openlp.org/)) Presentation software geared toward church usage.
  1. **OpenStack** - ([Repo](https://github.com/openstack/openstack), [Home](https://www.openstack.org/), [Docs](https://docs.openstack.org/)) Cloud operating system that controls large pools of compute, storage, and networking resources throughout a datacenter, manageable through a web-based dashboard.
  1. **Portage** - ([Repo](https://gitweb.gentoo.org/proj/portage.git), [WP](https://en.wikipedia.org/wiki/Portage_%28software%29)) Platform-agnostic Package management system created for and used by Gentoo Linux and also by Chrome OS, Sabayon, and Funtoo Linux. Inspired by FreeBSD ports.



## 2019-08-04

  1. **Polyaxon** - ([Repo](https://github.com/polyaxon/polyaxon), [Home](https://polyaxon.com/), [Docs](https://docs.polyaxon.com/)) A web-based platform for reproducible and scalable machine learning experiment management and metrics-tracking, based on kubernetes, with support for TensorFlow, PyTorch, Keras, and many more.



## 2019-07-31

  1. **OPEM** - ([Repo](https://github.com/ECSIM/opem), [Docs](https://www.ecsim.ir/opem/doc)) A modeling tool for evaluating the performance of [proton exchange membrane (PEM) fuel cells](https://en.wikipedia.org/wiki/Proton-exchange_membrane_fuel_cell).



## 2019-07-15

  1. **dvc (Data Version Control)** - ([Repo](https://github.com/iterative/dvc), [Home](https://dvc.org/), [Docs](https://dvc.org/doc)) Command-line tool for version control over data used in machine learning projects. Aims to replace Excel and other tools used to track and deploy model versions.



## 2019-07-14

  1. **Taiga** - ([Repo](https://github.com/taigaio/taiga-back), [Home](https://taiga.io/), [Docs](http://taigaio.github.io/taiga-doc/dist)) Web application built for managing projects with agile development processes.



## 2019-06-12

  1. **jrnl** - ([Repo](https://github.com/maebert/jrnl), [Home](http://jrnl.sh/)) Simple, ecncrypted journal application for your command line.



## 2019-05-25

  1. **wttr.in** - ([Repo](https://github.com/chubin/wttr.in), [Home](http://wttr.in/)) Weather forecast service that supports various representations, suitable for the terminal or web browser.



## 2019-05-07

  1. **Plover** - ([Repo](https://github.com/openstenoproject/plover), [Home](https://www.openstenoproject.org/plover), [Fund](https://www.openstenoproject.org/donate), [Docs](https://github.com/openstenoproject/plover/wiki)) Background service for automatic translation of stenography movements to keystrokes, enabling typing speeds in excess of 200WPM in any application.



## 2019-04-23

  1. **Octoprint** - ([Repo](https://github.com/foosel/OctoPrint), [Home](https://octoprint.org/), [Fund](https://www.patreon.com/foosel)) Web-based controller for consumer 3D printers.



## 2019-04-05

  1. **Gaphor** - ([Repo](https://github.com/gaphor/gaphor), [Docs](https://gaphor.readthedocs.io/en/latest)) Simple [UML](https://en.wikipedia.org/wiki/Unified_Modeling_Language) modeling tool designed for beginners.



## 2019-03-24

  1. **Pupy** - ([Repo](https://github.com/n1nj4sec/pupy), [Docs](https://github.com/n1nj4sec/pupy/wiki/Installation)) Remote administration tool and post-exploitation framework, supporting Windows, Linux, Mac OS X, and Android targets.



## 2019-03-07

  1. **ArchiveBox** - ([Repo](https://github.com/pirate/ArchiveBox), [Home](https://archivebox.io/), [Docs](https://github.com/pirate/ArchiveBox/wiki)) Self-hosted web archive, for creating local, browsable backups of content from the web. Imports HTML, JS, PDFs, video, subtitles, git repositories, and more, from Pocket, Pinboard, browser history, etc.
  1. **cartoonify / Draw This.** - ([Repo](https://github.com/danmacnish/cartoonify), [Home](https://www.kapwing.com/cartoonify)) Turn a photograph into a toddler's drawing. Automatically!
  1. **Hangups** - ([Repo](https://github.com/tdryer/hangups), [Snap](https://snapcraft.io/hangups), [Docs](https://hangups.readthedocs.io/en/latest)) Third-party instant messenger for [Google Hangouts](https://en.wikipedia.org/wiki/Google_Hangouts), with support for group messaging and other proprietary features.
  1. **MozDef** - ([Repo](https://github.com/mozilla/MozDef), [Docs](https://mozdef.readthedocs.io/en/latest?badge=latest)) Security incident automation with metrics and collaboration tools for defenders.



## 2019-03-06

  1. **KindleEar** - ([Repo](https://github.com/cdhigh/KindleEar), [Docs](https://github.com/cdhigh/KindleEar/blob/master/readme_EN.md)) Web application to automatically aggregate RSS into periodical mobi/epub files with images and send it to your kindle or your email.
  1. **redo** - ([Repo](https://github.com/apenwarr/redo), [PyPI](https://pypi.org/project/redo-tools), [Docs](https://redo.readthedocs.io/en/latest)) A recursive, general-purpose build sytem, replacing `make` with original design by [DJB](https://en.wikipedia.org/wiki/Daniel_J._Bernstein).
  1. **Spiderfoot** - ([Repo](https://github.com/smicallef/spiderfoot), [Home](https://www.spiderfoot.net/), [Docs](https://www.spiderfoot.net/documentation)) Reconnaissance tool that automatically queries over 100 public data sources to gather intelligence on IP addresses, domain names, e-mail addresses, names, and more.



## 2019-02-22

  1. **DCOS** - ([Repo](https://github.com/dcos/dcos), [Home](https://dcos.io/), [WP](https://en.wikipedia.org/wiki/Mesosphere%2C_Inc.#Mesosphere_DC/OS), [Docs](https://dcos.io/docs)) Management platform for hardware and software resources in datacenters, built on [Apache Mesos](https://en.wikipedia.org/wiki/Apache_Mesos).
  1. **Paperwork** - ([Repo](https://gitlab.gnome.org/World/OpenPaperwork/paperwork), [Home](https://openpaper.work/), [Fund](https://www.patreon.com/openpaper), [Docs](https://gitlab.gnome.org/World/OpenPaperwork/paperwork/wikis/home)) Personal document manager for organizing scanned documents and PDFs, with support for OCR, automatic tagging, and search.



## 2019-02-21

  1. **Kuma** - ([Repo](https://github.com/mozilla/kuma), [Home](https://developer.mozilla.org/en-US), [Docs](https://kuma.readthedocs.io/en/latest/installation.html)) The platform powering the Mozilla Developer Network (MDN)
  1. **OnionShare** - ([Repo](https://github.com/micahflee/onionshare), [Home](https://onionshare.org/), [Docs](https://github.com/micahflee/onionshare/wiki)) Secure and anonymous file sharing over [Tor](https://en.wikipedia.org/wiki/Tor_(anonymity_network)) services.
  1. **SecureDrop** - ([Repo](https://github.com/freedomofpress/securedrop), [Home](https://securedrop.org/), [Docs](https://docs.securedrop.org/)) Whistleblower submission system for media organizations to securely accept documents from anonymous sources. Originally created by [Aaron Swartz](https://en.wikipedia.org/wiki/Aaron_Swartz) and currently managed by the [Freedom of the Press Foundation](https://en.wikipedia.org/wiki/Freedom_of_the_Press_Foundation).



## 2019-02-20

  1. **Maltrail** - ([Repo](https://github.com/stamparm/maltrail)) Malicious traffic detection system with web-based monitoring.



## 2019-01-31

  1. **mkdocs** - ([Repo](https://github.com/mkdocs/mkdocs), [Home](https://www.mkdocs.org/), [PyPI](https://pypi.org/project/mkdocs)) Simple, customizable project documentation, with built-in dev server.
  1. **Pulp** - ([Repo](https://github.com/pulp/pulp), [Home](https://pulpproject.org/), [Docs](https://docs.pulpproject.org/)) Platform for managing repositories of software packages and making it available to a large numbers of consumers. Developed and used by Red Hat.



## 2019-01-27

  1. **asciinema** - ([Repo](https://github.com/asciinema/asciinema), [Home](https://asciinema.org/)) Terminal session recorder and replayer.
  1. **autojump** - ([Repo](https://github.com/wting/autojump)) A `cd` with many heuristics to speed up console filesystem navigation.
  1. **aws-cli** - ([Repo](https://github.com/aws/aws-cli), [PyPI](https://pypi.org/project/awscli), [Docs](https://docs.aws.amazon.com/cli/latest)) Official command-line interface for Amazon Web Services.
  1. **Black** - ([Repo](https://github.com/ambv/black), [PyPI](https://pypi.org/project/black), [Docs](https://black.readthedocs.io/)) Uncompromising automatic formatter for Python code.
  1. **Cookiecutter** - ([Repo](https://github.com/audreyr/cookiecutter), [PyPI](https://pypi.org/project/cookiecutter), [Docs](https://cookiecutter.readthedocs.io/en/latest)) Utility for creating new projects from shareable templates.
  1. **Glances** - ([Repo](https://github.com/nicolargo/glances), [Home](https://nicolargo.github.io/glances), [Docs](https://glances.readthedocs.io/en/stable)) A cross-platform top/htop alternative, providing an overview of system resources.
  1. **howdoi** - ([Repo](https://github.com/gleitz/howdoi), [PyPI](https://pypi.org/project/howdoi)) Instant coding answers from StackOverflow on your command line.
  1. **kinto** - ([Repo](https://github.com/Kinto/kinto), [Home](https://www.kinto-storage.org/), [Docs](http://docs.kinto-storage.org/)) A generic JSON document store with sharing and synchronisation capabilities, supporting in-memory and PostgreSQL backends.
  1. **Mackup** - ([Repo](https://github.com/lra/mackup), [PyPI](https://pypi.org/project/mackup)) Utility to back up and synchronize application settings, with support for several storage backends (e.g., Dropbox, Git), and dozens of applications.
  1. **Manim** - ([Repo](https://github.com/3b1b/manim), [Docs](https://manim.readthedocs.io/)) Animation engine for explanatory math videos, primarily designed for [works by 3blue1brown](https://www.youtube.com/channel/UCYO_jab_esuFRV4b17AJtAw).
  1. **Mopidy** - ([Repo](https://github.com/mopidy/mopidy), [Home](https://www.mopidy.com/)) Extensible music player server with plugin support for a wide range of services.
  1. **OpenSnitch** - ([Repo](https://github.com/evilsocket/opensnitch), [Fund](https://www.patreon.com/evilsocket)) GNU/Linux port of the [Little Snitch](https://en.wikipedia.org/wiki/Little_Snitch) application firewall.
  1. **Redash** - ([Repo](https://github.com/getredash/redash), [Home](https://redash.io/)) Data visualization and dashboard construction geared toward business intelligence, used by Mozilla, SoundCloud, Sentry, and others.
  1. **Searx** - ([Repo](https://github.com/asciimoo/searx), [Docs](https://asciimoo.github.io/searx)) Self-hosted metasearch engine, aggregating results from more than 70 services while avoiding tracking and profiling.
  1. **speedtest-cli** - ([Repo](https://github.com/sivel/speedtest-cli), [PyPI](https://pypi.org/project/speedtest-cli)) Command-line interface for testing Internet bandwidth using [speedtest.net](https://speedtest.net).
  1. **sqlmap** - ([Repo](https://github.com/sqlmapproject/sqlmap), [Home](http://sqlmap.org/), [PyPI](https://pypi.org/project/sqlmap), [Docs](https://github.com/sqlmapproject/sqlmap/wiki)) Automatic SQL injection and database takeover.
  1. **Thumbor** - ([Repo](https://github.com/thumbor/thumbor), [Home](http://thumbor.org/), [Docs](https://thumbor.readthedocs.io/)) Photo thumbnail service with resizing, flipping, and smart cropping of images.
  1. **Universal Radio Hacker (URH)** - ([Repo](https://github.com/jopohl/urh)) Wireless protocol investigator, with a focus on analyzing proprietary IoT communication.



## 2019-01-25

  1. **NewsBlur** - ([Repo](https://github.com/samuelclay/NewsBlur), [Home](https://www.newsblur.com/)) Web-based personal news reader.



## 2019-01-23

  1. **Beaker** - ([Repo](https://git.beaker-project.org/cgit/beaker), [Home](https://beaker-project.org/), [Docs](https://beaker-project.org/docs)) Hardware integration testing system, used by RedHat to test compatiblity for RHEL and Fedora.
  1. **Ralph** - ([Repo](https://github.com/allegro/ralph), [Home](https://ralph.allegro.tech/), [Docs](https://ralph-ng.readthedocs.io/en/stable)) Simple and powerful Asset Management, DCIM, and CMDB system for the data center and back office.



## 2019-01-21

  1. **PathPicker** - ([Repo](https://github.com/facebook/PathPicker), [Home](http://facebook.github.io/PathPicker)) Shell utility to interactively select paths from the output of other commands.



## 2019-01-19

  1. **PyVideo** - ([Repo](https://github.com/pyvideo/pyvideo), [Home](https://pyvideo.org/)) Static media index custom-built for the Python community, and all the content our meetings and conferences produce.



## 2019-01-16

  1. **CKAN** - ([Repo](https://github.com/ckan/ckan), [Home](https://ckan.org/)) Data management system (DMS) which makes it easy to publish, share, and use data. Data hubs powered by CKAN include [datahub.io](https://datahub.io), [catalog.data.gov](https://catalog.data.gov), and [europeandataportal.eu](https://europeandataportal.eu/data/en/dataset), among many other sites.



## 2019-01-08

  1. **streamlink** - ([Repo](https://github.com/streamlink/streamlink), [Home](https://streamlink.github.io/), [PyPI](https://pypi.org/project/streamlink)) Command-line utility that extracts streams from various services and pipes them into a video player of choice.



## 2019-01-07

  1. **Lutris** - ([Repo](https://github.com/lutris/lutris), [Home](https://lutris.net/), [WP](https://en.wikipedia.org/wiki/Lutris), [Fund](https://www.patreon.com/lutris)) Gaming platform for GNU/Linux, managing game installations with a unified interface.



## 2019-01-06

  1. **BorgBackup** - ([Repo](https://github.com/borgbackup/borg), [Home](https://www.borgbackup.org/)) Deduplicating backup system with optional encryption and other features.



## 2019-01-05

  1. **Thonny** - ([Repo](https://github.com/thonny/thonny), [Home](https://thonny.org/), [WP](https://en.wikipedia.org/wiki/Thonny)) Cross-platform Python IDE for beginners, designed for learning to code.



## 2019-01-03

  1. **PyCon** - ([Repo](https://github.com/PyCon/pycon), [Home](https://us.pycon.org/), [Docs](https://pycon.readthedocs.io/en/latest)) Content management and conference organization web application, based on Django and [Symposion](https://github.com/pinax/symposion).



## 2019-01-02

  1. **Magic Wormhole** - ([Repo](https://github.com/warner/magic-wormhole), [PyPI](https://pypi.org/project/magic-wormhole), [Docs](https://magic-wormhole.readthedocs.io/en/latest)) Security- and speed-focused file transfer tool with support for files, text, and directories.
  1. **Meshroom** - ([Repo](https://github.com/alicevision/meshroom), [Home](http://alicevision.github.io/)) Photogrammetry pipeline, for turning photographs into 3D models.
  1. **PINCE** - ([Repo](https://github.com/korcankaraokcu/PINCE)) Debugging frontend for GDB focused on reverse engineering video games.



## 2019-01-01

  1. **SOFA Statistics** - ([Repo](https://code.launchpad.net/sofastatistics), [Home](http://www.sofastatistics.com/)) User-friendly statistics and analysis with a learn-as-you-go approach.
  1. **sshuttle** - ([Repo](https://github.com/sshuttle/sshuttle), [Docs](https://sshuttle.readthedocs.org/)) Transparent network proxy server that uses SSH to achieve VPN-like results, without requiring root access.



## 2018-12-25

  1. **Tryton** - ([Repo](https://hg.tryton.org/trytond), [Home](https://www.tryton.org/), [WP](https://en.wikipedia.org/wiki/Tryton), [Docs](https://docs.tryton.org/en/latest)) Modular web-based ERP, designed for companies of all sizes.



## 2018-12-24

  1. **Abilian SBE** - ([Repo](https://github.com/abilian/abilian-sbe), [Home](https://www.abilian.com/)) A "Social Business Engine" with features including lightweight document management, discussions, wikis, timelines, and more.
  1. **Beets** - ([Repo](https://github.com/beetbox/beets), [Home](http://beets.io/), [PyPI](https://pypi.org/project/beets)) Feature-rich command-line music library manager with web UI, duplicate detection, transcoding, and tagging support, integrating with MusicBrainz, Discogs, and more.
  1. **ERP5** - ([Repo](https://lab.nexedi.com/nexedi/erp5), [Home](https://erp5.nexedi.com/), [WP](https://en.wikipedia.org/wiki/ERP5)) Web-based ERP, CRM, DMS, and Big Data system with hundreds of built-in modules, designed for corporate scalability.
  1. **Git Cola** - ([Repo](https://github.com/git-cola/git-cola), [Home](https://git-cola.github.io/)) Featureful cross-platform GUI wrapper for `git`.
  1. **Lucas Chess** - ([Repo](https://github.com/lukasmonk/lucaschess), [Home](http://lucaschess.pythonanywhere.com/)) Featureful chess client for Windows, with some Linux support.



## 2018-12-23

  1. **pipenv** - ([Repo](https://github.com/pypa/pipenv), [Docs](https://pipenv.readthedocs.io/en/latest)) Wrapper around `pip`, [`virtualenv`](https://github.com/pypa/virtualenv), and [`pip-tools`](https://github.com/jazzband/pip-tools) for a more holistic package management workflow.



## 2018-12-21

  1. **CherryTree** - ([Repo](https://github.com/giuspen/cherrytree), [Home](https://www.giuspen.com/cherrytree)) Hierarchical wiki-like personal notepad, featuring rich text and syntax highlighting.
  1. **InVesalius** - ([Repo](https://github.com/invesalius/invesalius3), [Home](https://invesalius.github.io/), [WP](https://en.wikipedia.org/wiki/InVesalius)) Generates virtual reconstructions of structures in the human body for medical purposes, including CT and MRI scans.
  1. **RedHat Anaconda** - ([Repo](https://github.com/rhinstaller/anaconda), [Docs](https://anaconda-installer.readthedocs.io/en/latest)) Installation program used by Fedora, Red Hat Enterprise Linux, and other Linux distributions.
  1. **TortoiseHg** - ([Repo](https://bitbucket.org/tortoisehg/thg/src), [Home](https://tortoisehg.bitbucket.io/), [Docs](https://bitbucket.org/tortoisehg/thg/wiki/developers/Home)) Windows shell extension and a series of applications for the Mercurial distributed revision control system. Also includes GNOME and CLI support.



## 2018-12-20

  1. **Iris** - ([Repo](https://github.com/linkedin/iris), [Home](https://iris.claims/)) Flexible automated incident paging system, developed by and used at LinkedIn.
  1. **Oncall** - ([Repo](https://github.com/linkedin/oncall), [Home](https://oncall.tools/)) Calendar tool designed for on-call management and scheduling, developed by and used at LinkedIn.
  1. **PhotoCollage** - ([Repo](https://github.com/adrienverge/PhotoCollage)) Automatically lays out a photo collage to fill out a given poster space.
  1. **ZeroNet** - ([Repo](https://github.com/HelloZeroNet/ZeroNet), [Home](https://zeronet.io/), [WP](https://en.wikipedia.org/wiki/ZeroNet), [Docs](https://zeronet.readthedocs.io/en/latest)) Open, free, and uncensorable websites, using Bitcoin cryptography and BitTorrent network.



## 2018-12-19

  1. **Poetry** - ([Repo](https://github.com/sdispater/poetry), [Home](https://poetry.eustace.io/), [Docs](https://poetry.eustace.io/docs)) An independent approach to Python dependency management and packaging.
  1. **Voltron** - ([Repo](https://github.com/snare/voltron)) Extensible debugger wrapper aiming to improve the user experience of various debuggers, such as [LLDB](https://lldb.llvm.org/), [GDB](https://en.wikipedia.org/wiki/GNU_Debugger), and [WinDbg](https://en.wikipedia.org/wiki/WinDbg).



## 2018-12-18

  1. **NColony** - ([Repo](https://github.com/ncolony/ncolony), [Home](http://ncolony.org/en/latest)) Process manager and monitor.
  1. **Pants** - ([Repo](https://github.com/pantsbuild/pants), [Home](https://www.pantsbuild.org/)) Build system designed for monolithic repositories.
  1. **Supervisor** - ([Repo](https://github.com/Supervisor/supervisor), [Home](http://supervisord.org/)) Process manager and monitor.



## 2018-12-17

  1. **Excalibur** - ([Repo](https://github.com/camelot-dev/excalibur)) Web interface to extract tabular data from PDFs.
  1. **Friture** - ([Repo](https://github.com/tlecomte/friture), [Home](http://friture.org/)) Visualizes and analyzes live audio data in real-time, including scope, spectrum analyzer, rolling 2D spectrogram, and more.
  1. **gPodder** - ([Repo](https://github.com/gpodder/gpodder), [Home](https://gpodder.org/)) Simple, mature media aggregator and podcast client.
  1. **Modoboa** - ([Repo](https://github.com/modoboa/modoboa), [Home](https://modoboa.org/en)) Mail hosting and management platform including web UI based on Django. Provides useful components such as an admin panel and webmail. Integrates with Postfix or Dovecot.
  1. **mu** - ([Repo](https://github.com/mu-editor/mu), [Home](https://codewith.mu/en)) A small, simple editor designed for beginner Python programmers.
  1. **Pi-Hole** - ([Repo](https://github.com/pi-hole/pi-hole), [Home](https://pi-hole.net/), [WP](https://en.wikipedia.org/wiki/Pi-hole)) Linux network-level advertisement and internet tracker blocking application which acts as a DNS sinkhole, and (optionally) a DHCP server, intended for use on a private network.
  1. **Radicale** - ([Repo](https://github.com/Kozea/Radicale), [Home](https://radicale.org/)) Simple CalDAV (calendar) and CardDAV (contact) server.



## 2018-12-16

  1. **NBGrader** - ([Repo](https://github.com/jupyter/nbgrader), [Docs](https://nbgrader.readthedocs.io/en/stable)) Jupyter-based application which enables educators to create, assign, and grade assignments in notebook form.



## 2018-12-15

  1. **Home Assistant** - ([Repo](https://github.com/home-assistant/home-assistant), [Home](https://www.home-assistant.io/), [Demo](https://demo.home-assistant.io/), [Docs](https://www.home-assistant.io/docs)) Home automation platform that puts local control and privacy first.
  1. **Plone** - ([Repo](https://github.com/plone/Plone), [Home](https://plone.com/), [WP](https://en.wikipedia.org/wiki/Plone_%28software%29)) Extensible enterprise content management system built on Zope.



## 2018-12-14

  1. **Nikola** - ([Repo](https://github.com/getnikola/nikola), [Home](https://www.getnikola.com/), [PyPI](https://pypi.org/project/nikola)) Command-line static site generator with incremental rebuilds and support for Markdown, reST, Jupyter notebooks, and HTML.



## 2018-12-13

  1. **MoinMoin** - ([Repo](https://github.com/moinwiki/moin), [Home](http://moinmo.in/), [WP](https://en.wikipedia.org/wiki/MoinMoin), [Docs](https://moin-20.readthedocs.io/en/latest)) Python's own web-based wiki software, used for [the official Python wiki](https://wiki.python.org/moin/) and many others.



## 2018-12-03

  1. **SABnzbd** - ([Repo](https://github.com/sabnzbd/sabnzbd), [Home](https://sabnzbd.org/), [Docs](https://sabnzbd.org/wiki)) Simple, cross-platform newsreader for downloading from Usenet. Supports many integrations and 16 languages.



## 2018-11-30

  1. **Barman** - ([Repo](https://github.com/2ndquadrant-it/barman)) Remote backup and disaster recovery for PostgreSQL.
  1. **Dissem.in** - ([Repo](https://github.com/dissemin/dissemin), [Home](https://dissem.in/), [Docs](https://dev.dissem.in/)) Web platform to help researchers upload their papers to open-access repositories.
  1. **pgcli** - ([Repo](https://github.com/dbcli/pgcli), [Home](https://www.pgcli.com/), [PyPI](https://pypi.python.org/pypi/pgcli)) Interactive PostgreSQL client that does auto-completion and syntax highlighting.
  1. **WAL-E** - ([Repo](https://github.com/wal-e/wal-e)) Continuous archiving of PostgreSQL WAL files and base backups.



## 2018-11-26

  1. **Allura** - ([Repo](https://github.com/apache/allura), [Home](https://allura.apache.org/), [WP](https://en.wikipedia.org/wiki/Apache_Allura)) Software [forge](https://en.wikipedia.org/wiki/Forge_(software)), with support for git, hg, and svn.
  1. **Ansible** - ([Repo](https://github.com/ansible/ansible), [Home](https://www.ansible.com/), [Docs](https://docs.ansible.com/ansible)) Agentless, playbook-based automation.
  1. **asciidoc** - ([Repo](https://github.com/asciidoc/asciidoc)) Text document format for writing notes, documentation, articles, books, slideshows, man pages & blogs.
  1. **Askbot** - ([Repo](https://github.com/ASKBOT/askbot-devel), [Home](https://askbot.com/)) Q&A web platform similar to StackOverflow, complete with tagging, reputation, badges, and more.
  1. **Bandersnatch** - ([Repo](https://github.com/pypa/bandersnatch)) PyPI mirror client complying with [PEP 381](http://www.python.org/dev/peps/pep-0381/).
  1. **bitbake** - ([Repo](https://github.com/openembedded/bitbake), [WP](https://en.wikipedia.org/wiki/BitBake), [Docs](https://www.yoctoproject.org/docs/current/bitbake-user-manual/bitbake-user-manual.html)) Generic task execution engine that allows shell and Python tasks to be run efficiently and in parallel while working within complex inter-task dependency constraints.
  1. **buildbot** - ([Repo](https://github.com/buildbot/buildbot), [WP](https://en.wikipedia.org/wiki/Buildbot), [Docs](https://www.buildbot.net/)) Job scheduling system tailored to the needs of continuous integration and software packaging.
  1. **Buildout** - ([Repo](https://github.com/buildout/buildout), [WP](https://en.wikipedia.org/wiki/Buildout), [Docs](http://docs.buildout.org/)) Extensible deployment automation tool designed for application-centric assembly and deployment, as well as repeatable Python software builds.
  1. **Chert** - ([Repo](https://github.com/mahmoud/chert), [PyPI](https://pypi.org/project/chert)) Static site generator with built-in support for listicles, created by this humble author, used to power [calver.org](https://calver.org), [0ver.org](https://0ver.org), and [sedimental.org](https://sedimental.org/), the author's blog. Mostly here as an easter egg :)
  1. **coala** - ([Repo](https://github.com/coala/coala), [Home](https://coala.io/), [PyPI](https://pypi.org/project/coala)) Unified command-line interface for linting and fixing code, regardless of programming language.
  1. **Cobbler** - ([Repo](https://github.com/Cobbler/Cobbler), [Home](https://cobbler.github.io/), [WP](https://en.wikipedia.org/wiki/Cobbler_%28software%29)) Linux installation server that allows for rapid setup of network installation environments.
  1. **CoCalc** - ([Repo](https://github.com/sagemathinc/cocalc), [Home](https://cocalc.com/), [WP](https://en.wikipedia.org/wiki/CoCalc)) Collaborative calculation in the cloud, with support for the scientific Python stack, SageMath, R, LaTeX, Markdown, and more. Also features chat, course management, and other supporting functionality.
  1. **Conda** - ([Repo](https://github.com/conda/conda), [Home](https://conda.io/), [WP](https://en.wikipedia.org/wiki/Conda_%28package_manager%29)) OS-agnostic, system-level binary package manager and ecosystem, with a focus on Python and high-performance scientific computing.
  1. **Deluge** - ([Repo](https://github.com/deluge-torrent/deluge), [Home](https://deluge-torrent.org/), [WP](https://en.wikipedia.org/wiki/Deluge_%28software%29), [Fund](https://www.patreon.com/deluge_cas)) Popular, lightweight, cross-platform BitTorrent client.
  1. **devpi** - ([Repo](https://github.com/devpi/devpi), [Docs](http://doc.devpi.net/)) PyPI staging server, as well as a packaging, testing, release tool, complete with web and search interface. Like a local PyPI.
  1. **dnf** - ([Repo](https://github.com/rpm-software-management/dnf), [WP](https://en.wikipedia.org/wiki/DNF_%28software%29), [Docs](https://dnf.readthedocs.io/en/latest)) Dandified YUM (DNF) is the successor to `yum` and works everywhere yum worked.
  1. **Ergonomica** - ([Repo](https://github.com/ergonomica/ergonomica), [Docs](http://ergonomica.readthedocs.io/)) Cross-platform shell language based on [S-expressions](https://en.wikipedia.org/wiki/S-expression) combined with traditional shell features.
  1. **Eric IDE** - ([Repo](http://die-offenbachs.homelinux.org:48888/hg/eric), [Home](https://eric-ide.python-projects.org/)) Python editor and IDE, based on Qt, integrating Scintilla editor control.
  1. **fail2ban** - ([Repo](https://github.com/fail2ban/fail2ban), [Home](https://www.fail2ban.org/wiki/index.php/Main_Page), [WP](https://en.wikipedia.org/wiki/Fail2ban)) Daemon to ban hosts that cause multiple authentication errors on Linux servers.
  1. **Ganeti** - ([Repo](https://github.com/ganeti/ganeti)) Virtual machine cluster management tool built on existing virtualization technologies such as [Xen](https://en.wikipedia.org/wiki/Xen) and [KVM](https://en.wikipedia.org/wiki/Kernel-based_Virtual_Machine).
  1. **Gedit** - ([Repo](https://gitlab.gnome.org/GNOME/gedit), [WP](https://en.wikipedia.org/wiki/Gedit)) The default GNOME text editor makes extensive use of Python, in addition to C.
  1. **GNU Bazaar** - ([Repo](https://code.launchpad.net/bzr), [Home](http://bazaar.canonical.com/en), [WP](https://en.wikipedia.org/wiki/GNU_Bazaar), [Docs](http://doc.bazaar.canonical.com/en)) Distributed and client-server revision control system.
  1. **Guake** - ([Repo](https://github.com/Guake/guake), [Home](http://guake-project.org/), [PyPI](https://pypi.org/project/guake)) Drop-down terminal for GNOME, reminiscent of first-person game command consoles.
  1. **Gunicorn** - ([Repo](https://github.com/benoitc/gunicorn), [Home](https://gunicorn.org/), [PyPI](https://pypi.python.org/pypi/gunicorn)) Pluggable, pre-fork WSGI server, started as the counterpart to [Unicorn](https://en.wikipedia.org/wiki/Unicorn_(web_server)).
  1. **GYP** - ([Repo](https://chromium.googlesource.com/external/gyp), [Home](https://gyp.gsrc.io/), [WP](https://en.wikipedia.org/wiki/GYP_%28software%29)) AKA 'Generate Your Projects', a build system that generates other build systems.
  1. **Helios Voting** - ([Repo](https://github.com/benadida/helios-server), [Home](http://heliosvoting.org/)) End-to-end verifiable voting system.
  1. **Hyde** - ([Repo](https://github.com/hyde/hyde), [Home](http://hyde.github.io/), [PyPI](https://pypi.org/project/hyde)) Static site generator which began as the Python counterpart to [Jekyll](https://github.com/jekyll/jekyll).
  1. **IPython** - ([Repo](https://github.com/ipython/ipython), [PyPI](https://pypi.org/project/ipython), [Docs](https://ipython.readthedocs.org/)) Set of enhancements to Python, wrapping it for richer interactivity.
  1. **JARVIS on Messenger** - ([Repo](https://github.com/swapagarwal/JARVIS-on-Messenger), [Home](https://m.me/J.A.R.V.I.S.on.Messenger)) Facebook Messenger bot with a wide assortment of features.
  1. **Jupyter Notebook** - ([Repo](https://github.com/jupyter/notebook), [Home](https://jupyter.org/), [WP](https://en.wikipedia.org/wiki/Project_Jupyter#Jupyter_Notebook)) Web-based, extensible notebook environment for interactive computing.
  1. **Kallithea** - ([Repo](https://kallithea-scm.org/repos/kallithea), [WP](https://en.wikipedia.org/wiki/Kallithea_%28software%29)) Software [forge](https://en.wikipedia.org/wiki/Forge_(software)) for Mercurial and Git with a built-in push/pull server, full text search, and code-review. Forked from RhodeCode in 2014.
  1. **Komodo Edit** - ([Repo](https://github.com/Komodo/KomodoEdit), [Home](https://www.activestate.com/products/komodo-edit), [WP](https://en.wikipedia.org/wiki/Komodo_Edit)) Multi-language code editor, written in JS, Python, and C++, based on the Mozilla platform.
  1. **Leo Editor** - ([Repo](https://github.com/leo-editor/leo-editor), [Home](http://leoeditor.com/), [WP](https://en.wikipedia.org/wiki/Leo_%28text_editor%29)) Personal Information Manager (PIM), IDE, and outliner with a holistic approach to programming and writing.
  1. **Locust** - ([Repo](https://github.com/locustio/locust), [Home](https://locust.io/), [Docs](https://docs.locust.io/)) Scalable user load testing tool for web sites, featuring an interactive web interface.
  1. **MakeHuman** - ([Repo](https://bitbucket.org/MakeHuman/makehuman), [WP](https://en.wikipedia.org/wiki/MakeHuman)) 3D computer graphics software designed for the prototyping of photo realistic humanoids.
  1. **Meld** - ([Repo](https://github.com/GNOME/meld), [Home](http://meldmerge.org/)) Visual diff and merge tool targeted at developers, providing two- and three-way comparison of both files and directories, and supports many version control systems including Git, Mercurial, Bazaar, and Subversion.
  1. **Mercurial** - ([Repo](https://www.mercurial-scm.org/repo/hg-stable), [Home](https://www.mercurial-scm.org/), [WP](https://en.wikipedia.org/wiki/Mercurial)) Cross-platform distributed revision-control system designed for high performance and advanced branching/merging capabilities.
  1. **Meson** - ([Repo](https://github.com/mesonbuild/meson), [Home](http://mesonbuild.com/)) Build system designed for speed and user-friendliness.
  1. **Neubot** - ([Repo](https://github.com/neubot/neubot), [Home](http://www.neubot.org/)) Lightweight agent which collects data for net-neutrality research.
  1. **Nicotine+** - ([Repo](https://github.com/Nicotine-Plus/nicotine-plus)) Graphical desktop client for the [Soulseek](https://en.wikipedia.org/wiki/Soulseek) peer-to-peer system.
  1. **Nimbus** - ([Repo](https://github.com/nimbusproject/nimbus), [Home](http://www.nimbusproject.org/)) Infrastructure-as-a-Service platform geared toward scientific cloud computing.
  1. **Ninja IDE** - ([Repo](https://github.com/ninja-ide/ninja-ide), [Home](http://ninja-ide.org/), [WP](https://en.wikipedia.org/wiki/Ninja-IDE)) Cross-platform Python IDE with project management, linting, extensions, and more.
  1. **OfflineIMAP** - ([Repo](https://github.com/OfflineIMAP/offlineimap), [Home](http://www.offlineimap.org/), [WP](https://en.wikipedia.org/wiki/OfflineIMAP)) IMAP reader and synchronizer.
  1. **Oil** - ([Repo](https://github.com/oilshell/oil), [Home](http://www.oilshell.org/)) A new [bash](https://en.wikipedia.org/wiki/Bash_(Unix_shell))- and [dash](https://en.wikipedia.org/wiki/Almquist_shell#dash:_Ubuntu,_Debian_and_POSIX_compliance_of_Linux_distributions) backwards-compatible shell, with an improved language of its own.
  1. **Pagure** - ([Repo](https://pagure.io/pagure), [Home](https://pagure.io/)) Software [forge](https://en.wikipedia.org/wiki/Forge_(software)) focused on git and developed by the Fedora engineering team.
  1. **Patchwork** - ([Repo](https://github.com/getpatchwork/patchwork), [Home](http://jk.ozlabs.org/projects/patchwork), [Docs](https://patchwork.readthedocs.io/en/latest)) Web-based patch tracking system designed to facilitate code contribution to an open-source project. Designed and used for Linux kernel subsystem development.
  1. **Pelican** - ([Repo](https://github.com/getpelican/pelican), [Home](https://blog.getpelican.com/), [PyPI](https://pypi.org/project/pelican)) Command-line static site generator that supports Markdown and reST syntax.
  1. **pip** - ([Repo](https://github.com/pypa/pip), [Home](https://pip.pypa.io/en/stable), [WP](https://en.wikipedia.org/wiki/Pip_%28package_manager%29), [PyPI](https://pypi.org/project/pip)) Python's go-to package manager, with a wide range of features and platform support.
  1. **Planet** - ([Repo](https://github.com/python/planet), [Home](https://web.archive.org/web/20051029095046/http%3A/www.planetplanet.org), [WP](https://en.wikipedia.org/wiki/Planet_%28software%29)) RSS and Atom feed aggregator, designed to collect posts from the weblogs of members of an Internet community and display them on a single page. Used to power [Planet Python](https://planetpython.org/) and many more.
  1. **Pluma** - ([Repo](https://github.com/mate-desktop/pluma)) Small and lightweight UTF-8 text editor for [the MATE environment](http://mate-desktop.org/). Based on gedit.
  1. **Pootle** - ([Repo](https://github.com/translate/pootle), [Home](http://pootle.translatehouse.org/), [WP](https://en.wikipedia.org/wiki/Pootle)) Web application for collaborative translation.
  1. **pycsw** - ([Repo](https://github.com/geopython/pycsw), [WP](https://en.wikipedia.org/wiki/Pycsw)) Full implementation of the OpenGIS Catalogue Service Implementation Specification.
  1. **qtile** - ([Repo](https://github.com/qtile/qtile), [Home](http://qtile.org/)) A small, flexible, scriptable tiling window manager.
  1. **Qute Browser** - ([Repo](https://github.com/qutebrowser/qutebrowser), [Home](https://www.qutebrowser.org/)) Keyboard-driven, minimal, `vim`-like browser based on PyQt5.
  1. **Reddit** - ([Repo](https://github.com/reddit-archive/reddit), [Home](http://reddit.com/)) Social news forum with voting, commenting, karma, and more. (Archival repo from 2017.)
  1. **Review Board** - ([Repo](https://github.com/reviewboard/reviewboard), [Home](https://www.reviewboard.org/)) Extensible code review tool for projects and companies of all sizes.
  1. **RhodeCode** - ([Repo](https://code.rhodecode.com/rhodecode-enterprise-ce), [Home](https://rhodecode.com/), [WP](https://en.wikipedia.org/wiki/RhodeCode)) Self-hosted platform for behind-the-firewall source code management, providing centralized control over Git, Mercurial, and Subversion.
  1. **Rietveld** - ([Repo](https://github.com/rietveld-codereview/rietveld), [Home](https://codereview.appspot.com/), [WP](https://en.wikipedia.org/wiki/Rietveld_%28software%29)) Django-based collaborative code review tool for Subversion written by [Guido van Rossum](https://en.wikipedia.org/wiki/Guido_van_Rossum) to run on [Google AppEngine](https://en.wikipedia.org/wiki/Google_App_Engine). The basis for [Gerrit](https://en.wikipedia.org/wiki/Gerrit_(software)).
  1. **Robot Framework** - ([Repo](https://github.com/robotframework/robotframework), [Home](http://robotframework.org/), [PyPI](https://pypi.org/project/robotframework)) Generic, cross-platform, and language-independent automation framework for acceptance testing, acceptance test driven development (ATDD), and robotic process automation (RPA). Extensible in Python and Java.
  1. **Roundup Issue Tracker** - ([Repo](http://hg.code.sf.net/p/roundup/code), [Home](https://www.roundup-tracker.org/), [WP](https://en.wikipedia.org/wiki/Roundup_%28issue_tracker%29), [gh](https://github.com/roundup-tracker/roundup)) Highly-customizable issue tracking system featuring command-line, web, and email interfaces, historically used by the official Python bug tracker at [bugs.python.org](https://bugs.python.org).
  1. **Sage Math** - ([Repo](https://git.sagemath.org/sage.git), [Home](http://www.sagemath.org/), [WP](https://en.wikipedia.org/wiki/SageMath)) Cross-platform computer algebra system with features covering many aspects of mathematics, including algebra, combinatorics, graph theory, numerical analysis, number theory, calculus, and statistics.
  1. **Salt Stack** - ([Repo](https://github.com/saltstack/salt), [Home](https://repo.saltstack.com/)) Automation for the management and configuration of any infrastructure or application at scale.
  1. **SCons** - ([Repo](https://github.com/SCons/scons), [Home](http://scons.org/), [WP](https://en.wikipedia.org/wiki/SCons)) Domain-specific language and build tool, designed to replace Make, autoconf, and ccache.
  1. **Seafile** - ([Repo](https://github.com/haiwen/seahub), [WP](https://en.wikipedia.org/wiki/Seafile)) Cross-platform file hosting and synchronization system.
  1. **Shinken** - ([Repo](https://github.com/naparuba/shinken), [Home](http://www.shinken-monitoring.org/)) Shinken is a modern, Nagios-compatible monitoring framework, designed to scale for large environments.
  1. **Solaris IPS** - ([Repo](https://github.com/oracle/solaris-ips)) Software delivery system backed by network repository, featuring safe execution for zones, use of ZFS for efficiency and rollback, preventing the introduction of invalid packages, and efficient use of bandwidth.
  1. **Sphinx** - ([Repo](https://github.com/sphinx-doc/sphinx), [Home](http://sphinx-doc.org/), [PyPI](https://pypi.org/project/Sphinx)) Documentation tool for interconnected bodies of authorship, from code documentation to books. Used by [the official Python docs](https://docs.python.org), and many other projects ([not all of them Python](https://varnish-cache.org/docs/)).
  1. **Spyder IDE** - ([Repo](https://github.com/spyder-ide/spyder), [Home](https://www.spyder-ide.org/), [WP](https://en.wikipedia.org/wiki/Spyder_%28software%29)) Scientific editing and execution environment designed by and for scientists, engineers, and data analysts using Python.
  1. **StackStorm** - ([Repo](https://github.com/StackStorm/st2), [Home](http://www.stackstorm.com/)) Rules- and event-driven operational automation for auto-remediation, security responses, troubleshooting, deployments, and more.
  1. **TahoeLAFS** - ([Repo](https://github.com/tahoe-lafs/tahoe-lafs), [Home](https://tahoe-lafs.org/trac/tahoe-lafs), [WP](https://en.wikipedia.org/wiki/Tahoe-LAFS)) Decentralized cloud storage system for robust distributed data storage.
  1. **Trac** - ([Repo](https://github.com/edgewall/trac), [Home](https://trac.edgewall.org/), [WP](https://en.wikipedia.org/wiki/Trac), [Docs](https://trac.edgewall.org/wiki/TracGuide)) Enhanced web-based wiki and issue tracking system for software development projects.
  1. **Tribler** - ([Repo](https://github.com/Tribler/tribler), [Home](http://www.tribler.org/), [WP](https://en.wikipedia.org/wiki/Tribler)) Privacy enhanced BitTorrent client with P2P content discovery.
  1. **Ubiquity** - ([Repo](https://code.launchpad.net/ubiquity), [WP](https://en.wikipedia.org/wiki/Ubiquity_%28software%29)) The default installer for Ubuntu and its derivatives, designed to be run from Live CD or USB.
  1. **ViewVC** - ([Repo](https://github.com/viewvc/viewvc), [Home](http://viewvc.org/)) Browser interface for CVS and Subversion version control repositories.
  1. **Virtaal** - ([Repo](https://github.com/translate/virtaal), [Home](http://virtaal.translatehouse.org/)) Cross-platform GUI for performing translation, with support for a variety of formats.
  1. **Waf** - ([Repo](https://gitlab.com/ita1024/waf), [Home](https://waf.io/), [WP](https://en.wikipedia.org/wiki/Waf), [Docs](https://waf.io/book)) Cross-platform build system designed to improve on SCons.
  1. **Warehouse** - ([Repo](https://github.com/pypa/warehouse), [Fund](https://psfmember.org/civicrm/contribute/transact?reset=1&id=13), [Docs](https://warehouse.pypa.io/)) Server software that powers [PyPI](https://pypi.org/), where most Python libraries are downloaded from.
  1. **Weblate** - ([Repo](https://github.com/WeblateOrg/weblate), [Home](https://weblate.org/), [PyPI](https://pypi.org/project/Weblate)) Web based localization tool with tight version control integration.
  1. **Wicd** - ([Repo](https://code.launchpad.net/wicd), [Home](http://wicd.sourceforge.net/download.php), [WP](https://en.wikipedia.org/wiki/Wicd)) Graphical utility for managing wired and wireless connections on Linux.
  1. **Xonsh** - ([Repo](https://github.com/xonsh/xonsh), [Home](https://xon.sh/)) Cross-platform shell language and command prompt. The language is a superset of Python 3.4+ with additional shell primitives.
  1. **Xpra** - ([Repo](https://xpra.org/svn/Xpra/trunk), [Home](http://xpra.org/)) Cross-platform remote display server and client for forwarding applications and desktop screens.
  1. **You-Get** - ([Repo](https://github.com/soimort/you-get), [Home](https://you-get.org/)) Command-line program to browserlessly scrape and stream video, audio, and images from web sites.
  1. **youtube-dl** - ([Repo](https://github.com/rg3/youtube-dl), [Home](http://rg3.github.io/youtube-dl), [PyPI](https://pypi.org/project/youtube_dl)) Command-line program to browserlessly archive video and audio from YouTube and hundreds of other sites.
  1. **yum** - ([Repo](https://github.com/rpm-software-management/yum), [Home](http://yum.baseurl.org/), [WP](https://en.wikipedia.org/wiki/Yum_%28software%29)) Automatic updater and package installer/remover for RPM-based systems (Fedora, RHEL, etc.).
  1. **Zulip** - ([Repo](https://github.com/zulip/zulip), [Home](https://zulip.org/), [WP](https://en.wikipedia.org/wiki/Zulip), [Docs](https://zulip.readthedocs.io/en/latest)) Powerful chat server and web client with support for threaded conversations.



## 2018-11-24

  1. **Anki** - ([Repo](https://github.com/dae/anki), [Home](https://apps.ankiweb.net/), [Docs](https://apps.ankiweb.net/docs/manual.html)) Powerful desktop application for flash cards and memorization.
  1. **AnuGA** - ([Repo](https://github.com/GeoscienceAustralia/anuga_core)) Advanced simulation of the shallow water equation, for modeling tsunamis, dam breaks, and floods.
  1. **ASCEND** - ([Repo](http://code.ascend4.org/ascend/trunk), [Home](http://ascend4.org/Main_Page), [WP](https://en.wikipedia.org/wiki/ASCEND)) Mathematical chemical process modelling system developed at Carnegie Mellon University since late 1978.
  1. **Autokey** - ([Repo](https://github.com/autokey/autokey), [WP](https://en.wikipedia.org/wiki/AutoKey), [PyPI](https://pypi.org/project/autokey)) Desktop automation utility for Linux and X11.
  1. **Bitmessage** - ([Repo](https://github.com/Bitmessage/PyBitmessage), [Docs](https://bitmessage.org/wiki/Main_Page)) Reference client for Bitmessage, a peer-to-peer encrypted decentralised communication protocol.
  1. **Bleachbit** - ([Repo](https://github.com/bleachbit/bleachbit), [Home](https://www.bleachbit.org/)) System cleaner designed to free disk space and maintain privacy.
  1. **Bup** - ([Repo](https://github.com/Bup/Bup), [Home](https://bup.github.io/)) Efficient backup system based on the git packfile format, providing fast incremental saves and global deduplication.
  1. **Cactus** - ([Repo](https://github.com/eudicots/Cactus), [PyPI](https://pypi.org/project/cactus)) Static website generator using Django templates.
  1. **Calibre** - ([Repo](https://github.com/kovidgoyal/calibre), [Home](https://calibre-ebook.com/), [WP](https://en.wikipedia.org/wiki/Calibre_%28software%29), [Fund](https://www.patreon.com/kovidgoyal)) E-book manager designed for viewing, converting, editing, and cataloging e-books in all major formats.
  1. **Canto** - ([Repo](https://github.com/themoken/canto-next), [WP](https://en.wikipedia.org/wiki/Canto_%28news_aggregator%29)) RSS daemon and [curses-based client](https://github.com/themoken/canto-curses).
  1. **CellProfiler** - ([Repo](https://github.com/CellProfiler/CellProfiler), [Home](http://cellprofiler.org/), [Manual](https://cellprofiler.org/cpa), [Docs](https://github.com/CellProfiler/CellProfiler/wiki)) Interactive data exploration, analysis, and classification of biological image sets.
  1. **Cowrie** - ([Repo](https://github.com/cowrie/cowrie), [Home](http://www.cowrie.org/)) Medium interaction SSH and Telnet honeypot designed to log brute force attacks and the shell interaction performed by the attacker.
  1. **Django-CMS** - ([Repo](https://github.com/divio/django-cms), [Home](https://www.django-cms.org/en)) Enterprise content management system based on the Django framework with version control, multi-site support, and more.
  1. **Ella** - ([Repo](https://github.com/ella/ella), [Docs](https://ella.readthedocs.io/en/latest/index.html)) Django-based content management system with a focus on high-traffic news sites and Internet magazines.
  1. **ERPNext** - ([Repo](https://github.com/frappe/erpnext), [Home](https://erpnext.com/), [WP](https://en.wikipedia.org/wiki/ERPNext)) Web-based ERP system with accounting, inventory, CRM, sales, procurement, project management, and HR. Built on [Frappe](https://github.com/frappe/frappe) and MariaDB.
  1. **Exaile** - ([Repo](https://github.com/exaile/exaile), [WP](https://en.wikipedia.org/wiki/Exaile)) Cross-platform audio player, tag editor, and library organizer.
  1. **Flowblade** - ([Repo](https://github.com/jliljebl/flowblade), [WP](https://en.wikipedia.org/wiki/Flowblade)) Multitrack, non-linear video editing software for Linux.
  1. **FreeCAD** - ([Repo](https://github.com/FreeCAD/FreeCAD), [WP](https://en.wikipedia.org/wiki/FreeCAD)) General-purpose parametric 3D CAD modeler and a building information modeling (BIM) software with finite-element-method (FEM) support.
  1. **Frescobaldi** - ([Repo](https://github.com/wbsoft/frescobaldi), [WP](https://en.wikipedia.org/wiki/Frescobaldi_%28software%29)) An editor for [LilyPond](https://en.wikipedia.org/wiki/LilyPond) music files.
  1. **Frets on Fire X** - ([Repo](https://github.com/fofix/fofix)) Highly customizable rhythm game supporting many modes of guitar, bass, drum, and vocal gameplay for up to four players.
  1. **Gajim** - ([Repo](https://dev.gajim.org/gajim/gajim), [WP](https://en.wikipedia.org/wiki/Gajim)) Lightweight, cross-platform instant messaging client for the XMPP protocol.
  1. **GlobaLeaks** - ([Repo](https://github.com/globaleaks/GlobaLeaks), [Home](https://www.globaleaks.org/)) Web application to enable secure and anonymous whistleblowing initiatives.
  1. **gmvault** - ([Repo](https://github.com/gaubert/gmvault), [Home](http://gmvault.org/)) Tool for backing up gmail accounts.
  1. **GNU Radio** - ([Repo](https://github.com/gnuradio/gnuradio), [Home](https://www.gnuradio.org/), [WP](https://en.wikipedia.org/wiki/GNU_Radio)) Software development toolkit that provides signal processing blocks to implement software-defined radios and signal-processing systems.
  1. **GNU Solfege** - ([Repo](http://git.savannah.gnu.org/cgit/solfege.git), [WP](https://en.wikipedia.org/wiki/GNU_Solfege)) An ear-training program intended to help musicians improve their skills.
  1. **Gramps** - ([Repo](https://github.com/gramps-project/gramps), [Home](https://gramps-project.org/)) Genealogy software that is both intuitive for hobbyists and feature-complete for professional genealogists.
  1. **Invenio** - ([Repo](https://github.com/inveniosoftware/invenio), [Docs](https://invenio.readthedocs.io/)) Customizable platform for running a trusted digital repository.
  1. **Lektor** - ([Repo](https://github.com/lektor/lektor), [Home](https://www.getlektor.com/), [PyPI](https://pypi.org/project/Lektor)) Static site generator with built-in admin console and minimal desktop application.
  1. **Mailman** - ([Repo](https://gitlab.com/mailman/mailman), [Home](http://www.list.org/), [WP](https://en.wikipedia.org/wiki/GNU_Mailman)) The original listserv, a web application and email server for managing subscriptions and discussion archives.
  1. **Mailpile** - ([Repo](https://github.com/mailpile/Mailpile), [Home](https://mailpile.is/)) Fast email client with user-friendly encryption and privacy features.
  1. **Mayavi** - ([Repo](https://github.com/enthought/mayavi), [Home](http://docs.enthought.com/mayavi/mayavi)) General purpose, cross-platform tool for 2-D and 3-D scientific data visualization.
  1. **Metamorphose** - ([Repo](https://github.com/metamorphose/metamorphose2), [Home](http://file-folder-ren.sourceforge.net/)) Graphical mass renaming program for files and folders.
  1. **Mezzanine** - ([Repo](https://github.com/stephenmcd/mezzanine), [Home](http://mezzanine.jupo.org/)) Consistent and flexible content management platform built on the Django framework.
  1. **MITMproxy** - ([Repo](https://github.com/mitmproxy/mitmproxy), [Home](https://mitmproxy.org/)) Interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers.
  1. **Mnemosyne** - ([Repo](https://github.com/mnemosyne-proj/mnemosyne), [Home](https://mnemosyne-proj.org/)) Spaced-repetition flashcard program for efficient memorization.
  1. **MusicBrainz Picard** - ([Repo](https://github.com/metabrainz/picard), [Home](https://picard.musicbrainz.org/), [WP](https://en.wikipedia.org/wiki/MusicBrainz_Picard)) Automatically identify, tag, and organize music albums and other digital audio recordings.
  1. **MyPaint** - ([Repo](https://github.com/mypaint/mypaint), [Home](http://mypaint.org/), [WP](https://en.wikipedia.org/wiki/MyPaint)) Raster graphics editor for digital painters with a focus on painting rather than image manipulation.
  1. **nvda** - ([Repo](https://github.com/nvaccess/nvda), [Home](https://www.nvaccess.org/)) Non-Visual Desktop Access, a powerful screen reader for Windows.
  1. **OCRFeeder** - ([Repo](https://gitlab.gnome.org/GNOME/ocrfeeder), [WP](https://en.wikipedia.org/wiki/OCRFeeder)) An optical character recognition suite for GNOME, with support for command-line OCR engines like CuneiForm, GOCR, Ocrad and Tesseract.
  1. **OCRopus** - ([Repo](https://github.com/tmbdev/ocropy), [WP](https://en.wikipedia.org/wiki/OCRopus)) Document analysis and optical character recognition (OCR) system.
  1. **Odoo** - ([Repo](https://github.com/odoo/odoo), [Home](https://www.odoo.com/), [WP](https://en.wikipedia.org/wiki/Odoo)) Web-based ERP and CRM with many built-in modules, plus thousands of apps to suit any business.
  1. **Open edX Platform** - ([Repo](https://github.com/edx/edx-platform), [Home](http://open.edx.org/), [WP](https://en.wikipedia.org/wiki/EdX#Open_edX)) Platform for online education providers, powering [edX](https://en.wikipedia.org/wiki/EdX).
  1. **OpenLibrary** - ([Repo](https://github.com/internetarchive/openlibrary), [Home](https://openlibrary.org/), [WP](https://en.wikipedia.org/wiki/Open_Library)) Web application for an open, editable library catalog, used by [The Internet Archive](https://archive.org/) towards building a web page for every book ever published.
  1. **OpenShot** - ([Repo](https://github.com/OpenShot/openshot-qt), [Home](https://www.openshot.org/), [WP](https://en.wikipedia.org/wiki/OpenShot), [Fund](https://www.patreon.com/openshot)) A cross-platform video editor for FreeBSD, Linux, macOS, and Windows.
  1. **Orange** - ([Repo](https://github.com/biolab/orange3), [Home](https://orange.biolab.si/), [WP](https://en.wikipedia.org/wiki/Orange_%28software%29)) Component-based data mining software for graphical interactive data analysis and visualization.
  1. **Pitivi** - ([Repo](https://gitlab.gnome.org/GNOME/pitivi), [WP](https://en.wikipedia.org/wiki/Pitivi)) Non-linear video editor for Linux, based on GStreamer.
  1. **Plumi** - ([Repo](https://github.com/plumi/plumi.app), [WP](https://en.wikipedia.org/wiki/Plumi)) Video sharing content management system based on [Plone](https://en.wikipedia.org/wiki/Plone_(software)).
  1. **PuddleTag** - ([Repo](https://github.com/keithgg/puddletag), [WP](https://en.wikipedia.org/wiki/Puddletag)) An audio tag (metadata) editor for audio file formats.
  1. **Pybliographer** - ([Repo](https://github.com/GNOME/pybliographer), [Home](https://pybliographer.org/)) Bibliographic database manager with a user-friendly desktop UI.
  1. **PyChess** - ([Repo](https://github.com/pychess/pychess), [Home](http://pychess.org/), [WP](https://en.wikipedia.org/wiki/PyChess)) Advanced chess client, suitable for new, casual, and competitive play.
  1. **PyEW** - ([Repo](https://github.com/joxeankoret/pyew), [Docs](https://github.com/joxeankoret/pyew/wiki)) Malware analysis tool, with support for hexadecimal viewing, disassembly, PE and ELF formats, plugins, and more.
  1. **PyMedusa** - ([Repo](https://github.com/pymedusa/Medusa), [Home](https://pymedusa.com/)) Video library manager for TV shows, with automatic download support.
  1. **PySolFC** - ([Repo](https://github.com/shlomif/PySolFC), [Home](https://pysolfc.sourceforge.io/), [Android](https://f-droid.org/en/packages/org.lufebe16.pysolfc)) Highly-portable collection of solitaire card games.
  1. **Quod Libet** - ([Repo](https://github.com/quodlibet/quodlibet), [WP](https://en.wikipedia.org/wiki/Quod_Libet_%28software%29)) Cross-platform audio player, tag editor, and library organizer.
  1. **Ranger** - ([Repo](https://github.com/ranger/ranger), [Home](https://ranger.github.io/)) TUI ([Text User Interface](https://en.wikipedia.org/wiki/Text-based_user_interface)) file manager, inspired by vim.
  1. **RapidSMS** - ([Repo](https://github.com/rapidsms/rapidsms), [Home](http://rapidsms.org/), [Docs](https://rapidsms.readthedocs.io/en/develop)) Interactive SMS text messaging platform.
  1. **Saleor** - ([Repo](https://github.com/mirumee/saleor), [Home](https://getsaleor.com/)) Modular, high-performance e-commerce storefront built with Django, GraphQL, and ReactJS.
  1. **Sentry** - ([Repo](https://github.com/getsentry/sentry), [Home](https://sentry.io/)) Web service and frontend for cross-platform application monitoring, with a focus on error reporting.
  1. **SK1** - ([Repo](https://github.com/sk1project/sk1-wx), [Home](https://sk1project.net/), [WP](https://en.wikipedia.org/wiki/SK1_%28program%29)) Feature-rich, cross-platform illustration program.
  1. **SoundConverter** - ([Repo](https://github.com/kassoulet/soundconverter), [WP](https://en.wikipedia.org/wiki/GNOME_SoundConverter)) A GNOME-based audio file transcoder.
  1. **Synapse** - ([Repo](https://github.com/matrix-org/synapse), [Home](https://riot.im/app#/home), [Fund](https://www.patreon.com/matrixdotorg/overview)) Reference server for the [matrix.org](https://matrix.org) distributed chat protocol. Used daily by tens of thousands at [riot.im](https://riot.im/app/).
  1. **Unknown Horizons** - ([Repo](https://github.com/unknown-horizons/unknown-horizons), [Home](http://unknown-horizons.org/)) 2D real-time strategy simulation with an emphasis on economy and city building. (Not unlike Age of Empires)
  1. **Veusz** - ([Repo](https://github.com/veusz/veusz), [Home](https://veusz.github.io/)) 2D and 3D scientific plotting, designed to produce publication-ready PDF or SVG graphs.
  1. **Wagtail** - ([Repo](https://github.com/wagtail/wagtail), [Home](https://wagtail.io/)) A Django content management system focused on flexibility and user experience.
  1. **Wikid Pad** - ([Repo](https://github.com/WikidPad/WikidPad), [Home](http://wikidpad.sourceforge.net/)) Desktop wiki notebook for storing your thoughts and ideas.
  1. **XSStrike** - ([Repo](https://github.com/s0md3v/XSStrike)) [Cross Site Scripting](https://en.wikipedia.org/wiki/Cross-site_scripting) (XSS) detection suite equipped with multiple hand-written parsers, a payload generator, a fuzzing engine, and a performance-focused crawler.
  1. **Zim Wiki** - ([Repo](https://github.com/jaap-karssenberg/zim-desktop-wiki), [Home](http://zim-wiki.org/)) Desktop wiki designed for note-taking, list-making, and drafting.




## Conclusion

If you have a project to add, [please let us know](https://github.com/mahmoud/awesome-python-applications/issues)!


================================================
FILE: CONTRIBUTING.md
================================================
# How to Contribute

Hello there! Thank you for considering contributing to Awesome Python
Applications! Your help is essential to making APA the best project it
can be.

There are many ways to contribute, check out the
[TODO.md](https://github.com/mahmoud/awesome-python-applications/blob/master/TODO.md)
for examples, but a few of the common tasks are detailed below. These
descriptions might be inaccurate, so feel free to open an issue or a
work-in-progress Pull Request for clarification.

## Adding a project

First step, make sure the project isn't already on the list, or in our
"TODO", "archive", and "revisit" lists. We've reviewed thousands of
projects now, so chances aren't bad we've got it!

### The Easy Way

The easiest way to add a project is to submit an issue using the issue
template questionnaire. A maintainer will review and add the project
following the fun standard process below.

### The Fun Way

The APA is structured around a YAML file,
[projects.yaml](https://github.com/mahmoud/awesome-python-applications/blob/master/projects.yaml),
which is used to validate and generate the various lists, including
the RSS feed. A working install of
[apatite](https://github.com/mahmoud/apatite) (`pip install apatite`)
is required to render the documents before committing.

### Creating a Good Entry

At the time of writing the following is required to make a valid entry:

#### Project name

Try to use the preferred capitalization of the project. If two
separate projects share a name, feel free to use parentheses to
disambiguate.

#### Project description

Because this is the Awesome Python Application list, and all entries
must be free/open-source, there is no need to include the terms
"Python", "Application", "free", or "open-source" in the project
description.

Instead, focus on architecture (e.g., web application vs CLI), design,
features, and target userbase.

#### Links

Ultimately APA is about links and references, so we want as many as
possible. Some common forms:

* **`repo_url`** - Required link to code repository.  If it's not
  immediately obvious how to clone/download the code, a `clone_url`
  should also be supplied, provided the repo is `git`, `hg`, or `bzr`.
* `home_url` - Project landing page, if different than repo url
* `docs_url` - Documentation, user guide, or integration guide
* `fund_url` - A link to monetarily sponsor/support the project
* `demo_url` - For projects which are self-hostable, a site
  demonstrating the project in action, if different than `home_url`
* `wp_url` - A link to the Wikipedia article about the project (can be a section)
* `gh_url` - A link to a GitHub mirror if a non-GitHub-based project has one
* `pypi_url` - A link to the PyPI project page when the project has
  one. (most applications do not; PyPI is primarily for libraries)

Other keys of the form `*_url` will also be handled
automatically. There's rarely a reason to include the same URL under
multiple keys, so just pick the closest one.

#### Tags

Pick any appropriate entries from the `tagsonomy` at the top of
projects.yaml. At this point we require at least one "topic" tag, with
an option for secondary topic, and target platform.

Note that for target platform, "linux" typically means
desktop/single-user programs, whereas "server" is used for multi-user
applications.

Don't spend too long tagging projects with information which can be
automatically inferred, like license, dependencies, python version
compatibility, and others. The future direction here is to use `apatite` to
automatically fill those tags.


### Tips

1. The `projects.yaml` list is automatically sorted and
   normalized. Don't worry about finding the right spot to add a
   project. Add it at the top or at the bottom, with values in any
   order, and `apatite`'s rendering process will take care of the rest.
1. When adding a project with maintainers on github, try to use the
   commit message "adding project-xyz /cc @maintainer1 @maintainer2"
   so that the maintainers are somewhat aware of their presence on the
   list. This also helps in case we make a typo, include incorrect
   project information, or the project maintainers would prefer the
   project remain unlisted for now.


## Project criteria

There are few hard and fast rules, and all entries will be
respectfully reviewed on a case-by-base basis. That said, there are
some standards we'd like to uphold.

Target projects should be:

- [x] Free software with an online source repository.
- [x] Using Python for a considerable part of their functionality.
- [x] Well-known, or at least prominently used in an identifiable niche.
- [x] Maintained or otherwise demonstrably still functional on relevant platforms.
- [x] An application, not a library or framework.

Additional soft criteria that have proven useful in curating the list:

* A commit in the last year is usually enough for the maintenance
  requirement. At the time of writing over 95% of 360 projects have
  had a commit in the last year. (Note that this proportion is
  emergent, hence the soft rule)
* Projects smaller than 100 commits and fewer than 3 contributors are
  often too young and should be revisited.
* Categories, architectures, or domains which lack representation on
  the list should be given extra consideration. (Would love to see
  more Beeware, mobile, browser-based, and game projects)
* To maximize the audience, projects should be safe-for-work.
* Technologies and hype alone do not make an application
  awesome. Value provided to a userbase are far more important to the
  spirit of the list.
* Good candidates should generally not exist solely to demonstrate an
  underlying technology.

### What is an application?

While generally it's pretty easy to tell the difference between a
library and an application, that doesn't mean there aren't tricky
cases. Here are some helpful questions to help classify Python software:

* Does the software favor non-code configuration (environment
  variables, ini/yaml/toml/json files, CLI args, etc.) versus writing
  more Python code? Software may seem like an application at first,
  but if it requires writing too much code, it may actually be a
  framework.
* Does the software feature a plugin system? Extending the previous
  point, applications won't require writing code, but well-developed
  ones may feature a structured way to extend them.
* Is the software installed using the pip package manager? Being
  installed with (or requiring) system package managers and installers
  is generally a pretty good sign you're looking at an application.

## Overall goals

The APA isn't [the only list of Python software
around](https://github.com/mahmoud/awesome-python-applications/blob/master/TODO.md#other-lists). The
following represent the goals of this list versus many others:

1. More explicit criteria for inclusion
2. Guaranteed qualitative review (peer review, etc.)
3. Only applications, no frameworks or libraries
4. Links, specifically repo link required, for automated quality control (dead links, dead projects)
5. Human-readable docs, machine-readable structured data
6. Open-source: contribute via PR
7. Tagged, with mutliple tag dimensions (tagsonomy)
8. [Long-term vision](https://github.com/mahmoud/awesome-python-applications/blob/master/TODO.md#long-term-vision)

If you have ideas on how to achieve the above, we would love to hear
them. Please, [create an issue](https://github.com/mahmoud/awesome-python-applications/issues).


================================================
FILE: README.md
================================================
# Awesome Python Applications

<!-- NOTE: This file is automatically generated, see projects.yaml -->

_Case studies in successfully shipping Python software_ <a href="https://raw.githubusercontent.com/mahmoud/awesome-python-applications/master/atom.xml" target="_blank"><img src="https://raw.githubusercontent.com/mahmoud/awesome-python-applications/master/templates/rss.png" /></a>

<img src="https://raw.githubusercontent.com/mahmoud/awesome-python-applications/master/templates/snake_cd.png" width="30%" align="right" />

As developers, we spend our days with code. The site you're reading
this on is mostly modules, packages, libraries, frameworks, and the
like. But users see applications.

When building our own applications, open-source Python applications
are a gold mine of practical patterns that we know work together. A
production application is worth a thousand blog posts and Stack
Overflow answers.

This document is an always-growing list of **426**
open-source Python applications arranged by topic, with links to
repositories, docs, and more, generated from [structured
data](https://github.com/mahmoud/awesome-python-applications/blob/master/projects.yaml)
using [apatite](https://github.com/mahmoud/apatite). If you have one
to add or find some information missing, [please let us
know](https://github.com/mahmoud/awesome-python-applications/issues)!

Read [**the announcement post**](http://sedimental.org/awesome_python_applications.html) to learn more about this list.<br/>
Subscribe to [**the RSS/Atom feed**](https://raw.githubusercontent.com/mahmoud/awesome-python-applications/master/atom.xml) to see new applications added,
or see the newest additions here in [**the CHANGELOG**](https://github.com/mahmoud/awesome-python-applications/blob/master/CHANGELOG.md).

<!-- To see this list arranged by which operating systems they
support (and associated discussion), see Platforms, and to see the
list arranged by implementation approach used (and discussion
thereof), see Architectures. -->

**Contents**

1. <a href="#tag-internet">Internet</a> *(45)*
1. <a href="#tag-audio">Audio</a> *(17)*
1. <a href="#tag-video">Video</a> *(8)*
1. <a href="#tag-ai">AI/ML</a> *(4)*
1. <a href="#tag-graphics">Graphics</a> *(21)*
1. <a href="#tag-games">Games</a> *(10)*
1. <a href="#tag-productivity">Productivity</a> *(27)*
1. <a href="#tag-organization">Organization</a> *(45)*
1. <a href="#tag-communication">Communication</a> *(35)*
1. <a href="#tag-education">Education</a> *(9)*
1. <a href="#tag-science">Science</a> *(24)*
1. <a href="#tag-cms">CMS</a> *(11)*
1. <a href="#tag-erp">ERP</a> *(5)*
1. <a href="#tag-static_site">Static Site</a> *(9)*
1. <a href="#tag-dev">Dev</a> *(187)*
    1. <a href="#tag-dev.scm">SCM</a> *(18)*
    1. <a href="#tag-dev.code_review">Code Review</a> *(5)*
    1. <a href="#tag-dev.storage">Storage</a> *(20)*
    1. <a href="#tag-dev.ops">Ops</a> *(28)*
    1. <a href="#tag-dev.security">Security</a> *(30)*
    1. <a href="#tag-dev.docs">Docs</a> *(7)*
    1. <a href="#tag-dev.editor">Editor</a> *(13)*
    1. <a href="#tag-dev.pkg_mgr">Package Managers</a> *(11)*
    1. <a href="#tag-dev.pkg_repo">Package Repositories</a> *(5)*
    1. <a href="#tag-dev.build">Build</a> *(13)*
    1. <a href="#tag-dev.shell">Shell</a> *(3)*
    1. <a href="#tag-dev-other">Other Dev projects</a> *(37)*
1. <a href="#tag-misc">Misc</a> *(13)*

<!-- ANOTHER NOTE: This file is automatically generated, see projects.yaml -->

## <a id="tag-internet" href="#tag-internet">Internet</a>

  1. **ArchiveBox** - ([Repo](https://github.com/pirate/ArchiveBox), [Home](https://archivebox.io/), [Docs](https://github.com/pirate/ArchiveBox/wiki)) Self-hosted web archive, for creating local, browsable backups of content from the web. Imports HTML, JS, PDFs, video, subtitles, git repositories, and more, from Pocket, Pinboard, browser history, etc. `(organization, linux, windows, docker)`
  1. **archivematica** - ([Repo](https://github.com/artefactual/archivematica), [Home](https://www.archivematica.org/en), [Docs](https://www.archivematica.org/en/docs)) Digital preservation system designed to maintain standards-based, long-term access to collections of digital objects, targeted at archivists and librarians. `(organization, server)`
  1. **Beaver Habits** - ([Repo](https://github.com/daya0576/beaverhabits), [Home](https://beaverhabits.com/), [Demo](https://beaverhabits.com/demo), [Fund](https://buymeacoffee.com/henryzhu)) Self-hosted habit tracking app without "Goals". `(server, fastapi)`
  1. **Bookwyrm** - ([Repo](https://github.com/bookwyrm-social/bookwyrm), [Home](https://bookwyrm.social/)) Social reading and reviewing, decentralized with ActivityPub. `(organization, communication, server, django)`
  1. **buku** - ([Repo](https://github.com/jarun/buku), [Fund](https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=RMLTQ76JSXJ4Q), [Docs](https://github.com/jarun/buku/wiki)) Browser-independent bookmark manager with CLI and web server frontends, with integrations for browsers, cloud-based bookmark managers, and emacs. `(organization, linux, windows, mac, server)`
  1. **Canto** - ([Repo](https://github.com/themoken/canto-next), [WP](https://en.wikipedia.org/wiki/Canto_%28news_aggregator%29)) RSS daemon and [curses-based client](https://github.com/themoken/canto-curses). `(linux, tui)`
  1. **Codex** - ([Repo](https://github.com/ajslater/codex), [Demo](https://codex.sl8r.net/r/0/1)) Self-hostable comic archive browser and reader. `(server, django)`
  1. **CTFd** - ([Repo](https://github.com/CTFd/CTFd), [Home](https://ctfd.io/), [Docs](https://github.com/CTFd/CTFd/wiki)) CTFd is a Capture The Flag framework focusing on ease of use and customizability. It comes with everything you need to run a CTF and it's easy to customize with plugins and themes. `(server)`
  1. **Deluge** - ([Repo](https://github.com/deluge-torrent/deluge), [Home](https://deluge-torrent.org/), [WP](https://en.wikipedia.org/wiki/Deluge_%28software%29), [Fund](https://www.patreon.com/deluge_cas)) Popular, lightweight, cross-platform BitTorrent client. `(linux, windows, mac, server, gtk)`
  1. **Dispatch** - ([Repo](https://github.com/Netflix/dispatch), [Blog](https://netflixtechblog.com/introducing-dispatch-da4b8a2a8072), [Docs](https://netflix.github.io/dispatch)) Incident management service featuring integrations for notifications and task management. Used at Netflix. `(dev, server, calver, corp, fastapi)`
  1. **DollarDollar Bill Y'all** - ([Repo](https://github.com/harung1993/dollardollar), [Demo](https://ddby.finforward.xyz/), [Fund](https://buymeacoffee.com/cCFW6gZz28)) Self-hosted money management and expense splitting web service. `(server, flask)`
  1. **Elixire** - ([Repo](https://gitlab.com/elixire/elixire), [Home](https://elixi.re/), [Docs](https://gitlab.com/elixire/api-docs)) Featureful file host and link shortener with API and support for multiple vanity urls. `(server)`
  1. **FlaskBB** - ([Repo](https://github.com/flaskbb/flaskbb), [Home](https://flaskbb.org/), [Demo](https://forums.flaskbb.org/), [Docs](https://flaskbb.readthedocs.io/en/latest)) A classic web forum application (bulletin board) with a modern look. `(server)`
  1. **gPodder** - ([Repo](https://github.com/gpodder/gpodder), [Home](https://gpodder.org/)) Simple, mature media aggregator and podcast client. `(linux, windows, mac, gtk)`
  1. **Grafana OnCall** - ([Repo](https://github.com/grafana/oncall), [Docs](https://grafana.com/docs/grafana-cloud/oncall/open-source)) Developer-friendly incident response with brilliant Slack integration, with a PagerDuty migration path. `(server, corp, django)`
  1. **hosts** - ([Repo](https://github.com/StevenBlack/hosts)) Command-line application which merges reputable [hosts files](https://en.wikipedia.org/wiki/Hosts_(file)) with deduplication for the purpose of blocking undesirable websites via DNS blackhole. `(security, linux, windows, mac)`
  1. **httpie** - ([Repo](https://github.com/jakubroztocil/httpie), [Home](https://httpie.org/), [PyPI](https://pypi.org/project/httpie)) Command-line HTTP client with JSON support, syntax highlighting, wget-like downloads, extensions, and more. `(dev, linux, windows, mac)`
  1. **Isso** - ([Repo](https://github.com/posativ/isso), [Home](https://posativ.org/isso)) Lightweight commenting server, designed as a drop-in replacement for Disqus. `(server)`
  1. **KindleEar** - ([Repo](https://github.com/cdhigh/KindleEar), [Docs](https://github.com/cdhigh/KindleEar/blob/master/readme_EN.md)) Web application to automatically aggregate RSS into periodical mobi/epub files with images and send it to your kindle or your email. `(server)`
  1. **liberapay.com** - ([Repo](https://github.com/liberapay/liberapay.com), [Home](https://liberapay.com/), [WP](https://en.wikipedia.org/wiki/Liberapay)) A recurrent donations platform, formerly known as gittip and gratipay. `(server)`
  1. **Mealie** - ([Repo](https://github.com/mealie-recipes/mealie), [Home](https://mealie.io/), [Demo](https://demo.mealie.io/login), [Fund](https://github.com/sponsors/hay-kot), [Docs](https://nightly.mealie.io/)) Self-hostable recipe management server with rich user interface and automatic backups. `(organization, server, fastapi)`
  1. **Mylar** - ([Repo](https://github.com/evilhero/mylar)) A web-based automated comic book downloader (cbr/cbz) for use with SABnzbd, NZBGet, and torrents. `(graphics, linux)`
  1. **Neubot** - ([Repo](https://github.com/neubot/neubot), [Home](http://www.neubot.org/)) Lightweight agent which collects data for net-neutrality research. `(linux, windows, mac)`
  1. **NewsBlur** - ([Repo](https://github.com/samuelclay/NewsBlur), [Home](https://www.newsblur.com/)) Web-based personal news reader. `(server, django)`
  1. **Newspipe** - ([Repo](https://git.sr.ht/~cedric/newspipe), [Home](https://www.newspipe.org/), [gh](https://github.com/cedricbonhomme/newspipe), [Docs](https://newspipe.readthedocs.io/en/latest)) Web-based news aggregator and reader. `(server)`
  1. **nsupdate.info** - ([Repo](https://github.com/nsupdate-info/nsupdate.info), [PyPI](https://pypi.org/project/nsupdate), [Docs](https://nsupdateinfo.readthedocs.io/en/latest)) Featureful dynamic DNS service, using the Dynamic DNS UPDATE protocol ([RFC 2136](https://tools.ietf.org/html/rfc2136)) to update BIND and other major nameservers. `(ops, server)`
  1. **Nyaa** - ([Repo](https://github.com/nyaadevs/nyaa)) Bittorrent tracker software built for anime site [nyaa.si](https://nyaa.si/). `(server)`
  1. **Open Event Server** - ([Repo](https://github.com/fossasia/open-event-server), [Demo](https://api.eventyay.com/)) Enable event organizers to manage events from meetups to concerts to conferences, with support for multiple tracks and venues. Used by [FOSSASIA](https://fossasia.org/) and [eventyay](https://eventyay.com/). `(organization, server)`
  1. **Pi-Hole** - ([Repo](https://github.com/pi-hole/pi-hole), [Home](https://pi-hole.net/), [WP](https://en.wikipedia.org/wiki/Pi-hole)) Linux network-level advertisement and internet tracker blocking application which acts as a DNS sinkhole, and (optionally) a DHCP server, intended for use on a private network. `(linux, server)`
  1. **Planet** - ([Repo](https://github.com/python/planet), [Home](https://web.archive.org/web/20051029095046/http%3A/www.planetplanet.org), [WP](https://en.wikipedia.org/wiki/Planet_%28software%29)) RSS and Atom feed aggregator, designed to collect posts from the weblogs of members of an Internet community and display them on a single page. Used to power [Planet Python](https://planetpython.org/) and many more. `(server)`
  1. **Pol** - ([Repo](https://github.com/taroved/pol), [Home](https://politepol.com/)) Web application which allows users to subscribe to changes on a web site via an autogenerated RSS feed. `(server)`
  1. **PostHog** - ([Repo](https://github.com/PostHog/posthog), [Home](https://posthog.com/), [Docs](https://posthog.com/docs)) Self-hostable product analytics for tracking events, visualizing funnels, and much more. `(docker)`
  1. **PyLoad** - ([Repo](https://github.com/pyload/pyload), [Home](https://pyload.net/)) Download manager with a web interface and API. `(linux, windows, mac)`
  1. **Qute Browser** - ([Repo](https://github.com/qutebrowser/qutebrowser), [Home](https://www.qutebrowser.org/)) Keyboard-driven, minimal, `vim`-like browser based on PyQt5. `(linux, windows, mac, qt5)`
  1. **Reddit** - ([Repo](https://github.com/reddit-archive/reddit), [Home](http://reddit.com/)) Social news forum with voting, commenting, karma, and more. (Archival repo from 2017.) `(server)`
  1. **SABnzbd** - ([Repo](https://github.com/sabnzbd/sabnzbd), [Home](https://sabnzbd.org/), [Docs](https://sabnzbd.org/wiki)) Simple, cross-platform newsreader for downloading from Usenet. Supports many integrations and 16 languages. `(linux, windows, mac, server)`
  1. **Searx** - ([Repo](https://github.com/asciimoo/searx), [Docs](https://asciimoo.github.io/searx)) Self-hosted metasearch engine, aggregating results from more than 70 services while avoiding tracking and profiling. `(security, server, flask)`
  1. **speedtest-cli** - ([Repo](https://github.com/sivel/speedtest-cli), [PyPI](https://pypi.org/project/speedtest-cli)) Command-line interface for testing Internet bandwidth using [speedtest.net](https://speedtest.net). `(console)`
  1. **streamlink** - ([Repo](https://github.com/streamlink/streamlink), [Home](https://streamlink.github.io/), [PyPI](https://pypi.org/project/streamlink)) Command-line utility that extracts streams from various services and pipes them into a video player of choice. `(linux, windows, mac)`
  1. **syncserver** - ([Repo](https://github.com/mozilla-services/syncserver), [Docs](https://mozilla-services.readthedocs.io/en/latest/howtos/run-sync-1.5.html)) All-in-one package for running a self-hosted Mozilla Firefox Sync server. `(server)`
  1. **Tautulli** - ([Repo](https://github.com/Tautulli/Tautulli), [Home](https://tautulli.com/), [Fund](https://www.patreon.com/Tautulli)) Web monitor for Plex Media Server. `(video, server)`
  1. **Tribler** - ([Repo](https://github.com/Tribler/tribler), [Home](http://www.tribler.org/), [WP](https://en.wikipedia.org/wiki/Tribler)) Privacy enhanced BitTorrent client with P2P content discovery. `(linux, windows, mac, qt5)`
  1. **You-Get** - ([Repo](https://github.com/soimort/you-get), [Home](https://you-get.org/)) Command-line program to browserlessly scrape and stream video, audio, and images from web sites. `(linux, windows, mac)`
  1. **youtube-dl** - ([Repo](https://github.com/rg3/youtube-dl), [Home](http://rg3.github.io/youtube-dl), [PyPI](https://pypi.org/project/youtube_dl)) Command-line program to browserlessly archive video and audio from YouTube and hundreds of other sites. `(linux, windows, mac)`
  1. **ZeroNet** - ([Repo](https://github.com/HelloZeroNet/ZeroNet), [Home](https://zeronet.io/), [WP](https://en.wikipedia.org/wiki/ZeroNet), [Docs](https://zeronet.readthedocs.io/en/latest)) Open, free, and uncensorable websites, using Bitcoin cryptography and BitTorrent network. `(linux, windows, mac)`

## <a id="tag-audio" href="#tag-audio">Audio</a>

  1. **Beets** - ([Repo](https://github.com/beetbox/beets), [Home](http://beets.io/), [PyPI](https://pypi.org/project/beets)) Feature-rich command-line music library manager with web UI, duplicate detection, transcoding, and tagging support, integrating with MusicBrainz, Discogs, and more. `(linux, windows, mac)`
  1. **Exaile** - ([Repo](https://github.com/exaile/exaile), [WP](https://en.wikipedia.org/wiki/Exaile)) Cross-platform audio player, tag editor, and library organizer. `(linux, windows, mac, gtk)`
  1. **Frescobaldi** - ([Repo](https://github.com/wbsoft/frescobaldi), [WP](https://en.wikipedia.org/wiki/Frescobaldi_%28software%29)) An editor for [LilyPond](https://en.wikipedia.org/wiki/LilyPond) music files. `(linux, windows, mac, qt)`
  1. **Friture** - ([Repo](https://github.com/tlecomte/friture), [Home](http://friture.org/)) Visualizes and analyzes live audio data in real-time, including scope, spectrum analyzer, rolling 2D spectrogram, and more. `(linux, windows, mac, qt5)`
  1. **Funkwhale** - ([Repo](https://dev.funkwhale.audio/funkwhale/funkwhale), [Home](https://funkwhale.audio/en_US), [Docs](https://docs.funkwhale.audio/)) Web-based, community-driven project that lets you listen and share music and audio within a decentralized, open network. `(server)`
  1. **GNU Radio** - ([Repo](https://github.com/gnuradio/gnuradio), [Home](https://www.gnuradio.org/), [WP](https://en.wikipedia.org/wiki/GNU_Radio)) Software development toolkit that provides signal processing blocks to implement software-defined radios and signal-processing systems. `(linux, windows, mac, cpp, qt)`
  1. **GNU Solfege** - ([Repo](http://git.savannah.gnu.org/cgit/solfege.git), [WP](https://en.wikipedia.org/wiki/GNU_Solfege)) An ear-training program intended to help musicians improve their skills. `(linux, windows, mac, gtk)`
  1. **Mopidy** - ([Repo](https://github.com/mopidy/mopidy), [Home](https://www.mopidy.com/)) Extensible music player server with plugin support for a wide range of services. `(server)`
  1. **Music Player** - ([Repo](https://github.com/albertz/music-player), [Home](http://albertz.github.io/music-player)) A simple music player designed around an infinite intelligent playlist, with support for headless playback. `(linux, mac)`
  1. **MusicBrainz Picard** - ([Repo](https://github.com/metabrainz/picard), [Home](https://picard.musicbrainz.org/), [WP](https://en.wikipedia.org/wiki/MusicBrainz_Picard)) Automatically identify, tag, and organize music albums and other digital audio recordings. `(linux, windows, mac, qt)`
  1. **PuddleTag** - ([Repo](https://github.com/keithgg/puddletag), [WP](https://en.wikipedia.org/wiki/Puddletag)) An audio tag (metadata) editor for audio file formats. `(linux, qt4)`
  1. **Quod Libet** - ([Repo](https://github.com/quodlibet/quodlibet), [WP](https://en.wikipedia.org/wiki/Quod_Libet_%28software%29)) Cross-platform audio player, tag editor, and library organizer. `(linux, windows, mac, gtk)`
  1. **SoundConverter** - ([Repo](https://github.com/kassoulet/soundconverter), [WP](https://en.wikipedia.org/wiki/GNOME_SoundConverter)) A GNOME-based audio file transcoder. `(linux, gtk)`
  1. **SoundGrain** - ([Repo](https://github.com/belangeo/soundgrain), [Home](http://ajaxsoundstudio.com/software/soundgrain), [Fund](https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=9CA99DH6ES3HA)) Graphical interface designed for drawing and editing trajectories to control [granular sound synthesis](https://en.wikipedia.org/wiki/Granular_synthesis). `(linux, windows, mac)`
  1. **Stargate DAW** - ([Repo](https://github.com/stargatedaw/stargate)) All-in-one Digital Audio Workstation (DAW) with a suite of instrument and effect plugins. `(linux, windows, mac, qt56)`
  1. **Supysonic** - ([Repo](https://github.com/spl0k/supysonic)) Implementation of the [Subsonic server API](http://www.subsonic.org/), with support for browsing, streaming, transcoding, scrobbling, and more. `(server)`
  1. **Whipper** - ([Repo](https://github.com/whipper-team/whipper)) A CLI-based CD Audio ripper designed for accuracy over speed, with support for overriding hardware caches, accuracy verification, MusicBrainz metadata lookup, hidden tracks, FLAC, and much more. `(linux)`

## <a id="tag-video" href="#tag-video">Video</a>

  1. **Flowblade** - ([Repo](https://github.com/jliljebl/flowblade), [WP](https://en.wikipedia.org/wiki/Flowblade)) Multitrack, non-linear video editing software for Linux. `(linux, gtk)`
  1. **Open Streaming Platform** - ([Repo](https://gitlab.com/Deamos/flask-nginx-rtmp-manager)) Self-hosted video streaming and recording server, designed as an alternative to Twitch and YouTube. `(games, server)`
  1. **OpenShot** - ([Repo](https://github.com/OpenShot/openshot-qt), [Home](https://www.openshot.org/), [WP](https://en.wikipedia.org/wiki/OpenShot), [Fund](https://www.patreon.com/openshot)) A cross-platform video editor for FreeBSD, Linux, macOS, and Windows. `(linux, windows, mac, qt5)`
  1. **Pitivi** - ([Repo](https://gitlab.gnome.org/GNOME/pitivi), [WP](https://en.wikipedia.org/wiki/Pitivi)) Non-linear video editor for Linux, based on GStreamer. `(linux, gtk)`
  1. **Plumi** - ([Repo](https://github.com/plumi/plumi.app), [WP](https://en.wikipedia.org/wiki/Plumi)) Video sharing content management system based on [Plone](https://en.wikipedia.org/wiki/Plone_(software)). `(cms, server, plone)`
  1. **PyVideo** - ([Repo](https://github.com/pyvideo/pyvideo), [Home](https://pyvideo.org/)) Static media index custom-built for the Python community, and all the content our meetings and conferences produce. `(static_site, linux, server)`
  1. **Tautulli** - ([Repo](https://github.com/Tautulli/Tautulli), [Home](https://tautulli.com/), [Fund](https://www.patreon.com/Tautulli)) Web monitor for Plex Media Server. `(internet, server)`
  1. **Vidcutter** - ([Repo](https://github.com/ozmartian/vidcutter)) GUI and CLI aiming to be the fastest and simplest way to cut and join video. `(linux, windows, mac)`

## <a id="tag-ai" href="#tag-ai">AI/ML</a>

  1. **Aim** - ([Repo](https://github.com/aimhubio/aim), [Home](https://aimstack.io/), [Blog](https://aimstack.io/blog)) Aim is a self-hostable machine learning experiment tracker designed to handle 10,000s of training runs. `(linux, server, fastapi)`
  1. **dvc (Data Version Control)** - ([Repo](https://github.com/iterative/dvc), [Home](https://dvc.org/), [Docs](https://dvc.org/doc)) Command-line tool for version control over data used in machine learning projects. Aims to replace Excel and other tools used to track and deploy model versions. `(organization, scm, linux, windows, mac)`
  1. **MLflow** - ([Repo](https://github.com/mlflow/mlflow), [Home](https://mlflow.org/), [Docs](https://mlflow.org/docs/latest/index.html)) Integrated command-line application and web service, supporting an end-to-end machine-learning workflow around tracking, packaging, and deploying. Developed by [Databricks](https://docs.databricks.com/applications/mlflow/index.html). `(organization, dev, linux, mac, corp)`
  1. **Polyaxon** - ([Repo](https://github.com/polyaxon/polyaxon), [Home](https://polyaxon.com/), [Docs](https://docs.polyaxon.com/)) A web-based platform for reproducible and scalable machine learning experiment management and metrics-tracking, based on kubernetes, with support for TensorFlow, PyTorch, Keras, and many more. `(dev, server)`

## <a id="tag-graphics" href="#tag-graphics">Graphics</a>

  1. **cartoonify / Draw This.** - ([Repo](https://github.com/danmacnish/cartoonify), [Home](https://www.kapwing.com/cartoonify)) Turn a photograph into a toddler's drawing. Automatically! `(console, docker, hardware)`
  1. **Cura** - ([Repo](https://github.com/Ultimaker/Cura), [Home](https://ultimaker.com/software/ultimaker-cura), [WP](https://en.wikipedia.org/wiki/Cura_%28software%29), [Docs](https://ultimaker.com/en/resources/manuals/software)) Popular desktop software for preparation and control of 3D printing, integrated with CAD workflows. `(linux, windows, mac, corp, hardware)`
  1. **DrawBot** - ([Repo](https://github.com/typemytype/drawbot), [Home](http://www.drawbot.com/), [WP](https://en.wikipedia.org/wiki/DrawBot)) A powerful programmatic 2D drawing application for MacOS X which generates graphics from Python scripts. `(education, dev, mac)`
  1. **FreeCAD** - ([Repo](https://github.com/FreeCAD/FreeCAD), [WP](https://en.wikipedia.org/wiki/FreeCAD)) General-purpose parametric 3D CAD modeler and a building information modeling (BIM) software with finite-element-method (FEM) support. `(linux, windows, mac, cpp, qt)`
  1. **Gaphor** - ([Repo](https://github.com/gaphor/gaphor), [Docs](https://gaphor.readthedocs.io/en/latest)) Simple [UML](https://en.wikipedia.org/wiki/Unified_Modeling_Language) modeling tool designed for beginners. `(docs, linux, windows, mac, flatpak, gtk)`
  1. **Lector** - ([Repo](https://github.com/BasioMeusPuga/Lector)) Desktop ebook reader and browser, with support for many formats, including comic book archives. `(linux)`
  1. **MakeHuman** - ([Repo](https://bitbucket.org/MakeHuman/makehuman), [WP](https://en.wikipedia.org/wiki/MakeHuman)) 3D computer graphics software designed for the prototyping of photo realistic humanoids. `(linux, windows, mac, qt)`
  1. **Meshroom** - ([Repo](https://github.com/alicevision/meshroom), [Home](http://alicevision.github.io/)) Photogrammetry pipeline, for turning photographs into 3D models. `(linux, windows, mac, qt)`
  1. **Mylar** - ([Repo](https://github.com/evilhero/mylar)) A web-based automated comic book downloader (cbr/cbz) for use with SABnzbd, NZBGet, and torrents. `(internet, linux)`
  1. **MyPaint** - ([Repo](https://github.com/mypaint/mypaint), [Home](http://mypaint.org/), [WP](https://en.wikipedia.org/wiki/MyPaint)) Raster graphics editor for digital painters with a focus on painting rather than image manipulation. `(linux, windows, mac, gtk)`
  1. **napari** - ([Repo](https://github.com/napari/napari), [Home](https://napari.org/), [Fund](https://numfocus.org/donate-to-napari)) A fast, interactive, multi-dimensional image viewer for annotation and analysis of large images. `(qt)`
  1. **NFO Viewer** - ([Repo](https://github.com/otsaloma/nfoview), [Home](https://otsaloma.io/nfoview)) A simple viewer for NFO files and the ASCII art therein, with preset fonts, encodings, automatic window sizing, and clickable hyperlinks. `(misc, linux, windows)`
  1. **OCRFeeder** - ([Repo](https://gitlab.gnome.org/GNOME/ocrfeeder), [WP](https://en.wikipedia.org/wiki/OCRFeeder)) An optical character recognition suite for GNOME, with support for command-line OCR engines like CuneiForm, GOCR, Ocrad and Tesseract. `(linux, gtk)`
  1. **OCRopus** - ([Repo](https://github.com/tmbdev/ocropy), [WP](https://en.wikipedia.org/wiki/OCRopus)) Document analysis and optical character recognition (OCR) system. `(linux, mac, console)`
  1. **Octoprint** - ([Repo](https://github.com/foosel/OctoPrint), [Home](https://octoprint.org/), [Fund](https://www.patreon.com/foosel)) Web-based controller for consumer 3D printers. `(server, flask, hardware)`
  1. **PhotoCollage** - ([Repo](https://github.com/adrienverge/PhotoCollage)) Automatically lays out a photo collage to fill out a given poster space. `(linux, gtk)`
  1. **Photonix** - ([Repo](https://github.com/damianmoore/photonix), [Home](https://photonix.org/), [Demo](https://demo.photonix.org/)) Web-based photo management, featuring smart filtering with object recognition, location awareness, color analysis, and more. `(server)`
  1. **Pynocchio** - ([Repo](https://github.com/mstuttgart/pynocchio), [Home](https://mstuttgart.github.io/pynocchio)) Minimalist comic reader, supporting many common image and archive formats. `(linux)`
  1. **Quru Image Server** - ([Repo](https://github.com/quru/qis), [Home](https://www.quruimageserver.com/), [Demo](https://images.quru.com/demo), [Docs](https://github.com/quru/qis/blob/master/doc/overview.md)) High-performance web server for creating and delivering dynamic images. `(server)`
  1. **SK1** - ([Repo](https://github.com/sk1project/sk1-wx), [Home](https://sk1project.net/), [WP](https://en.wikipedia.org/wiki/SK1_%28program%29)) Feature-rich, cross-platform illustration program. `(linux, windows, mac, gtk, wx)`
  1. **Thumbor** - ([Repo](https://github.com/thumbor/thumbor), [Home](http://thumbor.org/), [Docs](https://thumbor.readthedocs.io/)) Photo thumbnail service with resizing, flipping, and smart cropping of images. `(dev, server)`

## <a id="tag-games" href="#tag-games">Games</a>

  1. **Cataclysm: Dark Days Ahead (Launcher)** - ([Repo](https://github.com/remyroy/CDDA-Game-Launcher), [Home](https://cataclysmdda.org/)) Launcher for popular FOSS game [CDDA](https://cataclysmdda.org/), which supports automatic updates and mod management. `(linux, windows, mac)`
  1. **Frets on Fire X** - ([Repo](https://github.com/fofix/fofix)) Highly customizable rhythm game supporting many modes of guitar, bass, drum, and vocal gameplay for up to four players. `(linux, windows, pygame)`
  1. **Lucas Chess** - ([Repo](https://github.com/lukasmonk/lucaschess), [Home](http://lucaschess.pythonanywhere.com/)) Featureful chess client for Windows, with some Linux support. `(linux, windows, qt4)`
  1. **Lutris** - ([Repo](https://github.com/lutris/lutris), [Home](https://lutris.net/), [WP](https://en.wikipedia.org/wiki/Lutris), [Fund](https://www.patreon.com/lutris)) Gaming platform for GNU/Linux, managing game installations with a unified interface. `(linux, gtk)`
  1. **Open Streaming Platform** - ([Repo](https://gitlab.com/Deamos/flask-nginx-rtmp-manager)) Self-hosted video streaming and recording server, designed as an alternative to Twitch and YouTube. `(video, server)`
  1. **PyChess** - ([Repo](https://github.com/pychess/pychess), [Home](http://pychess.org/), [WP](https://en.wikipedia.org/wiki/PyChess)) Advanced chess client, suitable for new, casual, and competitive play. `(linux, windows, gtk)`
  1. **Pyfa** - ([Repo](https://github.com/pyfa-org/Pyfa)) Python Fitting Assistant, cross-platform experimentation tool for [EVE Online](https://en.wikipedia.org/wiki/Eve_Online) ship fittings. `(linux, windows, mac)`
  1. **PySolFC** - ([Repo](https://github.com/shlomif/PySolFC), [Home](https://pysolfc.sourceforge.io/), [Android](https://f-droid.org/en/packages/org.lufebe16.pysolfc)) Highly-portable collection of solitaire card games. `(linux, windows, android, kivy, tk)`
  1. **term2048** - ([Repo](https://github.com/bfontaine/term2048), [PyPI](https://pypi.python.org/pypi/term2048)) TUI version of [2048](http://gabrielecirulli.github.io/2048/). `(linux, mac, tui)`
  1. **Unknown Horizons** - ([Repo](https://github.com/unknown-horizons/unknown-horizons), [Home](http://unknown-horizons.org/)) 2D real-time strategy simulation with an emphasis on economy and city building. (Not unlike Age of Empires) `(linux, windows, mac)`

## <a id="tag-productivity" href="#tag-productivity">Productivity</a>

  1. **Autokey** - ([Repo](https://github.com/autokey/autokey), [WP](https://en.wikipedia.org/wiki/AutoKey), [PyPI](https://pypi.org/project/autokey)) Desktop automation utility for Linux and X11. `(linux, gtk, qt)`
  1. **Bleachbit** - ([Repo](https://github.com/bleachbit/bleachbit), [Home](https://www.bleachbit.org/)) System cleaner designed to free disk space and maintain privacy. `(linux, windows, gtk)`
  1. **BorgBackup** - ([Repo](https://github.com/borgbackup/borg), [Home](https://www.borgbackup.org/)) Deduplicating backup system with optional encryption and other features. `(linux)`
  1. **Bup** - ([Repo](https://github.com/Bup/Bup), [Home](https://bup.github.io/)) Efficient backup system based on the git packfile format, providing fast incremental saves and global deduplication. `(linux, mac)`
  1. **Duplicity** - ([Repo](https://gitlab.com/duplicity/duplicity), [Home](https://duplicity.us/), [Docs](https://duplicity.us/docs.html)) Encrypted bandwidth-efficient backup tool, using the rsync algorithm. `(storage, linux)`
  1. **Excalibur** - ([Repo](https://github.com/camelot-dev/excalibur)) Web interface to extract tabular data from PDFs. `(linux, windows)`
  1. **Glances** - ([Repo](https://github.com/nicolargo/glances), [Home](https://nicolargo.github.io/glances), [Docs](https://glances.readthedocs.io/en/stable)) A cross-platform top/htop alternative, providing an overview of system resources. `(ops, linux, windows, mac, server)`
  1. **gmvault** - ([Repo](https://github.com/gaubert/gmvault), [Home](http://gmvault.org/)) Tool for backing up gmail accounts. `(linux, windows, mac, qt5)`
  1. **Gridsync** - ([Repo](https://github.com/gridsync/gridsync)) Cross-platform GUI built to synchronize local directories with Tahoe-LAFS storage grids. `(storage, linux, windows, mac)`
  1. **GTimeLog** - ([Repo](https://github.com/gtimelog/gtimelog), [Home](https://gtimelog.org/), [Fund](https://ko-fi.com/mgedmin), [Docs](https://gtimelog.org/docs.html)) Desktop-based time tracker with support for logging billable/non-billable work. `(organization, linux, windows, mac)`
  1. **Kibitzr** - ([Repo](https://github.com/kibitzr/kibitzr), [Home](https://kibitzr.github.io/), [PyPI](https://pypi.org/project/kibitzr), [Docs](https://kibitzr.readthedocs.io/)) Self-hosted personal assistant server for automating routine tasks. `(server)`
  1. **Mackup** - ([Repo](https://github.com/lra/mackup), [PyPI](https://pypi.org/project/mackup)) Utility to back up and synchronize application settings, with support for several storage backends (e.g., Dropbox, Git), and dozens of applications. `(linux, mac)`
  1. **Metamorphose** - ([Repo](https://github.com/metamorphose/metamorphose2), [Home](http://file-folder-ren.sourceforge.net/)) Graphical mass renaming program for files and folders. `(linux, windows, mac, wx)`
  1. **Nuxeo Drive** - ([Repo](https://github.com/nuxeo/nuxeo-drive), [Home](https://www.nuxeo.com/products/drive-desktop-sync), [Docs](https://doc.nuxeo.com/client-apps/nuxeo-drive)) Cross-platform desktop synchronization client for the Nuxeo platform. `(storage, linux, windows, mac, console, appimage, lgpl, qt5)`
  1. **nvda** - ([Repo](https://github.com/nvaccess/nvda), [Home](https://www.nvaccess.org/)) Non-Visual Desktop Access, a powerful screen reader for Windows. `(windows, wx)`
  1. **OCRmyPDF** - ([Repo](https://github.com/ocrmypdf/ocrmypdf), [Fund](https://opencollective.com/james-barlow), [Snap](https://snapcraft.io/ocrmypdf), [Docs](http://ocrmypdf.readthedocs.io/)) Adds an OCR text layer to scanned PDF files, enabling text search and selection. `(console)`
  1. **PDF Arranger** - ([Repo](https://github.com/pdfarranger/pdfarranger), [Snap](https://snapcraft.io/pdfarranger)) Merge and split PDF documents, as well as crop and rearrange pages. `(linux, windows, gtk)`
  1. **Plover** - ([Repo](https://github.com/openstenoproject/plover), [Home](https://www.openstenoproject.org/plover), [Fund](https://www.openstenoproject.org/donate), [Docs](https://github.com/openstenoproject/plover/wiki)) Background service for automatic translation of stenography movements to keystrokes, enabling typing speeds in excess of 200WPM in any application. `(linux, windows, mac, hardware, qt5)`
  1. **Psono** - ([Repo](https://gitlab.com/psono/psono-server), [Home](https://psono.com/), [Demo](https://www.psono.pw/), [Docs](https://doc.psono.com/)) Server-based password manager, built for teams. `(security, server)`
  1. **Ranger** - ([Repo](https://github.com/ranger/ranger), [Home](https://ranger.github.io/)) TUI ([Text User Interface](https://en.wikipedia.org/wiki/Text-based_user_interface)) file manager, inspired by vim. `(linux, tui)`
  1. **Redash** - ([Repo](https://github.com/getredash/redash), [Home](https://redash.io/)) Data visualization and dashboard construction geared toward business intelligence, used by Mozilla, SoundCloud, Sentry, and others. `(server, flask)`
  1. **ReproZip** - ([Repo](https://github.com/VIDA-NYU/reprozip), [Home](https://www.reprozip.org/), [Demo](https://examples.reprozip.org/), [PyPI](https://pypi.org/project/reprozip), [Docs](https://docs.reprozip.org/)) Command-line tool which automatically builds reproducible experiments archives from console commands, designed for use in computational science. `(science, linux)`
  1. **Sunflower** - ([Repo](https://github.com/MeanEYE/Sunflower), [Home](http://sunflower-fm.org/)) Small and highly-customizable twin-panel file manager for Linux with plugin support. `(linux)`
  1. **Superset** - ([Repo](https://github.com/apache/incubator-superset), [Docs](http://superset.apache.org/)) Data exploration, visualization, and business intelligence web application. `(server)`
  1. **VisiData** - ([Repo](https://github.com/saulpw/visidata), [Home](https://visidata.org/), [Fund](https://patreon.com/saulpw), [PyPI](https://pypi.org/project/visidata), [Docs](https://visidata.org/docs)) Interactive multitool for exploring, analyzing, and converting datasets in the terminal. `(linux, mac, tui)`
  1. **Vorta** - ([Repo](https://github.com/borgbase/vorta), [Home](https://vorta.borgbase.com/)) GUI backup client built on top of [BorgBackup](https://borgbackup.readthedocs.io/). `(linux, mac)`
  1. **wttr.in** - ([Repo](https://github.com/chubin/wttr.in), [Home](http://wttr.in/)) Weather forecast service that supports various representations, suitable for the terminal or web browser. `(server, flask)`

## <a id="tag-organization" href="#tag-organization">Organization</a>

  1. **Ambar** - ([Repo](https://github.com/RD17/ambar), [Home](https://ambar.cloud/), [Demo](https://app.ambar.cloud/), [Docs](https://ambar.cloud/docs/system-requirements)) Document search engine with automated crawling, OCR, tagging, and instant full-text search. `(server)`
  1. **ArchiveBox** - ([Repo](https://github.com/pirate/ArchiveBox), [Home](https://archivebox.io/), [Docs](https://github.com/pirate/ArchiveBox/wiki)) Self-hosted web archive, for creating local, browsable backups of content from the web. Imports HTML, JS, PDFs, video, subtitles, git repositories, and more, from Pocket, Pinboard, browser history, etc. `(internet, linux, windows, docker)`
  1. **archivematica** - ([Repo](https://github.com/artefactual/archivematica), [Home](https://www.archivematica.org/en), [Docs](https://www.archivematica.org/en/docs)) Digital preservation system designed to maintain standards-based, long-term access to collections of digital objects, targeted at archivists and librarians. `(internet, server)`
  1. **Baby Buddy** - ([Repo](https://github.com/cdubz/babybuddy), [Demo](http://demo.baby-buddy.net/)) Mobile-friendly web application which helps caregivers track sleep, feedings, diaper changes, and tummy time to learn about and predict baby's needs without (as much) guesswork. `(server)`
  1. **Baserow** - ([Repo](https://gitlab.com/bramw/baserow), [Home](https://baserow.io/), [gh](https://github.com/bram2w/baserow), [Docs](https://baserow.io/docs)) Web-based no-code persistence platform, like a database meets a spreadsheet, with a REST API. `(storage, server, django)`
  1. **beancount** - ([Repo](https://bitbucket.org/blais/beancount), [Home](http://furius.ca/beancount), [gh](https://github.com/beancount/beancount), [PyPI](https://pypi.org/project/beancount), [Docs](https://docs.google.com/document/d/1RaondTJCS_IUPBHFNdT8oqFKJjVJDsfsn6JEjBG04eA/edit)) A double-entry bookkeeping language to define financial transaction records in plain text, then generate a variety of reports, via CLI and web interface. (See also, [Plain Text Accounting](https://plaintextaccounting.org/)). `(linux, windows, mac)`
  1. **Bookwyrm** - ([Repo](https://github.com/bookwyrm-social/bookwyrm), [Home](https://bookwyrm.social/)) Social reading and reviewing, decentralized with ActivityPub. `(internet, communication, server, django)`
  1. **buku** - ([Repo](https://github.com/jarun/buku), [Fund](https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=RMLTQ76JSXJ4Q), [Docs](https://github.com/jarun/buku/wiki)) Browser-independent bookmark manager with CLI and web server frontends, with integrations for browsers, cloud-based bookmark managers, and emacs. `(internet, linux, windows, mac, server)`
  1. **Byro** - ([Repo](https://github.com/byro/byro), [Docs](https://byro.readthedocs.io/)) Web-based membership administration tool for small and medium sized clubs/NGOs/associations of all kinds, with a focus on the DACH region. `(server)`
  1. **Calibre** - ([Repo](https://github.com/kovidgoyal/calibre), [Home](https://calibre-ebook.com/), [WP](https://en.wikipedia.org/wiki/Calibre_%28software%29), [Fund](https://www.patreon.com/kovidgoyal)) E-book manager designed for viewing, converting, editing, and cataloging e-books in all major formats. `(linux, windows, mac, qt5)`
  1. **Calibre-Web** - ([Repo](https://github.com/janeczku/calibre-web)) Web application providing a clean interface for browsing, reading, and downloading ebooks using an existing [Calibre](https://calibre-ebook.com/) database. `(linux)`
  1. **CherryTree** - ([Repo](https://github.com/giuspen/cherrytree), [Home](https://www.giuspen.com/cherrytree)) Hierarchical wiki-like personal notepad, featuring rich text and syntax highlighting. `(linux, windows, gtk)`
  1. **Collaborate** - ([Repo](https://github.com/propublica/django-collaborative), [Docs](https://propublica.gitbook.io/collaborate-user-manual)) Web-based collaboration tool designed by [Propublica](https://www.propublica.org/nerds/making-collaborative-data-projects-easier-our-new-tool-collaborate-is-here) for newsrooms to share datasets, with a workflow built around assigning tips and maintaining contacts. `(communication, server)`
  1. **CouchPotato** - ([Repo](https://github.com/CouchPotato/CouchPotatoServer), [Home](http://couchpota.to/)) Personal video recorder focused on movies, with support for usenet and torrents. `(linux, windows, mac)`
  1. **dupeGuru** - ([Repo](https://github.com/arsenetar/dupeguru), [Home](https://dupeguru.voltaicideas.net/), [Docs](https://dupeguru.voltaicideas.net/help/en)) Cross-platform GUI tool to find duplicate files. `(linux, windows, mac)`
  1. **dvc (Data Version Control)** - ([Repo](https://github.com/iterative/dvc), [Home](https://dvc.org/), [Docs](https://dvc.org/doc)) Command-line tool for version control over data used in machine learning projects. Aims to replace Excel and other tools used to track and deploy model versions. `(ai, scm, linux, windows, mac)`
  1. **fava** - ([Repo](https://github.com/beancount/fava), [Demo](https://fava.pythonanywhere.com/huge-example-file/income_statement), [Docs](https://beancount.github.io/fava)) Web interface for the double-entry bookkeeping software [Beancount](http://furius.ca/beancount/) with a focus on features and usability. `(linux, windows, mac)`
  1. **Gramps** - ([Repo](https://github.com/gramps-project/gramps), [Home](https://gramps-project.org/)) Genealogy software that is both intuitive for hobbyists and feature-complete for professional genealogists. `(linux, windows, mac, gtk)`
  1. **GTimeLog** - ([Repo](https://github.com/gtimelog/gtimelog), [Home](https://gtimelog.org/), [Fund](https://ko-fi.com/mgedmin), [Docs](https://gtimelog.org/docs.html)) Desktop-based time tracker with support for logging billable/non-billable work. `(productivity, linux, windows, mac)`
  1. **Headphones** - ([Repo](https://github.com/rembo10/headphones), [Docs](https://github.com/rembo10/headphones/wiki)) Web-based digital music library for automating music downloads through Usenet and torrents. `(linux, windows, mac)`
  1. **ihatemoney** - ([Repo](https://github.com/spiral-project/ihatemoney), [Home](https://ihatemoney.org/), [Docs](https://ihatemoney.readthedocs.io/)) Web application made to ease shared budget management by keeping track of who bought what, when, and for whom. `(server)`
  1. **Indico** - ([Repo](https://github.com/indico/indico), [Home](https://getindico.io/), [Demo](https://sandbox.getindico.io/), [Docs](https://docs.getindico.io/en/stable/installation)) Feature-rich web application designed at [CERN](https://en.wikipedia.org/wiki/CERN) for managing events, with support for conference organization workflow, from content management to receiving and reviewing abstracts/papers, event registration, payment integration, room booking, and more. `(communication, server)`
  1. **Invenio** - ([Repo](https://github.com/inveniosoftware/invenio), [Docs](https://invenio.readthedocs.io/)) Customizable platform for running a trusted digital repository. `(linux)`
  1. **jrnl** - ([Repo](https://github.com/maebert/jrnl), [Home](http://jrnl.sh/)) Simple, ecncrypted journal application for your command line. `(linux, windows, mac, homebrew)`
  1. **LazyLibrarian** - ([Repo](https://gitlab.com/LazyLibrarian/LazyLibrarian), [Forum](https://www.reddit.com/r/LazyLibrarian), [Docs](https://lazylibrarian.gitlab.io/)) Web-based digital library organizer with support for following authors and automatic metadata retrieval. `(linux, mac)`
  1. **Mathesar** - ([Repo](https://github.com/mathesar-foundation/mathesar), [Home](https://mathesar.org/?ref=awesome-python-applications), [Demo](https://demo.mathesar.org/), [Fund](https://mathesar.org/sponsor.html), [Docs](https://docs.mathesar.org/)) Self-hostable web application which provides a spreadsheet-like interface to a PostgreSQL database, enabling users of all technical skill levels to design data models, enter data, and build reports. `(storage, server, django)`
  1. **Mayan** - ([Repo](https://gitlab.com/mayan-edms/mayan-edms), [Home](https://www.mayan-edms.com/), [Fund](https://www.paypal.me/MayanEDMS), [PyPI](https://pypi.org/project/mayan-edms/3.2.7), [Docs](https://docs.mayan-edms.com/)) Web-based document management system, designed to store, introspect, and categorize files, with OCR, preview, label, signing, and sending capabilities. Also featuring workflow system, role-based access control, and REST API. `(server)`
  1. **Mealie** - ([Repo](https://github.com/mealie-recipes/mealie), [Home](https://mealie.io/), [Demo](https://demo.mealie.io/login), [Fund](https://github.com/sponsors/hay-kot), [Docs](https://nightly.mealie.io/)) Self-hostable recipe management server with rich user interface and automatic backups. `(internet, server, fastapi)`
  1. **MLflow** - ([Repo](https://github.com/mlflow/mlflow), [Home](https://mlflow.org/), [Docs](https://mlflow.org/docs/latest/index.html)) Integrated command-line application and web service, supporting an end-to-end machine-learning workflow around tracking, packaging, and deploying. Developed by [Databricks](https://docs.databricks.com/applications/mlflow/index.html). `(ai, dev, linux, mac, corp)`
  1. **Open Event Server** - ([Repo](https://github.com/fossasia/open-event-server), [Demo](https://api.eventyay.com/)) Enable event organizers to manage events from meetups to concerts to conferences, with support for multiple tracks and venues. Used by [FOSSASIA](https://fossasia.org/) and [eventyay](https://eventyay.com/). `(internet, server)`
  1. **OpenLibrary** - ([Repo](https://github.com/internetarchive/openlibrary), [Home](https://openlibrary.org/), [WP](https://en.wikipedia.org/wiki/Open_Library)) Web application for an open, editable library catalog, used by [The Internet Archive](https://archive.org/) towards building a web page for every book ever published. `(linux, windows, mac, docker)`
  1. **Paperless** - ([Repo](https://github.com/the-paperless-project/paperless), [Docs](https://paperless.readthedocs.io/en/latest)) Scan, index, and archive all of your paper documents. Supports OCR, tags, search, encryption and more. `(server)`
  1. **Paperwork** - ([Repo](https://gitlab.gnome.org/World/OpenPaperwork/paperwork), [Home](https://openpaper.work/), [Fund](https://www.patreon.com/openpaper), [Docs](https://gitlab.gnome.org/World/OpenPaperwork/paperwork/wikis/home)) Personal document manager for organizing scanned documents and PDFs, with support for OCR, automatic tagging, and search. `(linux, windows, gtk)`
  1. **Pinry** - ([Repo](https://github.com/pinry/pinry), [Home](https://getpinry.com/), [Docs](https://docs.getpinry.com/)) Tiling image board system for saving, tagging, and sharing images, videos, and websites, like a self-hosted Pinterest. `(docker, server)`
  1. **Pretalx** - ([Repo](https://github.com/pretalx/pretalx), [Home](https://pretalx.com/p/about), [Fund](https://www.patreon.com/rixx)) Web-based conference planning tool, with support for Calls for Papers (CFP), scheduling, and speaker management. `(communication, server)`
  1. **PyMedusa** - ([Repo](https://github.com/pymedusa/Medusa), [Home](https://pymedusa.com/)) Video library manager for TV shows, with automatic download support. `(linux, windows)`
  1. **Radicale** - ([Repo](https://github.com/Kozea/Radicale), [Home](https://radicale.org/)) Simple CalDAV (calendar) and CardDAV (contact) server. `(server)`
  1. **RedNotebook** - ([Repo](https://github.com/jendrikseipp/rednotebook), [Home](https://rednotebook.sourceforge.io/downloads.html)) Desktop journal designed for rich text, media, and template-based entries, which can be tagged and searched, as well as exported to plain text, HTML, Latex, or PDF. `(linux, windows, mac)`
  1. **Scholia** - ([Repo](https://github.com/fnielsen/scholia), [Home](https://scholia.toolforge.org/), [Docs](https://www.wikidata.org/wiki/Wikidata%3AScholia)) Python package and web application for interacting with scholarly information on [Wikidata](https://www.wikidata.org/). `(science, server)`
  1. **Senaite** - ([Repo](https://github.com/senaite/senaite.lims), [Home](https://www.senaite.com/)) Web-based, mobile-first laboratory information management system (LIMS). `(server)`
  1. **SiCKRAGE** - ([Repo](https://git.sickrage.ca/SiCKRAGE/sickrage), [gh](https://github.com/SiCKRAGE/SiCKRAGE), [Docs](https://git.sickrage.ca/SiCKRAGE/sickrage/wikis/FAQ%27s-and-Fixes)) Video library manager with support for automatic TV show archival. `(linux, windows)`
  1. **Taiga** - ([Repo](https://github.com/taigaio/taiga-back), [Home](https://taiga.io/), [Docs](http://taigaio.github.io/taiga-doc/dist)) Web application built for managing projects with agile development processes. `(dev, server, django)`
  1. **Wikid Pad** - ([Repo](https://github.com/WikidPad/WikidPad), [Home](http://wikidpad.sourceforge.net/)) Desktop wiki notebook for storing your thoughts and ideas. `(linux, windows, mac, wx)`
  1. **Xandikos** - ([Repo](https://github.com/jelmer/xandikos), [Home](https://www.xandikos.org/)) Lightweight but relatively complete CardDAV/CalDAV server which backs up changes in a Git repository. `(server)`
  1. **Zim Wiki** - ([Repo](https://github.com/jaap-karssenberg/zim-desktop-wiki), [Home](http://zim-wiki.org/)) Desktop wiki designed for note-taking, list-making, and drafting. `(linux, windows, gtk)`

## <a id="tag-communication" href="#tag-communication">Communication</a>

  1. **Abilian SBE** - ([Repo](https://github.com/abilian/abilian-sbe), [Home](https://www.abilian.com/)) A "Social Business Engine" with features including lightweight document management, discussions, wikis, timelines, and more. `(cms, server)`
  1. **Askbot** - ([Repo](https://github.com/ASKBOT/askbot-devel), [Home](https://askbot.com/)) Q&A web platform similar to StackOverflow, complete with tagging, reputation, badges, and more. `(server, corp)`
  1. **Bitmessage** - ([Repo](https://github.com/Bitmessage/PyBitmessage), [Docs](https://bitmessage.org/wiki/Main_Page)) Reference client for Bitmessage, a peer-to-peer encrypted decentralised communication protocol. `(linux, windows, mac, kivy, qt4, tui)`
  1. **Bookwyrm** - ([Repo](https://github.com/bookwyrm-social/bookwyrm), [Home](https://bookwyrm.social/)) Social reading and reviewing, decentralized with ActivityPub. `(internet, organization, server, django)`
  1. **Collaborate** - ([Repo](https://github.com/propublica/django-collaborative), [Docs](https://propublica.gitbook.io/collaborate-user-manual)) Web-based collaboration tool designed by [Propublica](https://www.propublica.org/nerds/making-collaborative-data-projects-easier-our-new-tool-collaborate-is-here) for newsrooms to share datasets, with a workflow built around assigning tips and maintaining contacts. `(organization, server)`
  1. **dak** - ([Repo](https://salsa.debian.org/ftp-team/dak)) Collection of programs used to maintain the Debian project's email archives. `(linux)`
  1. **Django Wiki** - ([Repo](https://github.com/django-wiki/django-wiki), [Demo](https://demo.django-wiki.org/), [Docs](https://django-wiki.readthedocs.io/en/latest)) A simple and mature web-based wiki. `(server)`
  1. **Docassemble** - ([Repo](https://github.com/jhpyle/docassemble), [Home](https://docassemble.org/), [Docs](https://docassemble.org/docs.html)) Platform for creating mobile-friendly web-based interviews, collecting responses, and much more. `(server)`
  1. **Formspree** - ([Repo](https://github.com/formspree/formspree), [Home](https://formspree.io/)) Web server which turns an HTML form submission into an email, without registration, JavaScript, or custom Python. `(server, corp)`
  1. **Gajim** - ([Repo](https://dev.gajim.org/gajim/gajim), [WP](https://en.wikipedia.org/wiki/Gajim)) Lightweight, cross-platform instant messaging client for the XMPP protocol. `(linux, windows, mac, gtk)`
  1. **GlobaLeaks** - ([Repo](https://github.com/globaleaks/GlobaLeaks), [Home](https://www.globaleaks.org/)) Web application to enable secure and anonymous whistleblowing initiatives. `(server)`
  1. **Hangups** - ([Repo](https://github.com/tdryer/hangups), [Snap](https://snapcraft.io/hangups), [Docs](https://hangups.readthedocs.io/en/latest)) Third-party instant messenger for [Google Hangouts](https://en.wikipedia.org/wiki/Google_Hangouts), with support for group messaging and other proprietary features. `(linux, mac, docker, snap)`
  1. **Hawkpost** - ([Repo](https://github.com/whitesmith/hawkpost), [Home](https://hawkpost.co/)) Web application which enables receiving encrypted messages from less technical senders. `(server)`
  1. **Helios Voting** - ([Repo](https://github.com/benadida/helios-server), [Home](http://heliosvoting.org/)) End-to-end verifiable voting system. `(server)`
  1. **Inboxen** - ([Repo](https://github.com/Inboxen/Inboxen), [Home](https://inboxen.org/), [Docs](https://inboxen.readthedocs.io/en/latest)) Web application which provides an infinite number of unique email inboxes, for segmenting services and maintaining privacy. `(server)`
  1. **Indico** - ([Repo](https://github.com/indico/indico), [Home](https://getindico.io/), [Demo](https://sandbox.getindico.io/), [Docs](https://docs.getindico.io/en/stable/installation)) Feature-rich web application designed at [CERN](https://en.wikipedia.org/wiki/CERN) for managing events, with support for conference organization workflow, from content management to receiving and reviewing abstracts/papers, event registration, payment integration, room booking, and more. `(organization, server)`
  1. **Magic Wormhole** - ([Repo](https://github.com/warner/magic-wormhole), [PyPI](https://pypi.org/project/magic-wormhole), [Docs](https://magic-wormhole.readthedocs.io/en/latest)) Security- and speed-focused file transfer tool with support for files, text, and directories. `(linux, mac, console)`
  1. **Mailman** - ([Repo](https://gitlab.com/mailman/mailman), [Home](http://www.list.org/), [WP](https://en.wikipedia.org/wiki/GNU_Mailman)) The original listserv, a web application and email server for managing subscriptions and discussion archives. `(server)`
  1. **Mailpile** - ([Repo](https://github.com/mailpile/Mailpile), [Home](https://mailpile.is/)) Fast email client with user-friendly encryption and privacy features. `(linux, windows, mac)`
  1. **Mailu** - ([Repo](https://github.com/Mailu/Mailu), [Home](https://mailu.io/)) Full-featured mail server designed for easy setup and maintenance, supporting IMAP, IMAP+, SMTP, and Submission, as well as a slew of advanced features. `(server)`
  1. **Moa Bridge** - ([Repo](https://gitlab.com/fedstoa/moa), [Home](https://moa.party/)) A service to cross post [Mastodon](https://github.com/mastodon/mastodon) toots to Twitter and Instagram. `(server, flask)`
  1. **Modoboa** - ([Repo](https://github.com/modoboa/modoboa), [Home](https://modoboa.org/en)) Mail hosting and management platform including web UI based on Django. Provides useful components such as an admin panel and webmail. Integrates with Postfix or Dovecot. `(server)`
  1. **MoinMoin** - ([Repo](https://github.com/moinwiki/moin), [Home](http://moinmo.in/), [WP](https://en.wikipedia.org/wiki/MoinMoin), [Docs](https://moin-20.readthedocs.io/en/latest)) Python's own web-based wiki software, used for [the official Python wiki](https://wiki.python.org/moin/) and many others. `(server)`
  1. **OfflineIMAP** - ([Repo](https://github.com/OfflineIMAP/offlineimap), [Home](http://www.offlineimap.org/), [WP](https://en.wikipedia.org/wiki/OfflineIMAP)) IMAP reader and synchronizer. `(linux)`
  1. **OnionShare** - ([Repo](https://github.com/micahflee/onionshare), [Home](https://onionshare.org/), [Docs](https://github.com/micahflee/onionshare/wiki)) Secure and anonymous file sharing over [Tor](https://en.wikipedia.org/wiki/Tor_(anonymity_network)) services. `(linux, windows, mac, qt5)`
  1. **Pootle** - ([Repo](https://github.com/translate/pootle), [Home](http://pootle.translatehouse.org/), [WP](https://en.wikipedia.org/wiki/Pootle)) Web application for collaborative translation. `(server)`
  1. **Pretalx** - ([Repo](https://github.com/pretalx/pretalx), [Home](https://pretalx.com/p/about), [Fund](https://www.patreon.com/rixx)) Web-based conference planning tool, with support for Calls for Papers (CFP), scheduling, and speaker management. `(organization, server)`
  1. **pycsw** - ([Repo](https://github.com/geopython/pycsw), [WP](https://en.wikipedia.org/wiki/Pycsw)) Full implementation of the OpenGIS Catalogue Service Implementation Specification. `(server)`
  1. **RapidSMS** - ([Repo](https://github.com/rapidsms/rapidsms), [Home](http://rapidsms.org/), [Docs](https://rapidsms.readthedocs.io/en/develop)) Interactive SMS text messaging platform. `(server)`
  1. **SecureDrop** - ([Repo](https://github.com/freedomofpress/securedrop), [Home](https://securedrop.org/), [Docs](https://docs.securedrop.org/)) Whistleblower submission system for media organizations to securely accept documents from anonymous sources. Originally created by [Aaron Swartz](https://en.wikipedia.org/wiki/Aaron_Swartz) and currently managed by the [Freedom of the Press Foundation](https://en.wikipedia.org/wiki/Freedom_of_the_Press_Foundation). `(server, flask)`
  1. **Socialhome** - ([Repo](https://git.feneas.org/socialhome/socialhome), [Home](https://socialhome.network/), [gh](https://github.com/jaywink/socialhome), [Docs](https://socialhome.readthedocs.io/en/latest)) Web application enabling users to build a federated personal profile with social networking functionality. `(server)`
  1. **Synapse** - ([Repo](https://github.com/matrix-org/synapse), [Home](https://riot.im/app#/home), [Fund](https://www.patreon.com/matrixdotorg/overview)) Reference server for the [matrix.org](https://matrix.org) distributed chat protocol. Used daily by tens of thousands at [riot.im](https://riot.im/app/). `(server)`
  1. **Virtaal** - ([Repo](https://github.com/translate/virtaal), [Home](http://virtaal.translatehouse.org/)) Cross-platform GUI for performing translation, with support for a variety of formats. `(linux, windows, mac, gtk)`
  1. **Weblate** - ([Repo](https://github.com/WeblateOrg/weblate), [Home](https://weblate.org/), [PyPI](https://pypi.org/project/Weblate)) Web based localization tool with tight version control integration. `(server)`
  1. **Zulip** - ([Repo](https://github.com/zulip/zulip), [Home](https://zulip.org/), [WP](https://en.wikipedia.org/wiki/Zulip), [Docs](https://zulip.readthedocs.io/en/latest)) Powerful chat server and web client with support for threaded conversations. `(server)`

## <a id="tag-education" href="#tag-education">Education</a>

  1. **Anki** - ([Repo](https://github.com/dae/anki), [Home](https://apps.ankiweb.net/), [Docs](https://apps.ankiweb.net/docs/manual.html)) Powerful desktop application for flash cards and memorization. `(linux, windows, mac, qt5)`
  1. **DrawBot** - ([Repo](https://github.com/typemytype/drawbot), [Home](http://www.drawbot.com/), [WP](https://en.wikipedia.org/wiki/DrawBot)) A powerful programmatic 2D drawing application for MacOS X which generates graphics from Python scripts. `(graphics, dev, mac)`
  1. **explainshell.com** - ([Repo](https://github.com/idank/explainshell), [Home](https://www.explainshell.com/)) A web-based tool to match command-line arguments to their man pages and help text. `(dev, server, flask)`
  1. **Kolibri** - ([Repo](https://github.com/learningequality/kolibri), [Home](https://learningequality.org/kolibri), [Demo](https://kolibridemo.learningequality.org/), [PyPI](https://pypi.org/project/kolibri), [Docs](https://kolibri.readthedocs.io/en/latest)) Self-hostable learning web application targeted at making high quality education technology available in low-resource communities (e.g., rural schools, refugee camps, orphanages, non-formal school systems, and prison systems). `(server)`
  1. **Mnemosyne** - ([Repo](https://github.com/mnemosyne-proj/mnemosyne), [Home](https://mnemosyne-proj.org/)) Spaced-repetition flashcard program for efficient memorization. `(linux, windows, mac, qt5)`
  1. **NBGrader** - ([Repo](https://github.com/jupyter/nbgrader), [Docs](https://nbgrader.readthedocs.io/en/stable)) Jupyter-based application which enables educators to create, assign, and grade assignments in notebook form. `(server)`
  1. **Open edX Platform** - ([Repo](https://github.com/edx/edx-platform), [Home](http://open.edx.org/), [WP](https://en.wikipedia.org/wiki/EdX#Open_edX)) Platform for online education providers, powering [edX](https://en.wikipedia.org/wiki/EdX). `(server)`
  1. **RELATE** - ([Repo](https://github.com/inducer/relate), [Docs](https://documen.tician.de/relate)) Web-based courseware with support for course planning and versioning, scheduling, testing, and grading. `(server)`
  1. **Tutor** - ([Repo](https://github.com/overhangio/tutor), [Docs](https://docs.tutor.overhang.io/)) Docker-based Open edX distribution, both for production and local development, with a goal of easing deployment, customization, upgrading, and scaling. `(server)`

## <a id="tag-science" href="#tag-science">Science</a>

  1. **AnuGA** - ([Repo](https://github.com/GeoscienceAustralia/anuga_core)) Advanced simulation of the shallow water equation, for modeling tsunamis, dam breaks, and floods. `(linux, windows)`
  1. **Artisan** - ([Repo](https://github.com/artisan-roaster-scope/artisan), [Home](https://artisan-scope.org/), [Docs](https://artisan-scope.org/docs/quick-start-guide)) Desktop visual scope for coffee roasters, which helps coffee roasters record, analyze, and control roast profiles. `(linux, windows, mac)`
  1. **ASCEND** - ([Repo](http://code.ascend4.org/ascend/trunk), [Home](http://ascend4.org/Main_Page), [WP](https://en.wikipedia.org/wiki/ASCEND)) Mathematical chemical process modelling system developed at Carnegie Mellon University since late 1978. `(linux, windows, mac, gtk)`
  1. **CellProfiler** - ([Repo](https://github.com/CellProfiler/CellProfiler), [Home](http://cellprofiler.org/), [Manual](https://cellprofiler.org/cpa), [Docs](https://github.com/CellProfiler/CellProfiler/wiki)) Interactive data exploration, analysis, and classification of biological image sets. `(linux, windows, mac)`
  1. **cellxgene** - ([Repo](https://github.com/chanzuckerberg/cellxgene), [Home](https://chanzuckerberg.github.io/cellxgene)) Web-based interactive explorer for single-cell transcriptomics data. `(linux, windows, mac, fnd)`
  1. **CKAN** - ([Repo](https://github.com/ckan/ckan), [Home](https://ckan.org/)) Data management system (DMS) which makes it easy to publish, share, and use data. Data hubs powered by CKAN include [datahub.io](https://datahub.io), [catalog.data.gov](https://catalog.data.gov), and [europeandataportal.eu](https://europeandataportal.eu/data/en/dataset), among many other sites. `(server, flask)`
  1. **CoCalc** - ([Repo](https://github.com/sagemathinc/cocalc), [Home](https://cocalc.com/), [WP](https://en.wikipedia.org/wiki/CoCalc)) Collaborative calculation in the cloud, with support for the scientific Python stack, SageMath, R, LaTeX, Markdown, and more. Also features chat, course management, and other supporting functionality. `(server)`
  1. **Dissem.in** - ([Repo](https://github.com/dissemin/dissemin), [Home](https://dissem.in/), [Docs](https://dev.dissem.in/)) Web platform to help researchers upload their papers to open-access repositories. `(server, django)`
  1. **Galaxy** - ([Repo](https://github.com/galaxyproject/galaxy), [Home](https://galaxyproject.org/), [Docs](https://galaxyproject.org/docs)) Web-based platform for reproducible and transparent computational research, with a focus on bioinformatics. `(server)`
  1. **InVesalius** - ([Repo](https://github.com/invesalius/invesalius3), [Home](https://invesalius.github.io/), [WP](https://en.wikipedia.org/wiki/InVesalius)) Generates virtual reconstructions of structures in the human body for medical purposes, including CT and MRI scans. `(linux, windows, mac, gtk)`
  1. **Manim** - ([Repo](https://github.com/3b1b/manim), [Docs](https://manim.readthedocs.io/)) Animation engine for explanatory math videos, primarily designed for [works by 3blue1brown](https://www.youtube.com/channel/UCYO_jab_esuFRV4b17AJtAw). `(linux)`
  1. **Mayavi** - ([Repo](https://github.com/enthought/mayavi), [Home](http://docs.enthought.com/mayavi/mayavi)) General purpose, cross-platform tool for 2-D and 3-D scientific data visualization. `(linux, windows, mac, qt4)`
  1. **Mosaic** - ([Repo](https://github.com/usnistgov/mosaic), [Home](https://pages.nist.gov/mosaic), [Docs](https://pages.nist.gov/mosaic/html/index.html)) Desktop-based single molecule analysis toolbox that automatically decodes multi-state nanopore data. `(linux, windows, mac, gov)`
  1. **odemis** - ([Repo](https://github.com/delmic/odemis), [Home](https://www.delmic.com/microscopy-software-odemis)) Desktop imaging workflow software for Delmic microscopes, supporting autofocus, coordinate history, and OME-TIFF and HDF5 export. `(linux)`
  1. **OPEM** - ([Repo](https://github.com/ECSIM/opem), [Docs](https://www.ecsim.ir/opem/doc)) A modeling tool for evaluating the performance of [proton exchange membrane (PEM) fuel cells](https://en.wikipedia.org/wiki/Proton-exchange_membrane_fuel_cell). `(linux, windows, mac)`
  1. **Orange** - ([Repo](https://github.com/biolab/orange3), [Home](https://orange.biolab.si/), [WP](https://en.wikipedia.org/wiki/Orange_%28software%29)) Component-based data mining software for graphical interactive data analysis and visualization. `(linux, windows, mac, qt4, qt5)`
  1. **Pybliographer** - ([Repo](https://github.com/GNOME/pybliographer), [Home](https://pybliographer.org/)) Bibliographic database manager with a user-friendly desktop UI. `(linux, gtk)`
  1. **ReproZip** - ([Repo](https://github.com/VIDA-NYU/reprozip), [Home](https://www.reprozip.org/), [Demo](https://examples.reprozip.org/), [PyPI](https://pypi.org/project/reprozip), [Docs](https://docs.reprozip.org/)) Command-line tool which automatically builds reproducible experiments archives from console commands, designed for use in computational science. `(productivity, linux)`
  1. **Sage Math** - ([Repo](https://git.sagemath.org/sage.git), [Home](http://www.sagemath.org/), [WP](https://en.wikipedia.org/wiki/SageMath)) Cross-platform computer algebra system with features covering many aspects of mathematics, including algebra, combinatorics, graph theory, numerical analysis, number theory, calculus, and statistics. `(linux, windows, mac)`
  1. **Scholia** - ([Repo](https://github.com/fnielsen/scholia), [Home](https://scholia.toolforge.org/), [Docs](https://www.wikidata.org/wiki/Wikidata%3AScholia)) Python package and web application for interacting with scholarly information on [Wikidata](https://www.wikidata.org/). `(organization, server)`
  1. **SOFA Statistics** - ([Repo](https://code.launchpad.net/sofastatistics), [Home](http://www.sofastatistics.com/)) User-friendly statistics and analysis with a learn-as-you-go approach. `(linux, windows, mac, wx)`
  1. **Spack** - ([Repo](https://github.com/spack/spack), [Home](https://spack.io/), [Docs](https://spack.readthedocs.io/en/latest)) Language-independent package manager for supercomputers, Mac, and Linux, designed for scientific computing. `(pkg_mgr, linux, mac)`
  1. **Taguette** - ([Repo](https://gitlab.com/remram44/taguette), [Home](https://www.taguette.org/), [gh](https://github.com/remram44/taguette), [PyPI](https://pypi.org/project/taguette), [Docs](https://www.taguette.org/getting-started.html)) Web-based qualitative research tool supporting importing, tagging, highlighting, and exporting many document formats. `(server)`
  1. **Veusz** - ([Repo](https://github.com/veusz/veusz), [Home](https://veusz.github.io/)) 2D and 3D scientific plotting, designed to produce publication-ready PDF or SVG graphs. `(linux, windows, mac, qt)`

## <a id="tag-cms" href="#tag-cms">CMS</a>

  1. **Abilian SBE** - ([Repo](https://github.com/abilian/abilian-sbe), [Home](https://www.abilian.com/)) A "Social Business Engine" with features including lightweight document management, discussions, wikis, timelines, and more. `(communication, server)`
  1. **Django-CMS** - ([Repo](https://github.com/divio/django-cms), [Home](https://www.django-cms.org/en)) Enterprise content management system based on the Django framework with version control, multi-site support, and more. `(server, django)`
  1. **Ella** - ([Repo](https://github.com/ella/ella), [Docs](https://ella.readthedocs.io/en/latest/index.html)) Django-based content management system with a focus on high-traffic news sites and Internet magazines. `(server, django)`
  1. **Mezzanine** - ([Repo](https://github.com/stephenmcd/mezzanine), [Home](http://mezzanine.jupo.org/)) Consistent and flexible content management platform built on the Django framework. `(server, django)`
  1. **Plone** - ([Repo](https://github.com/plone/Plone), [Home](https://plone.com/), [WP](https://en.wikipedia.org/wiki/Plone_%28software%29)) Extensible enterprise content management system built on Zope. `(server)`
  1. **Plumi** - ([Repo](https://github.com/plumi/plumi.app), [WP](https://en.wikipedia.org/wiki/Plumi)) Video sharing content management system based on [Plone](https://en.wikipedia.org/wiki/Plone_(software)). `(video, server, plone)`
  1. **Pretix** - ([Repo](https://github.com/pretix/pretix), [Home](https://pretix.eu/), [Blog](https://pretix.eu/about/en/blog), [PyPI](https://pypi.org/project/pretix), [Docs](https://docs.pretix.eu/en/latest/development/index.html)) Web-based ticketing software, with support for customizable storefronts, direct payments, box office, and reporting. `(server, corp)`
  1. **PyCon** - ([Repo](https://github.com/PyCon/pycon), [Home](https://us.pycon.org/), [Docs](https://pycon.readthedocs.io/en/latest)) Content management and conference organization web application, based on Django and [Symposion](https://github.com/pinax/symposion). `(server, django)`
  1. **Saleor** - ([Repo](https://github.com/mirumee/saleor), [Home](https://getsaleor.com/)) Modular, high-performance e-commerce storefront built with Django, GraphQL, and ReactJS. `(server, django)`
  1. **Shuup** - ([Repo](https://github.com/shuup/shuup), [Home](https://www.shuup.com/), [Docs](https://shuup.readthedocs.io/en/latest)) Storefront web application, with support for single- and multi-marketplace models. `(server)`
  1. **Wagtail** - ([Repo](https://github.com/wagtail/wagtail), [Home](https://wagtail.io/)) A Django content management system focused on flexibility and user experience. `(server, django)`

## <a id="tag-erp" href="#tag-erp">ERP</a>

  1. **ERP5** - ([Repo](https://lab.nexedi.com/nexedi/erp5), [Home](https://erp5.nexedi.com/), [WP](https://en.wikipedia.org/wiki/ERP5)) Web-based ERP, CRM, DMS, and Big Data system with hundreds of built-in modules, designed for corporate scalability. `(server)`
  1. **ERPNext** - ([Repo](https://github.com/frappe/erpnext), [Home](https://erpnext.com/), [WP](https://en.wikipedia.org/wiki/ERPNext)) Web-based ERP system with accounting, inventory, CRM, sales, procurement, project management, and HR. Built on [Frappe](https://github.com/frappe/frappe) and MariaDB. `(server)`
  1. **Frepple** - ([Repo](https://github.com/frePPLe/frepple), [Home](https://frepple.com/), [Docs](https://frepple.org/docs/current)) Web-based supply chain planning for production planning and scheduling. `(linux, server)`
  1. **Odoo** - ([Repo](https://github.com/odoo/odoo), [Home](https://www.odoo.com/), [WP](https://en.wikipedia.org/wiki/Odoo)) Web-based ERP and CRM with many built-in modules, plus thousands of apps to suit any business. `(server)`
  1. **Tryton** - ([Repo](https://hg.tryton.org/trytond), [Home](https://www.tryton.org/), [WP](https://en.wikipedia.org/wiki/Tryton), [Docs](https://docs.tryton.org/en/latest)) Modular web-based ERP, designed for companies of all sizes. `(server, fdn)`

## <a id="tag-static_site" href="#tag-static_site">Static Site</a>

  1. **Cactus** - ([Repo](https://github.com/eudicots/Cactus), [PyPI](https://pypi.org/project/cactus)) Static website generator using Django templates. `(linux, windows, mac)`
  1. **Chert** - ([Repo](https://github.com/mahmoud/chert), [PyPI](https://pypi.org/project/chert)) Static site generator with built-in support for listicles, created by this humble author, used to power [calver.org](https://calver.org), [0ver.org](https://0ver.org), and [sedimental.org](https://sedimental.org/), the author's blog. Mostly here as an easter egg :) `(linux, windows, mac)`
  1. **Grow** - ([Repo](https://github.com/grow/grow), [Home](https://grow.io/), [PyPI](https://pypi.org/project/grow)) Static site generator optimized for building interactive, localized microsites, with a focus on workflow and maintainability. `(linux, windows, mac)`
  1. **Hyde** - ([Repo](https://github.com/hyde/hyde), [Home](http://hyde.github.io/), [PyPI](https://pypi.org/project/hyde)) Static site generator which began as the Python counterpart to [Jekyll](https://github.com/jekyll/jekyll). `(linux, windows, mac)`
  1. **Lektor** - ([Repo](https://github.com/lektor/lektor), [Home](https://www.getlektor.com/), [PyPI](https://pypi.org/project/Lektor)) Static site generator with built-in admin console and minimal desktop application. `(linux, windows, mac)`
  1. **Nikola** - ([Repo](https://github.com/getnikola/nikola), [Home](https://www.getnikola.com/), [PyPI](https://pypi.org/project/nikola)) Command-line static site generator with incremental rebuilds and support for Markdown, reST, Jupyter notebooks, and HTML. `(linux, windows, mac)`
  1. **Pelican** - ([Repo](https://github.com/getpelican/pelican), [Home](https://blog.getpelican.com/), [PyPI](https://pypi.org/project/pelican)) Command-line static site generator that supports Markdown and reST syntax. `(linux, windows, mac)`
  1. **Prosopopee** - ([Repo](https://github.com/Psycojoker/prosopopee), [Demo](https://surleschemins.fr/), [PyPI](https://pypi.org/project/prosopopee), [Docs](https://prosopopee.readthedocs.io/)) A static site generator designed for photographers and others who tell stories with pictures. `(linux, windows, mac)`
  1. **PyVideo** - ([Repo](https://github.com/pyvideo/pyvideo), [Home](https://pyvideo.org/)) Static media index custom-built for the Python community, and all the content our meetings and conferences produce. `(video, linux, server)`

## <a id="tag-dev" href="#tag-dev">Dev</a>

Projects related to software development and adjacent technical areas.


### <a id="tag-dev.scm" href="#tag-dev.scm">SCM</a>

  1. **Allura** - ([Repo](https://github.com/apache/allura), [Home](https://allura.apache.org/), [WP](https://en.wikipedia.org/wiki/Apache_Allura)) Software [forge](https://en.wikipedia.org/wiki/Forge_(software)), with support for git, hg, and svn. `(server)`
  1. **dvc (Data Version Control)** - ([Repo](https://github.com/iterative/dvc), [Home](https://dvc.org/), [Docs](https://dvc.org/doc)) Command-line tool for version control over data used in machine learning projects. Aims to replace Excel and other tools used to track and deploy model versions. `(ai, organization, linux, windows, mac)`
  1. **Git Cola** - ([Repo](https://github.com/git-cola/git-cola), [Home](https://git-cola.github.io/)) Featureful cross-platform GUI wrapper for `git`. `(linux, windows, mac, qt4, qt5)`
  1. **Gitless** - ([Repo](https://github.com/sdg-mit/gitless), [Home](https://gitless.com/), [PyPI](https://pypi.org/project/gitless), [Docs](https://gitless.com/#documentation)) Simple version control system built on top of Git. `(linux, windows, mac)`
  1. **GNU Bazaar** - ([Repo](https://code.launchpad.net/bzr), [Home](http://bazaar.canonical.com/en), [WP](https://en.wikipedia.org/wiki/GNU_Bazaar), [Docs](http://doc.bazaar.canonical.com/en)) Distributed and client-server revision control system. `(linux, windows, mac)`
  1. **Kallithea** - ([Repo](https://kallithea-scm.org/repos/kallithea), [WP](https://en.wikipedia.org/wiki/Kallithea_%28software%29)) Software [forge](https://en.wikipedia.org/wiki/Forge_(software)) for Mercurial and Git with a built-in push/pull server, full text search, and code-review. Forked from RhodeCode in 2014. `(server)`
  1. **Klaus** - ([Repo](https://github.com/jonashaag/klaus), [Demo](http://klausdemo.lophus.org/), [PyPI](https://pypi.org/project/klaus), [Docs](https://github.com/jonashaag/klaus/wiki)) pip-installable web-based viewer for git repositories that "just works". `(server)`
  1. **Launchpad** - ([Repo](https://launchpad.net/launchpad), [Home](https://launchpad.net/), [WP](https://en.wikipedia.org/wiki/Launchpad_%28website%29), [Docs](https://dev.launchpad.net/)) Software forge designed and run by Canonical, with support for Git and [Bazaar](https://en.wikipedia.org/wiki/GNU_Bazaar). `(server)`
  1. **Mercurial** - ([Repo](https://www.mercurial-scm.org/repo/hg-stable), [Home](https://www.mercurial-scm.org/), [WP](https://en.wikipedia.org/wiki/Mercurial)) Cross-platform distributed revision-control system designed for high performance and advanced branching/merging capabilities. `(linux, windows, mac)`
  1. **Pagure** - ([Repo](https://pagure.io/pagure), [Home](https://pagure.io/)) Software [forge](https://en.wikipedia.org/wiki/Forge_(software)) focused on git and developed by the Fedora engineering team. `(server)`
  1. **Patchwork** - ([Repo](https://github.com/getpatchwork/patchwork), [Home](http://jk.ozlabs.org/projects/patchwork), [Docs](https://patchwork.readthedocs.io/en/latest)) Web-based patch tracking system designed to facilitate code contribution to an open-source project. Designed and used for Linux kernel subsystem development. `(server)`
  1. **Plane** - ([Repo](https://github.com/makeplane/plane), [Home](https://plane.so/)) Modern, self-hostable issue and product roadmap tracker. An alternative to JIRA, Linear, and Asana. `(server, django)`
  1. **RabbitVCS** - ([Repo](https://github.com/rabbitvcs/rabbitvcs), [Home](http://rabbitvcs.org/), [Docs](http://wiki.rabbitvcs.org/wiki)) Tools providing straightforward graphical access to Subversion or Git within a variety of clients, including as Nautilus, Thunar, Nemo, Caja, and the command line. `(linux)`
  1. **RhodeCode** - ([Repo](https://code.rhodecode.com/rhodecode-enterprise-ce), [Home](https://rhodecode.com/), [WP](https://en.wikipedia.org/wiki/RhodeCode)) Self-hosted platform for behind-the-firewall source code management, providing centralized control over Git, Mercurial, and Subversion. `(server, corp)`
  1. **Roundup Issue Tracker** - ([Repo](http://hg.code.sf.net/p/roundup/code), [Home](https://www.roundup-tracker.org/), [WP](https://en.wikipedia.org/wiki/Roundup_%28issue_tracker%29), [gh](https://github.com/roundup-tracker/roundup)) Highly-customizable issue tracking system featuring command-line, web, and email interfaces, historically used by the official Python bug tracker at [bugs.python.org](https://bugs.python.org). `(server)`
  1. **TortoiseHg** - ([Repo](https://bitbucket.org/tortoisehg/thg/src), [Home](https://tortoisehg.bitbucket.io/), [Docs](https://bitbucket.org/tortoisehg/thg/wiki/developers/Home)) Windows shell extension and a series of applications for the Mercurial distributed revision control system. Also includes GNOME and CLI support. `(linux, windows, qt4, qt5)`
  1. **Trac** - ([Repo](https://github.com/edgewall/trac), [Home](https://trac.edgewall.org/), [WP](https://en.wikipedia.org/wiki/Trac), [Docs](https://trac.edgewall.org/wiki/TracGuide)) Enhanced web-based wiki and issue tracking system for software development projects. `(server)`
  1. **ViewVC** - ([Repo](https://github.com/viewvc/viewvc), [Home](http://viewvc.org/)) Browser interface for CVS and Subversion version control repositories. `(server)`

### <a id="tag-dev.code_review" href="#tag-dev.code_review">Code Review</a>

  1. **Diffoscope** - ([Repo](https://salsa.debian.org/reproducible-builds/diffoscope), [Home](https://diffoscope.org/), [Demo](https://try.diffoscope.org/), [PyPI](https://pypi.org/project/diffoscope)) Web-based deep comparison of files, archives, and directories, including support for diffing tarballs, ISO images, and PDFs. `(server)`
  1. **Meld** - ([Repo](https://github.com/GNOME/meld), [Home](http://meldmerge.org/)) Visual diff and merge tool targeted at developers, providing two- and three-way comparison of both files and directories, and supports many version control systems including Git, Mercurial, Bazaar, and Subversion. `(linux, windows, mac, gtk)`
  1. **Review Board** - ([Repo](https://github.com/reviewboard/reviewboard), [Home](https://www.reviewboard.org/)) Extensible code review tool for projects and companies of all sizes. `(server)`
  1. **Rietveld** - ([Repo](https://github.com/rietveld-codereview/rietveld), [Home](https://codereview.appspot.com/), [WP](https://en.wikipedia.org/wiki/Rietveld_%28software%29)) Django-based collaborative code review tool for Subversion written by [Guido van Rossum](https://en.wikipedia.org/wiki/Guido_van_Rossum) to run on [Google AppEngine](https://en.wikipedia.org/wiki/Google_App_Engine). The basis for [Gerrit](https://en.wikipedia.org/wiki/Gerrit_(software)). `(server)`
  1. **SQLFluff** - ([Repo](https://github.com/sqlfluff/sqlfluff), [Home](https://www.sqlfluff.com/), [Fund](https://flattr.com/github/alanmcruickshank), [PyPI](https://pypi.org/project/sqlfluff)) Dialect-flexible and configurable SQL linter, designed with ELT applications in mind, with support for templating and autofixing errors. `(console)`

### <a id="tag-dev.storage" href="#tag-dev.storage">Storage</a>

  1. **B2** - ([Repo](https://github.com/Backblaze/B2_Command_Line_Tool), [PyPI](https://pypi.python.org/pypi/b2)) Command-line tool that gives easy access to all of the capabilities of Backblaze's [B2 Cloud Storage](https://www.backblaze.com/b2/cloud-storage.html). `(linux, windows, mac, corp)`
  1. **Barman** - ([Repo](https://github.com/2ndquadrant-it/barman)) Remote backup and disaster recovery for PostgreSQL. `(linux)`
  1. **Baserow** - ([Repo](https://gitlab.com/bramw/baserow), [Home](https://baserow.io/), [gh](https://github.com/bram2w/baserow), [Docs](https://baserow.io/docs)) Web-based no-code persistence platform, like a database meets a spreadsheet, with a REST API. `(organization, server, django)`
  1. **Datasette** - ([Repo](https://github.com/simonw/datasette), [PyPI](https://pypi.org/project/datasette), [Docs](https://datasette.readthedocs.io/en/latest)) A tool for exploring and publishing data, backed by SQLite. `(server)`
  1. **Duplicity** - ([Repo](https://gitlab.com/duplicity/duplicity), [Home](https://duplicity.us/), [Docs](https://duplicity.us/docs.html)) Encrypted bandwidth-efficient backup tool, using the rsync algorithm. `(productivity, linux)`
  1. **EdgeDB** - ([Repo](https://github.com/edgedb/edgedb), [Home](https://edgedb.com/), [Docs](https://edgedb.com/docs)) High-performance object-relational database built on top of PostgreSQL, featuring strict, strong typing, built-in migrations, and GraphQL support. `(server)`
  1. **FreeNAS** - ([Repo](https://github.com/freenas/freenas), [Home](https://www.freenas.org/), [Docs](https://www.ixsystems.com/documentation/freenas)) Operating system designed to be installed virtually any hardware platform, for sharing [ZFS](https://en.wikipedia.org/wiki/ZFS)-based storage over a network, using SMB, NFS, AFP, FTP, and more. `(server)`
  1. **Gridsync** - ([Repo](https://github.com/gridsync/gridsync)) Cross-platform GUI built to synchronize local directories with Tahoe-LAFS storage grids. `(productivity, linux, windows, mac)`
  1. **kinto** - ([Repo](https://github.com/Kinto/kinto), [Home](https://www.kinto-storage.org/), [Docs](http://docs.kinto-storage.org/)) A generic JSON document store with sharing and synchronisation capabilities, supporting in-memory and PostgreSQL backends. `(server)`
  1. **Mathesar** - ([Repo](https://github.com/mathesar-foundation/mathesar), [Home](https://mathesar.org/?ref=awesome-python-applications), [Demo](https://demo.mathesar.org/), [Fund](https://mathesar.org/sponsor.html), [Docs](https://docs.mathesar.org/)) Self-hostable web application which provides a spreadsheet-like interface to a PostgreSQL database, enabling users of all technical skill levels to design data models, enter data, and build reports. `(organization, server, django)`
  1. **mycli** - ([Repo](https://github.com/dbcli/mycli), [Home](https://www.mycli.net/), [PyPI](https://pypi.python.org/pypi/mycli)) Interactive MySQL client that does auto-completion and syntax highlighting. `(linux, mac)`
  1. **Nuxeo Drive** - ([Repo](https://github.com/nuxeo/nuxeo-drive), [Home](https://www.nuxeo.com/products/drive-desktop-sync), [Docs](https://doc.nuxeo.com/client-apps/nuxeo-drive)) Cross-platform desktop synchronization client for the Nuxeo platform. `(productivity, linux, windows, mac, console, appimage, lgpl, qt5)`
  1. **pgcli** - ([Repo](https://github.com/dbcli/pgcli), [Home](https://www.pgcli.com/), [PyPI](https://pypi.python.org/pypi/pgcli)) Interactive PostgreSQL client that does auto-completion and syntax highlighting. `(linux, mac)`
  1. **s3ql** - ([Repo](https://github.com/s3ql/s3ql), [Docs](http://www.rath.org/s3ql-docs/index.html)) A standards-conforming, full-featured UNIX filesystem for cloud-based storage services (S3, Google Storage, OpenStack), supporting compression, encryption, deduplication, snapshotting, and more. `(linux)`
  1. **Seafile** - ([Repo](https://github.com/haiwen/seahub), [WP](https://en.wikipedia.org/wiki/Seafile)) Cross-platform file hosting and synchronization system. `(server)`
  1. **sqlmap** - ([Repo](https://github.com/sqlmapproject/sqlmap), [Home](http://sqlmap.org/), [PyPI](https://pypi.org/project/sqlmap), [Docs](https://github.com/sqlmapproject/sqlmap/wiki)) Automatic SQL injection and database takeover. `(security, console)`
  1. **TahoeLAFS** - ([Repo](https://github.com/tahoe-lafs/tahoe-lafs), [Home](https://tahoe-lafs.org/trac/tahoe-lafs), [WP](https://en.wikipedia.org/wiki/Tahoe-LAFS)) Decentralized cloud storage system for robust distributed data storage. `(linux, windows, mac)`
  1. **WAL-E** - ([Repo](https://github.com/wal-e/wal-e)) Continuous archiving of PostgreSQL WAL files and base backups. `(linux)`
  1. **ZEO** - ([Repo](https://github.com/zopefoundation/ZEO), [PyPI](https://pypi.org/project/ZEO), [Docs](https://zope.readthedocs.io/en/latest/zopebook/ZEO.html)) Server and client providing [ZODB](http://www.zodb.org/)-based storage over the network. `(linux, server)`
  1. **ZFSp** - ([Repo](https://github.com/alcarithemad/zfsp)) A reverse-engineered [ZFS](https://en.wikipedia.org/wiki/ZFS) implementation, written in Python, without reading the original C. `(linux)`

### <a id="tag-dev.ops" href="#tag-dev.ops">Ops</a>

  1. **Airflow** - ([Repo](https://github.com/apache/airflow), [Docs](https://airflow.apache.org/)) A platform to programmatically author, schedule and monitor workflows. `(linux, server, corp, flask)`
  1. **Ajenti** - ([Repo](https://github.com/ajenti/ajenti), [Home](https://ajenti.org/), [PyPI](https://pypi.org/project/ajenti-panel), [Docs](http://docs.ajenti.org/en/latest)) Web-base server admin panel for fast, extensible remote access, featuring a web terminal, text editor, file manager, and more. `(server)`
  1. **Ansible** - ([Repo](https://github.com/ansible/ansible), [Home](https://www.ansible.com/), [Docs](https://docs.ansible.com/ansible)) Agentless, playbook-based automation. `(linux, mac, corp)`
  1. **aws-cli** - ([Repo](https://github.com/aws/aws-cli), [PyPI](https://pypi.org/project/awscli), [Docs](https://docs.aws.amazon.com/cli/latest)) Official command-line interface for Amazon Web Services. `(console, py26)`
  1. **Beaker** - ([Repo](https://git.beaker-project.org/cgit/beaker), [Home](https://beaker-project.org/), [Docs](https://beaker-project.org/docs)) Hardware integration testing system, used by RedHat to test compatiblity for RHEL and Fedora. `(server, flask)`
  1. **Cobbler** - ([Repo](https://github.com/Cobbler/Cobbler), [Home](https://cobbler.github.io/), [WP](https://en.wikipedia.org/wiki/Cobbler_%28software%29)) Linux installation server that allows for rapid setup of network installation environments. `(linux, server)`
  1. **DCOS** - ([Repo](https://github.com/dcos/dcos), [Home](https://dcos.io/), [WP](https://en.wikipedia.org/wiki/Mesosphere%2C_Inc.#Mesosphere_DC/OS), [Docs](https://dcos.io/docs)) Management platform for hardware and software resources in datacenters, built on [Apache Mesos](https://en.wikipedia.org/wiki/Apache_Mesos). `(server, corp)`
  1. **fail2ban** - ([Repo](https://github.com/fail2ban/fail2ban), [Home](https://www.fail2ban.org/wiki/index.php/Main_Page), [WP](https://en.wikipedia.org/wiki/Fail2ban)) Daemon to ban hosts that cause multiple authentication errors on Linux servers. `(linux, server)`
  1. **Ganeti** - ([Repo](https://github.com/ganeti/ganeti)) Virtual machine cluster management tool built on existing virtualization technologies such as [Xen](https://en.wikipedia.org/wiki/Xen) and [KVM](https://en.wikipedia.org/wiki/Kernel-based_Virtual_Machine). `(linux, server, haskell)`
  1. **Glances** - ([Repo](https://github.com/nicolargo/glances), [Home](https://nicolargo.github.io/glances), [Docs](https://glances.readthedocs.io/en/stable)) A cross-platform top/htop alternative, providing an overview of system resources. `(productivity, linux, windows, mac, server)`
  1. **Gunicorn** - ([Repo](https://github.com/benoitc/gunicorn), [Home](https://gunicorn.org/), [PyPI](https://pypi.python.org/pypi/gunicorn)) Pluggable, pre-fork WSGI server, started as the counterpart to [Unicorn](https://en.wikipedia.org/wiki/Unicorn_(web_server)). `(server)`
  1. **Healthchecks** - ([Repo](https://github.com/healthchecks/healthchecks), [Home](https://healthchecks.io/), [Docs](https://healthchecks.io/docs)) Web-based monitor for scheduled jobs (e.g., cron). `(server, corp)`
  1. **Iris** - ([Repo](https://github.com/linkedin/iris), [Home](https://iris.claims/)) Flexible automated incident paging system, developed by and used at LinkedIn. `(server, corp)`
  1. **Nagstamon** - ([Repo](https://github.com/HenriWahl/Nagstamon), [Home](https://nagstamon.ifw-dresden.de/), [Docs](https://nagstamon.ifw-dresden.de/docs)) Status monitor for the desktop, with support for Nagios, Icinga, Opsview, and more. `(linux, windows, mac)`
  1. **NColony** - ([Repo](https://github.com/ncolony/ncolony), [Home](http://ncolony.org/en/latest)) Process manager and monitor. `(linux, mac, server)`
  1. **netbox** - ([Repo](https://github.com/netbox-community/netbox), [Docs](https://netbox.readthedocs.io/en/stable)) IP address management (IPAM) and data center infrastructure management (DCIM) tool, conceived at Digital Ocean. `(server, django)`
  1. **nsupdate.info** - ([Repo](https://github.com/nsupdate-info/nsupdate.info), [PyPI](https://pypi.org/project/nsupdate), [Docs](https://nsupdateinfo.readthedocs.io/en/latest)) Featureful dynamic DNS service, using the Dynamic DNS UPDATE protocol ([RFC 2136](https://tools.ietf.org/html/rfc2136)) to update BIND and other major nameservers. `(internet, server)`
  1. **Oncall** - ([Repo](https://github.com/linkedin/oncall), [Home](https://oncall.tools/)) Calendar tool designed for on-call management and scheduling, developed by and used at LinkedIn. `(server, corp)`
  1. **OpenStack** - ([Repo](https://github.com/openstack/openstack), [Home](https://www.openstack.org/), [Docs](https://docs.openstack.org/)) Cloud operating system that controls large pools of compute, storage, and networking resources throughout a datacenter, manageable through a web-based dashboard. `(server, corp)`
  1. **Pulp** - ([Repo](https://github.com/pulp/pulp), [Home](https://pulpproject.org/), [Docs](https://docs.pulpproject.org/)) Platform for managing repositories of software packages and making it available to a large numbers of consumers. Developed and used by Red Hat. `(server)`
  1. **Ralph** - ([Repo](https://github.com/allegro/ralph), [Home](https://ralph.allegro.tech/), [Docs](https://ralph-ng.readthedocs.io/en/stable)) Simple and powerful Asset Management, DCIM, and CMDB system for the data center and back office. `(server, django)`
  1. **RDPY** - ([Repo](https://github.com/citronneur/rdpy)) An implementation of the Microsoft Remote Desktop Protocol built on Twisted, including applications for client use, MITM proxy, and Honeypot server. `(security, linux, windows, server)`
  1. **Salt Stack** - ([Repo](https://github.com/saltstack/salt), [Home](https://repo.saltstack.com/)) Automation for the management and configuration of any infrastructure or application at scale. `(server, corp)`
  1. **Shinken** - ([Repo](https://github.com/naparuba/shinken), [Home](http://www.shinken-monitoring.org/)) Shinken is a modern, Nagios-compatible monitoring framework, designed to scale for large environments. `(server)`
  1. **SpaceSiren** - ([Repo](https://github.com/spacesiren/spacesiren), [Docs](https://github.com/spacesiren/spacesiren/blob/master/docs/getting-started.md)) Honeypot management and alert system for AWS tokens, with a fully serverless architecture. `(security, server)`
  1. **Spinnaker** - ([Repo](https://github.com/spinnaker/spinnaker), [Home](https://www.spinnaker.io/), [WP](https://en.wikipedia.org/wiki/Spinnaker_%28software%29), [Docs](https://www.spinnaker.io/concepts)) Continuous delivery platform developed for Netflix's deployment and management of applications in cloud environments. `(server, corp)`
  1. **StackStorm** - ([Repo](https://github.com/StackStorm/st2), [Home](http://www.stackstorm.com/)) Rules- and event-driven operational automation for auto-remediation, security responses, troubleshooting, deployments, and more. `(server, corp)`
  1. **Supervisor** - ([Repo](https://github.com/Supervisor/supervisor), [Home](http://supervisord.org/)) Process manager and monitor. `(linux, mac, server)`

### <a id="tag-dev.security" href="#tag-dev.security">Security</a>

  1. **BYOB (Build Your Own Botnet)** - ([Repo](https://github.com/malwaredllc/byob)) Client-server framework (RAT and C2 server) for security researchers to build and operate basic botnets. `(linux, windows, mac)`
  1. **CAPE** - ([Repo](https://github.com/ctxis/CAPE), [Demo](https://cape.contextis.com/submit)) Web application designed to automate malware analysis, succeeded by [CAPEv2](https://github.com/kevoreilly/CAPEv2). `(server)`
  1. **CAPEv2** - ([Repo](https://github.com/kevoreilly/CAPEv2), [Demo](https://www.capesandbox.com/)) Web application designed to automate malware analysis, with a goal of extracting payloads and configuration from uploaded artifacts. `(server)`
  1. **Cowrie** - ([Repo](https://github.com/cowrie/cowrie), [Home](http://www.cowrie.org/)) Medium interaction SSH and Telnet honeypot designed to log brute force attacks and the shell interaction performed by the attacker. `(server, corp)`
  1. **detect-secrets** - ([Repo](https://github.com/Yelp/detect-secrets)) An enterprise-friendly CLI for auditing, detecting, and preventing secrets in code. `(dev, linux, windows, mac)`
  1. **GRR Rapid Response** - ([Repo](https://github.com/google/grr), [Docs](https://grr-doc.readthedocs.io/en/latest)) Server-agent system focused on remote live forensics for quick, browser-based triage and analysis of attacks on fleets of machines, with agent support for Linux, Windows, and OS X. `(server, corp)`
  1. **hosts** - ([Repo](https://github.com/StevenBlack/hosts)) Command-line application which merges reputable [hosts files](https://en.wikipedia.org/wiki/Hosts_(file)) with deduplication for the purpose of blocking undesirable websites via DNS blackhole. `(internet, linux, windows, mac)`
  1. **Hubble** - ([Repo](https://github.com/hubblestack/hubble), [Docs](https://hubblestack.readthedocs.io/en/latest)) Modular security compliance client, providing on-demand profile-based auditing, alerting, and reporting. Originally designed for Adobe. `(linux, windows, corp)`
  1. **Infection Monkey** - ([Repo](https://github.com/guardicore/monkey), [Home](https://www.guardicore.com/infectionmonkey), [Docs](https://github.com/guardicore/monkey/wiki)) Web-based tool for testing a datacenter's resiliency to perimeter breaches and internal server infection. `(server)`
  1. **King Phisher** - ([Repo](https://github.com/securestate/king-phisher), [Docs](https://king-phisher.readthedocs.io/)) Server-based [phishing](https://en.wikipedia.org/wiki/Phishing) campaign toolkit, used to simulate real-world phishing attacks, with GTK-powered client application. `(linux, windows, server)`
  1. **LinOTP** - ([Repo](https://github.com/LinOTP/LinOTP), [Home](https://www.linotp.org/), [WP](https://en.wikipedia.org/wiki/LinOTP), [Docs](https://www.linotp.org/documentation.html)) Server supporting two-factor authentication with one-time passwords from several sources, from Yubikeys to SMS. `(server)`
  1. **Maltrail** - ([Repo](https://github.com/stamparm/maltrail)) Malicious traffic detection system with web-based monitoring. `(linux, server)`
  1. **MITMproxy** - ([Repo](https://github.com/mitmproxy/mitmproxy), [Home](https://mitmproxy.org/)) Interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers. `(linux, windows, mac)`
  1. **MozDef** - ([Repo](https://github.com/mozilla/MozDef), [Docs](https://mozdef.readthedocs.io/en/latest?badge=latest)) Security incident automation with metrics and collaboration tools for defenders. `(server)`
  1. **OpenSnitch** - ([Repo](https://github.com/evilsocket/opensnitch), [Fund](https://www.patreon.com/evilsocket)) GNU/Linux port of the [Little Snitch](https://en.wikipedia.org/wiki/Little_Snitch) application firewall. `(linux, qt5)`
  1. **Passit** - ([Repo](https://gitlab.com/passit/passit-backend), [Home](https://passit.io/), [Docs](https://passit.io/documentation)) Password management server, providing storage services and group access control list features. `(server)`
  1. **privacyIDEA** - ([Repo](https://github.com/privacyidea/privacyidea), [Home](https://privacyidea.org/), [WP](https://en.wikipedia.org/wiki/PrivacyIDEA), [Docs](https://privacyidea.readthedocs.io/)) A multi factor authentication server running on premises, supporting many different token types and allowing authentication via REST API, RADIUS, PAM, Windows Credential Provider, SAML, OpenID Connect. `(server)`
  1. **Psono** - ([Repo](https://gitlab.com/psono/psono-server), [Home](https://psono.com/), [Demo](https://www.psono.pw/), [Docs](https://doc.psono.com/)) Server-based password manager, built for teams. `(productivity, server)`
  1. **Pupy** - ([Repo](https://github.com/n1nj4sec/pupy), [Docs](https://github.com/n1nj4sec/pupy/wiki/Installation)) Remote administration tool and post-exploitation framework, supporting Windows, Linux, Mac OS X, and Android targets. `(linux, docker, server)`
  1. **PyEW** - ([Repo](https://github.com/joxeankoret/pyew), [Docs](https://github.com/joxeankoret/pyew/wiki)) Malware analysis tool, with support for hexadecimal viewing, disassembly, PE and ELF formats, plugins, and more. `(console)`
  1. **RDPY** - ([Repo](https://github.com/citronneur/rdpy)) An implementation of the Microsoft Remote Desktop Protocol built on Twisted, including applications for client use, MITM proxy, and Honeypot server. `(ops, linux, windows, server)`
  1. **Recon-ng** - ([Repo](https://github.com/lanmaster53/recon-ng), [Home](https://github.com/lanmaster53/recon-ng), [Docs](https://github.com/lanmaster53/recon-ng/wiki)) Recon-ng is a full-featured reconnaissance framework providing a powerful environment to conduct open source web-based reconnaissance quickly and thoroughly. `(linux)`
  1. **Searx** - ([Repo](https://github.com/asciimoo/searx), [Docs](https://asciimoo.github.io/searx)) Self-hosted metasearch engine, aggregating results from more than 70 services while avoiding tracking and profiling. `(internet, server, flask)`
  1. **SpaceSiren** - ([Repo](https://github.com/spacesiren/spacesiren), [Docs](https://github.com/spacesiren/spacesiren/blob/master/docs/getting-started.md)) Honeypot management and alert system for AWS tokens, with a fully serverless architecture. `(ops, server)`
  1. **Spiderfoot** - ([Repo](https://github.com/smicallef/spiderfoot), [Home](https://www.spiderfoot.net/), [Docs](https://www.spiderfoot.net/documentation)) Reconnaissance tool that automatically queries over 100 public data sources to gather intelligence on IP addresses, domain names, e-mail addresses, names, and more. `(linux, windows, mac, docker, server)`
  1. **sqlmap** - ([Repo](https://github.com/sqlmapproject/sqlmap), [Home](http://sqlmap.org/), [PyPI](https://pypi.org/project/sqlmap), [Docs](https://github.com/sqlmapproject/sqlmap/wiki)) Automatic SQL injection and database takeover. `(storage, console)`
  1. **sshuttle** - ([Repo](https://github.com/sshuttle/sshuttle), [Docs](https://sshuttle.readthedocs.org/)) Transparent network proxy server that uses SSH to achieve VPN-like results, without requiring root access. `(linux, mac)`
  1. **Thug** - ([Repo](https://github.com/buffer/thug), [Fund](https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=XTDF8AHJ28CXY), [PyPI](https://pypi.org/project/thug), [Docs](https://thug-honeyclient.readthedocs.io/en/latest)) Low-interaction honeyclient designed to mimic the behavior of a web browser in order to detect and emulate malicious contents. `(linux, mac)`
  1. **Universal Radio Hacker (URH)** - ([Repo](https://github.com/jopohl/urh)) Wireless protocol investigator, with a focus on analyzing proprietary IoT communication. `(linux, windows, mac)`
  1. **XSStrike** - ([Repo](https://github.com/s0md3v/XSStrike)) [Cross Site Scripting](https://en.wikipedia.org/wiki/Cross-site_scripting) (XSS) detection suite equipped with multiple hand-written parsers, a payload generator, a fuzzing engine, and a performance-focused crawler. `(console)`

### <a id="tag-dev.docs" href="#tag-dev.docs">Docs</a>

  1. **asciidoc** - ([Repo](https://github.com/asciidoc/asciidoc)) Text document format for writing notes, documentation, articles, books, slideshows, man pages & blogs. `(console)`
  1. **doc2dash** - ([Repo](https://github.com/hynek/doc2dash), [Home](https://doc2dash.readthedocs.io/), [PyPI](https://pypi.org/project/doc2dash)) Extensible CLI-based [Documentation Set](https://developer.apple.com/library/archive/documentation/DeveloperTools/Conceptual/Documentation_Sets/010-Overview_of_Documentation_Sets/docset_overview.html#//apple_ref/doc/uid/TP40005266-CH13-SW6) generator intended for use with [Dash.app](https://kapeli.com/dash/) and [other](https://velocity.silverlakesoftware.com/) [compatible](https://github.com/dash-docs-el/helm-dash) [API browsers](https://zealdocs.org/). `(linux, mac)`
  1. **Gaphor** - ([Repo](https://github.com/gaphor/gaphor), [Docs](https://gaphor.readthedocs.io/en/latest)) Simple [UML](https://en.wikipedia.org/wiki/Unified_Modeling_Language) modeling tool designed for beginners. `(graphics, linux, windows, mac, flatpak, gtk)`
  1. **Kuma** - ([Repo](https://github.com/mozilla/kuma), [Home](https://developer.mozilla.org/en-US), [Docs](https://kuma.readthedocs.io/en/latest/installation.html)) The platform powering the Mozilla Developer Network (MDN) `(server, django)`
  1. **mkdocs** - ([Repo](https://github.com/mkdocs/mkdocs), [Home](https://www.mkdocs.org/), [PyPI](https://pypi.org/project/mkdocs)) Simple, customizable project documentation, with built-in dev server. `(console)`
  1. **readthedocs.org** - ([Repo](https://github.com/readthedocs/readthedocs.org), [Home](https://readthedocs.org/), [Docs](https://docs.readthedocs.io/en/stable)) Continuous integration platform for building and hosting documentation. `(server, django)`
  1. **Sphinx** - ([Repo](https://github.com/sphinx-doc/sphinx), [Home](http://sphinx-doc.org/), [PyPI](https://pypi.org/project/Sphinx)) Documentation tool for interconnected bodies of authorship, from code documentation to books. Used by [the official Python docs](https://docs.python.org), and many other projects ([not all of them Python](https://varnish-cache.org/docs/)). `(console)`

### <a id="tag-dev.editor" href="#tag-dev.editor">Editor</a>

  1. **Algojammer** - ([Repo](https://github.com/ChrisKnott/Algojammer), [Demo](https://www.youtube.com/watch?v=9XPE4uT0AdE)) An experimental, proof-of-concept IDE to assist with algorithm-writing in a competition setting. `(linux, windows, mac, tk)`
  1. **Black** - ([Repo](https://github.com/ambv/black), [PyPI](https://pypi.org/project/black), [Docs](https://black.readthedocs.io/)) Uncompromising automatic formatter for Python code. `(console)`
  1. **Eric IDE** - ([Repo](http://die-offenbachs.homelinux.org:48888/hg/eric), [Home](https://eric-ide.python-projects.org/)) Python editor and IDE, based on Qt, integrating Scintilla editor control. `(linux, windows, mac, qt5)`
  1. **Gedit** - ([Repo](https://gitlab.gnome.org/GNOME/gedit), [WP](https://en.wikipedia.org/wiki/Gedit)) The default GNOME text editor makes extensive use of Python, in addition to C. `(linux, c, gtk)`
  1. **Jupyter Notebook** - ([Repo](https://github.com/jupyter/notebook), [Home](https://jupyter.org/), [WP](https://en.wikipedia.org/wiki/Project_Jupyter#Jupyter_Notebook)) Web-based, extensible notebook environment for interactive computing. `(linux, windows, mac)`
  1. **Komodo Edit** - ([Repo](https://github.com/Komodo/KomodoEdit), [Home](https://www.activestate.com/products/komodo-edit), [WP](https://en.wikipedia.org/wiki/Komodo_Edit)) Multi-language code editor, written in JS, Python, and C++, based on the Mozilla platform. `(linux, windows, mac, cpp, js)`
  1. **Leo Editor** - ([Repo](https://github.com/leo-editor/leo-editor), [Home](http://leoeditor.com/), [WP](https://en.wikipedia.org/wiki/Leo_%28text_editor%29)) Personal Information Manager (PIM), IDE, and outliner with a holistic approach to programming and writing. `(linux, windows, mac, qt5)`
  1. **mu** - ([Repo](https://github.com/mu-editor/mu), [Home](https://codewith.mu/en)) A small, simple editor designed for beginner Python programmers. `(linux, windows, mac, qt5)`
  1. **Ninja IDE** - ([Repo](https://github.com/ninja-ide/ninja-ide), [Home](http://ninja-ide.org/), [WP](https://en.wikipedia.org/wiki/Ninja-IDE)) Cross-platform Python IDE with project management, linting, extensions, and more. `(linux, windows, mac, qt5)`
  1. **Pluma** - ([Repo](https://github.com/mate-desktop/pluma)) Small and lightweight UTF-8 text editor for [the MATE environment](http://mate-desktop.org/). Based on gedit. `(linux, c, gtk)`
  1. **ReText** - ([Repo](https://github.com/retext-project/retext), [PyPI](https://pypi.org/project/ReText), [Docs](https://github.com/retext-project/retext/wiki)) Simple but powerful editor for Markdown and reStructuredText markup languages. `(linux)`
  1. **Spyder IDE** - ([Repo](https://github.com/spyder-ide/spyder), [Home](https://www.spyder-ide.org/), [WP](https://en.wikipedia.org/wiki/Spyder_%28software%29)) Scientific editing and execution environment designed by and for scientists, engineers, and data analysts using Python. `(linux, windows, mac, qt5)`
  1. **Thonny** - ([Repo](https://github.com/thonny/thonny), [Home](https://thonny.org/), [WP](https://en.wikipedia.org/wiki/Thonny)) Cross-platform Python IDE for beginners, designed for learning to code. `(linux, windows, mac, tk)`

### <a id="tag-dev.pkg_mgr" href="#tag-dev.pkg_mgr">Package Managers</a>

  1. **Conan** - ([Repo](https://github.com/conan-io/conan), [Home](https://conan.io/), [Docs](https://docs.conan.io/en/latest)) Decentralized package manager for binary package management, targeted at C/C++ developers. `(linux, windows, mac)`
  1. **Conda** - ([Repo](https://github.com/conda/conda), [Home](https://conda.io/), [WP](https://en.wikipedia.org/wiki/Conda_%28package_manager%29)) OS-agnostic, system-level binary package manager and ecosystem, with a focus on Python and high-performance scientific computing. `(linux, windows, mac, corp)`
  1. **dnf** - ([Repo](https://github.com/rpm-software-management/dnf), [WP](https://en.wikipedia.org/wiki/DNF_%28software%29), [Docs](https://dnf.readthedocs.io/en/latest)) Dandified YUM (DNF) is the successor to `yum` and works everywhere yum worked. `(linux, corp)`
  1. **pip** - ([Repo](https://github.com/pypa/pip), [Home](https://pip.pypa.io/en/stable), [WP](https://en.wikipedia.org/wiki/Pip_%28package_manager%29), [PyPI](https://pypi.org/project/pip)) Python's go-to package manager, with a wide range of features and platform support. `(linux, windows, mac)`
  1. **pip-tools** - ([Repo](https://github.com/jazzband/pip-tools)) A set of command line tools to help you keep your pip-based packages fresh, even when you've pinned them. `(linux, windows, mac)`
  1. **pipenv** - ([Repo](https://github.com/pypa/pipenv), [Docs](https://pipenv.readthedocs.io/en/latest)) Wrapper around `pip`, [`virtualenv`](https://github.com/pypa/virtualenv), and [`pip-tools`](https://github.com/jazzband/pip-tools) for a more holistic package management workflow. `(linux, windows, mac)`
  1. **Poetry** - ([Repo](https://github.com/sdispater/poetry), [Home](https://poetry.eustace.io/), [Docs](https://poetry.eustace.io/docs)) An independent approach to Python dependency management and packaging. `(linux, windows, mac)`
  1. **Portage** - ([Repo](https://gitweb.gentoo.org/proj/portage.git), [WP](https://en.wikipedia.org/wiki/Portage_%28software%29)) Platform-agnostic Package management system created for and used by Gentoo Linux and also by Chrome OS, Sabayon, and Funtoo Linux. Inspired by FreeBSD ports. `(linux)`
  1. **Solaris IPS** - ([Repo](https://github.com/oracle/solaris-ips)) Software delivery system backed by network repository, featuring safe execution for zones, use of ZFS for efficiency and rollback, preventing the introduction of invalid packages, and efficient use of bandwidth. `(linux, corp)`
  1. **Spack** - ([Repo](https://github.com/spack/spack), [Home](https://spack.io/), [Docs](https://spack.readthedocs.io/en/latest)) Language-independent package manager for supercomputers, Mac, and Linux, designed for scientific computing. `(science, linux, mac)`
  1. **yum** - ([Repo](https://github.com/rpm-software-management/yum), [Home](http://yum.baseurl.org/), [WP](https://en.wikipedia.org/wiki/Yum_%28software%29)) Automatic updater and package installer/remover for RPM-based systems (Fedora, RHEL, etc.). `(linux, corp)`

### <a id="tag-dev.pkg_repo" href="#tag-dev.pkg_repo">Package Repositories</a>

  1. **Bandersnatch** - ([Repo](https://github.com/pypa/bandersnatch)) PyPI mirror client complying with [PEP 381](http://www.python.org/dev/peps/pep-0381/). `(server, corp)`
  1. **devpi** - ([Repo](https://github.com/devpi/devpi), [Docs](http://doc.devpi.net/)) PyPI staging server, as well as a packaging, testing, release tool, complete with web and search interface. Like a local PyPI. `(server)`
  1. **distro-tracker** - ([Repo](https://salsa.debian.org/qa/distro-tracker), [Demo](https://tracker.debian.org/), [Docs](https://qa.pages.debian.net/distro-tracker)) Web application designed to follow the evolution of a Debian-based distribution with email updates and a comprehensive web interface. Powers the [Debian Package Tracker](https://tracker.debian.org/). `(server)`
  1. **SweetTooth Web** - ([Repo](https://gitlab.gnome.org/Infrastructure/extensions-web), [Home](https://extensions.gnome.org/)) The web store for extensions to the [GNOME](https://en.wikipedia.org/wiki/GNOME) desktop environment, supporting adding and updating extensions directly from the browser. `(server)`
  1. **Warehouse** - ([Repo](https://github.com/pypa/warehouse), [Fund](https://psfmember.org/civicrm/contribute/transact?reset=1&id=13), [Docs](https://warehouse.pypa.io/)) Server software that powers [PyPI](https://pypi.org/), where most Python libraries are downloaded from. `(server, fnd)`

### <a id="tag-dev.build" href="#tag-dev.build">Build</a>

  1. **bitbake** - ([Repo](https://github.com/openembedded/bitbake), [WP](https://en.wikipedia.org/wiki/BitBake), [Docs](https://www.yoctoproject.org/docs/current/bitbake-user-manual/bitbake-user-manual.html)) Generic task execution engine that allows shell and Python tasks to be run efficiently and in parallel while working within complex inter-task dependency constraints. `(linux)`
  1. **buildbot** - ([Repo](https://github.com/buildbot/buildbot), [WP](https://en.wikipedia.org/wiki/Buildbot), [Docs](https://www.buildbot.net/)) Job scheduling system tailored to the needs of continuous integration and software packaging. `(server)`
  1. **Buildout** - ([Repo](https://github.com/buildout/buildout), [WP](https://en.wikipedia.org/wiki/Buildout), [Docs](http://docs.buildout.org/)) Extensible deployment automation tool designed for application-centric assembly and deployment, as well as repeatable Python software builds. `(linux, windows, mac)`
  1. **doit** - ([Repo](https://github.com/pydoit/doit), [Home](https://pydoit.org/), [Fund](https://opencollective.com/doit), [Docs](https://pydoit.org/contents.html)) Command-line task management and automation tool, with directives written in Python. `(linux, windows, mac)`
  1. **GYP** - ([Repo](https://chromium.googlesource.com/external/gyp), [Home](https://gyp.gsrc.io/), [WP](https://en.wikipedia.org/wiki/GYP_%28software%29)) AKA 'Generate Your Projects', a build system that generates other build systems. `(linux, windows, mac)`
  1. **JHBuild** - ([Repo](https://gitlab.gnome.org/GNOME/jhbuild), [Home](https://wiki.gnome.org/Projects/Jhbuild), [gh](https://github.com/GNOME/jhbuild), [Docs](https://developer.gnome.org/jhbuild/stable/getting-started.html.en)) Tool designed to ease building collections of packages, originally written to build the GNOME desktop from sources. `(linux)`
  1. **Meson** - ([Repo](https://github.com/mesonbuild/meson), [Home](http://mesonbuild.com/)) Build system designed for speed and user-friendliness. `(linux, windows, mac)`
  1. **Pants** - ([Repo](https://github.com/pantsbuild/pants), [Home](https://www.pantsbuild.org/)) Build system designed for monolithic repositories. `(linux, mac, corp)`
  1. **PlatformIO Core** - ([Repo](https://github.com/platformio/platformio-core), [Home](https://platformio.org/), [Fund](https://platformio.org/donate?utm_source=github&utm_medium=core), [PyPI](https://pypi.org/project/platformio), [Docs](https://docs.platformio.org/en/latest?utm_source=github&utm_medium=core)) Multiplatform CLI build system and library manager for IoT development. `(linux, windows, mac)`
  1. **redo** - ([Repo](https://github.com/apenwarr/redo), [PyPI](https://pypi.org/project/redo-tools), [Docs](https://redo.readthedocs.io/en/latest)) A recursive, general-purpose build sytem, replacing `make` with original design by [DJB](https://en.wikipedia.org/wiki/Daniel_J._Bernstein). `(linux, windows, mac, console)`
  1. **SCons** - ([Repo](https://github.com/SCons/scons), [Home](http://scons.org/), [WP](https://en.wikipedia.org/wiki/SCons)) Domain-specific language and build tool, designed to replace Make, autoconf, and ccache. `(linux, windows, mac)`
  1. **Snapcraft** - ([Repo](https://github.com/snapcore/snapcraft), [Home](https://snapcraft.io/), [Docs](https://snapcraft.io/docs)) A command-line tool to package, distribute, and update apps for Linux and IoT using containerization, developed by Canonical. `(linux)`
  1. **Waf** - ([Repo](https://gitlab.com/ita1024/waf), [Home](https://waf.io/), [WP](https://en.wikipedia.org/wiki/Waf), [Docs](https://waf.io/book)) Cross-platform build system designed to improve on SCons. `(linux)`

### <a id="tag-dev.shell" href="#tag-dev.shell">Shell</a>

  1. **Ergonomica** - ([Repo](https://github.com/ergonomica/ergonomica), [Docs](http://ergonomica.readthedocs.io/)) Cross-platform shell language based on [S-expressions](https://en.wikipedia.org/wiki/S-expression) combined with traditional shell features. `(linux, windows, mac)`
  1. **Oil** - ([Repo](https://github.com/oilshell/oil), [Home](http://www.oilshell.org/)) A new [bash](https://en.wikipedia.org/wiki/Bash_(Unix_shell))- and [dash](https://en.wikipedia.org/wiki/Almquist_shell#dash:_Ubuntu,_Debian_and_POSIX_compliance_of_Linux_distributions) backwards-compatible shell, with an improved language of its own. `(linux)`
  1. **Xonsh** - ([Repo](https://github.com/xonsh/xonsh), [Home](https://xon.sh/)) Cross-platform shell language and command prompt. The language is a superset of Python 3.4+ with additional shell primitives. `(linux, windows, mac)`

### <a id="tag-dev-other" href="#tag-dev-other">Other Dev projects</a>
  1. **asciinema** - ([Repo](https://github.com/asciinema/asciinema), [Home](https://asciinema.org/)) Terminal session recorder and replayer. `(linux, mac)`
  1. **autojump** - ([Repo](https://github.com/wting/autojump)) A `cd` with many heuristics to speed up console filesystem navigation. `(console)`
  1. **coala** - ([Repo](https://github.com/coala/coala), [Home](https://coala.io/), [PyPI](https://pypi.org/project/coala)) Unified command-line interface for linting and fixing code, regardless of programming language. `(console)`
  1. **Cookiecutter** - ([Repo](https://github.com/audreyr/cookiecutter), [PyPI](https://pypi.org/project/cookiecutter), [Docs](https://cookiecutter.readthedocs.io/en/latest)) Utility for creating new projects from shareable templates. `(console)`
  1. **Cython** - ([Repo](https://github.com/cython/cython), [Home](https://cython.org/), [PyPI](https://pypi.org/project/cython), [Docs](http://docs.cython.org/)) Language and compiler designed for high-performance Python and C interoperability. `(linux, windows, mac)`
  1. **detect-secrets** - ([Repo](https://github.com/Yelp/detect-secrets)) An enterprise-friendly CLI for auditing, detecting, and preventing secrets in code. `(security, linux, windows, mac)`
  1. **Dispatch** - ([Repo](https://github.com/Netflix/dispatch), [Blog](https://netflixtechblog.com/introducing-dispatch-da4b8a2a8072), [Docs](https://netflix.github.io/dispatch)) Incident management service featuring integrations for notifications and task management. Used at Netflix. `(internet, server, calver, corp, fastapi)`
  1. **Docker Compose** - ([Repo](https://github.com/docker/compose), [Docs](https://docs.docker.com/compose)) Docker Compose is a tool for defining and running multi-container Docker applications. `(linux, windows, mac, corp)`
  1. **doitlive** - ([Repo](https://github.com/sloria/doitlive), [PyPI](https://pypi.org/project/doitlive), [Docs](https://doitlive.readthedocs.io/)) Tool for live presentations in the terminal. `(linux, mac)`
  1. **DrawBot** - ([Repo](https://github.com/typemytype/drawbot), [Home](http://www.drawbot.com/), [WP](https://en.wikipedia.org/wiki/DrawBot)) A powerful programmatic 2D drawing application for MacOS X which generates graphics from Python scripts. `(graphics, education, mac)`
  1. **explainshell.com** - ([Repo](https://github.com/idank/explainshell), [Home](https://www.explainshell.com/)) A web-based tool to match command-line arguments to their man pages and help text. `(education, server, flask)`
  1. **gdbgui** - ([Repo](https://github.com/cs01/gdbgui), [Home](https://gdbgui.com/), [PyPI](https://pypi.org/project/gdbgui)) Browser-based frontend for [gdb](https://en.wikipedia.org/wiki/GNU_Debugger). `(linux, windows, mac)`
  1. **GNS3 GUI** - ([Repo](https://github.com/GNS3/gns3-gui), [Home](https://www.gns3.com/), [PyPI](https://pypi.org/project/gns3-gui), [Docs](https://docs.gns3.com/)) Graphical Network Simulator used to emulate, configure, test and troubleshoot virtual and real networks. (Backed by server component [here](https://github.com/GNS3/gns3-server).) `(linux, windows, mac)`
  1. **howdoi** - ([Repo](https://github.com/gleitz/howdoi), [PyPI](https://pypi.org/project/howdoi)) Instant coding answers from StackOverflow on your command line. `(console)`
  1. **httpie** - ([Repo](https://github.com/jakubroztocil/httpie), [Home](https://httpie.org/), [PyPI](https://pypi.org/project/httpie)) Command-line HTTP client with JSON support, syntax highlighting, wget-like downloads, extensions, and more. `(internet, linux, windows, mac)`
  1. **IPython** - ([Repo](https://github.com/ipython/ipython), [PyPI](https://pypi.org/project/ipython), [Docs](https://ipython.readthedocs.org/)) Set of enhancements to Python, wrapping it for richer interactivity. `(console)`
  1. **LocalStack** - ([Repo](https://github.com/localstack/localstack), [Home](https://localstack.cloud/), [PyPI](https://pypi.org/project/localstack)) Self-hostable version of many AWS services, including S3, Route53, Lambda, Redshift, and much more, designed for testing cloud-centric code. `(server)`
  1. **Locust** - ([Repo](https://github.com/locustio/locust), [Home](https://locust.io/), [Docs](https://docs.locust.io/)) Scalable user load testing tool for web sites, featuring an interactive web interface. `(server)`
  1. **MLflow** - ([Repo](https://github.com/mlflow/mlflow), [Home](https://mlflow.org/), [Docs](https://mlflow.org/docs/latest/index.html)) Integrated command-line application and web service, supporting an end-to-end machine-learning workflow around tracking, packaging, and deploying. Developed by [Databricks](https://docs.databricks.com/applications/mlflow/index.html). `(ai, organization, linux, mac, corp)`
  1. **PathPicker** - ([Repo](https://github.com/facebook/PathPicker), [Home](http://facebook.github.io/PathPicker)) Shell utility to interactively select paths from the output of other commands. `(linux, mac)`
  1. **PeachPy** - ([Repo](https://github.com/Maratyszcza/PeachPy)) Highly portable assembler with unified syntax, sporting an extensive user list, including many cryptography libraries for Go. `(linux, windows)`
  1. **PINCE** - ([Repo](https://github.com/korcankaraokcu/PINCE)) Debugging frontend for GDB focused on reverse engineering video games. `(linux, qt5)`
  1. **Plinth** - ([Repo](https://salsa.debian.org/freedombox-team/plinth), [Home](https://freedombox.org/), [Docs](https://wiki.debian.org/FreedomBox/Plinth)) The core functionality and web front-end of [FreedomBox](https://freedombox.org/), an easy-to-manage, privacy-oriented home server. `(linux, server)`
  1. **Polyaxon** - ([Repo](https://github.com/polyaxon/polyaxon), [Home](https://polyaxon.com/), [Docs](https://docs.polyaxon.com/)) A web-based platform for reproducible and scalable machine learning experiment management and metrics-tracking, based on kubernetes, with support for TensorFlow, PyTorch, Keras, and many more. `(ai, server)`
  1. **PPCI** - ([Repo](https://bitbucket.org/windel/ppci), [Demo](https://godbolt.org/g/eooaPP), [gh](https://github.com/windelbouwman/ppci-mirror), [PyPI](https://pypi.org/project/ppci), [Docs](https://ppci.readthedocs.io/)) The Pure Python Compiler Infrastructure is a compiler written entirely in Python, containing front-ends for various programming languages (C, c3, WebAssembly, and others) as well as machine code generation backends for various CPUs (6500, arm, avr, x86_64, openrisc, among others). `(linux, windows, mac)`
  1. **pre-commit** - ([Repo](https://github.com/pre-commit/pre-commit), [Home](https://pre-commit.com/), [PyPI](https://pypi.org/project/pre-commit)) A framework for managing and maintaining multi-language git hooks. `(linux, windows, mac)`
  1. **RedHat Anaconda** - ([Repo](https://github.com/rhinstaller/anaconda), [Docs](https://anaconda-installer.readthedocs.io/en/latest)) Installation program used by Fedora, Red Hat Enterprise Linux, and other Linux distributions. `(linux, gtk)`
  1. **Robot Framework** - ([Repo](https://github.com/robotframework/robotframework), [Home](http://robotframework.org/), [PyPI](https://pypi.org/project/robotframework)) Generic, cross-platform, and language-independent automation framework for acceptance testing, acceptance test driven development (ATDD), and robotic process automation (RPA). Extensible in Python and Java. `(console)`
  1. **ScratchABit** - ([Repo](https://github.com/pfalcon/ScratchABit)) Easily retargetable and hackable interactive disassembler with IDAPython-compatible plugin API. `(linux, tui)`
  1. **Script Server** - ([Repo](https://github.com/bugy/script-server), [Demo](https://script-server.net/), [Docs](https://github.com/bugy/script-server/wiki)) Turn scripts into interactive, validated, authenticated, auditable web UIs, without modifying the scripts. `(server)`
  1. **Sentry** - ([Repo](https://github.com/getsentry/sentry), [Home](https://sentry.io/)) Web service and frontend for cross-platform application monitoring, with a focus on error reporting. `(server, corp, django)`
  1. **Socorro** - ([Repo](https://github.com/mozilla-services/socorro), [Docs](https://wiki.mozilla.org/Socorro)) Web service for collecting crash statistics from Mozilla products, including Firefox, Thunderbird, and [others](https://crash-stats.mozilla.org/). `(server)`
  1. **Taiga** - ([Repo](https://github.com/taigaio/taiga-back), [Home](https://taiga.io/), [Docs](http://taigaio.github.io/taiga-doc/dist)) Web application built for managing projects with agile development processes. `(organization, server, django)`
  1. **Thumbor** - ([Repo](https://github.com/thumbor/thumbor), [Home](http://thumbor.org/), [Docs](https://thumbor.readthedocs.io/)) Photo thumbnail service with resizing, flipping, and smart cropping of images. `(graphics, server)`
  1. **Ubiquity** - ([Repo](https://code.launchpad.net/ubiquity), [WP](https://en.wikipedia.org/wiki/Ubiquity_%28software%29)) The default installer for Ubuntu and its derivatives, designed to be run from Live CD or USB. `(linux, gtk, qt)`
  1. **Voltron** - ([Repo](https://github.com/snare/voltron)) Extensible debugger wrapper aiming to improve the user experience of various debuggers, such as [LLDB](https://lldb.llvm.org/), [GDB](https://en.wikipedia.org/wiki/GNU_Debugger), and [WinDbg](https://en.wikipedia.org/wiki/WinDbg). `(linux, windows, mac)`
  1. **YunoHost** - ([Repo](https://github.com/YunoHost/yunohost), [Home](https://yunohost.org/), [Docs](https://yunohost.org/#/docs)) Server operating system based on Debian Linux aiming to make self-hosting accessible to as many people as possible, with support for several types of hardware. `(linux, server)`

## <a id="tag-misc" href="#tag-misc">Misc</a>

  1. **CourtListener** - ([Repo](https://github.com/freelawproject/courtlistener), [Home](https://www.courtlistener.com/), [WP](https://en.wikipedia.org/wiki/Free_Law_Project), [Fund](https://free.law/donate)) Web application which provides a graph-based search interface and API with 900,000 minutes of oral argument recordings, more than eight thousand judges, and more than three million opinions. Also powers [RECAP search](https://www.courtlistener.com/recap/). `(server, django)`
  1. **Guake** - ([Repo](https://github.com/Guake/guake), [Home](http://guake-project.org/), [PyPI](https://pypi.org/project/guake)) Drop-down terminal for GNOME, reminiscent of first-person game command consoles. `(linux, gtk)`
  1. **Home Assistant** - ([Repo](https://github.com/home-assistant/home-assistant), [Home](https://www.home-assistant.io/), [Demo](https://demo.home-assistant.io/), [Docs](https://www.home-assistant.io/docs)) Home automation platform that puts local control and privacy first. `(linux)`
  1. **JARVIS on Messenger** - ([Repo](https://github.com/swapagarwal/JARVIS-on-Messenger), [Home](https://m.me/J.A.R.V.I.S.on.Messenger)) Facebook Messenger bot with a wide assortment of features. `(server)`
  1. **NFO Viewer** - ([Repo](https://github.com/otsaloma/nfoview), [Home](https://otsaloma.io/nfoview)) A simple viewer for NFO files and the ASCII art therein, with preset fonts, encodings, automatic window sizing, and clickable hyperlinks. `(graphics, linux, windows)`
  1. **Nicotine+** - ([Repo](https://github.com/Nicotine-Plus/nicotine-plus)) Graphical desktop client for the [Soulseek](https://en.wikipedia.org/wiki/Soulseek) peer-to-peer system. `(linux, windows, gtk)`
  1. **Nimbus** - ([Repo](https://github.com/nimbusproject/nimbus), [Home](http://www.nimbusproject.org/)) Infrastructure-as-a-Service platform geared toward scientific cloud computing. `(linux)`
  1. **OpenLP** - ([Repo](https://code.launchpad.net/openlp), [Home](https://openlp.org/)) Presentation software geared toward church usage. `(linux, windows, mac, qt5)`
  1. **qtile** - ([Repo](https://github.com/qtile/qtile), [Home](http://qtile.org/)) A small, flexible, scriptable tiling window manager. `(linux)`
  1. **uMap** - ([Repo](https://github.com/umap-project/umap), [Docs](https://wiki.openstreetmap.org/wiki/UMap)) Web application allowing users to create maps with OpenStreetMap layers and embed it on other sites. `(server)`
  1. **Wammu** - ([Repo](https://github.com/gammu/wammu), [Home](https://wammu.eu/wammu)) GUI phone manager with read/write support for contacts, todo, calendar, SMS, and more, primarily designed for Nokia and AT-compatible phones. `(linux, windows)`
  1. **Wicd** - ([Repo](https://code.launchpad.net/wicd), [Home](http://wicd.sourceforge.net/download.php), [WP](https://en.wikipedia.org/wiki/Wicd)) Graphical utility for managing wired and wireless connections on Linux. `(linux, gtk)`
  1. **Xpra** - ([Repo](https://xpra.org/svn/Xpra/trunk), [Home](http://xpra.org/)) Cross-platform remote display server and client for forwarding applications and desktop screens. `(linux, windows)`


<!-- YET ANOTHER NOTE: This file is automatically generated, see projects.yaml -->

## Conclusion

If you have a project to add, [please let us know](https://github.com/mahmoud/awesome-python-applications/issues)!


================================================
FILE: TODO.md
================================================
# APA TODO

## Adding projects

Always looking for more awesome, so if you think you've found one we
missed, just file an issue and use the template! See CONTRIBUTING.md
for details.

See [the Candidates section](#Candidates) of this document for a queue of applications in
need of review. Ideally each of these would be moved to either the
primary list, the archive, or the revisit lists.

## Adding other information and structure

### Backfill URLs

Used to be we didn't collect as many links as we do now. For instance,
many projects have documentation, but we don't have a link to them.

Links we probably missed and should backfill:

* PyPI
* Wikipedia
* Funding

Some of this might be doable (semi-)automatically, using Apatite.

### Apatite

These documents are generated and managed with a purpose-built CLI
tool, [apatite](https://github.com/mahmoud/apatite). Apatite has [its
own TODO](https://github.com/mahmoud/apatite/blob/master/TODO.md),
which at the time of writing includes fun programmatic tasks like
autochecking links. The list has nearly a thousand links at the time
of writing, and we don't want to turn into a link graveyard like some
lists/wiki pages of yore.

### Taxonomy

Right now some topics are bursting at the seams with projects, and
there are still many projects in "misc" categories. More structure
would help keep the list navigable.

## Maintenance

* Right now integration is manual, so CI would be great.
  1. Validate PRs.
  2. Push back rendered changes straight from CI so users don't need
     apatite installed.
  3. Automate maintenance of the dataset used to in the included
     analysis notebook. (this is a doozy, will probably involve
     creating a huge, pre-warmed up container with 37GB+ repos for it
     to execute in reasonable time)

## Long-term vision

There are a lot of directions to take this data and related findings.

### Wikidata

I would like to see this list used to populate a list of notable
Python software projects to
[Wikidata](https://www.wikidata.org/wiki/Wikidata:Main_Page). Someone
has to do the curation here, why not us?

Another direction would be to have a static site with search, filters,
and more. The goal here being that users will be able to more quickly
find applications which look like their own, and contain answers to
questions that are hard to search otherwise (e.g., what does a
dockerfile look like for full-fledged applications, what are secret
management solutions that scale down to small projects, etc.)

## Discovery

Finding applications can be tricky, as sites like GitHub and PyPI are
more geared toward libraries, and app stores tend not to differentiate
between open/closed source and Python/non-Python projects.

So, it can be a fun treasure hunt of poring over application
lists. There's one such list below, as well as other resources that
still need mining to keep the candidate list below growing.

### Pages to trawl

* https://bestpractices.coreinfrastructure.org/en/projects?gteq=100&sort=achieved_passing_at&sort_direction=desc
* https://www.reddit.com/r/pyxel/ / https://github.com/kitao/pyxel/network/dependents?package_id=UGFja2FnZS02MzQ5MTY1MQ%3D%3D
* https://github.com/PySimpleGUI/PySimpleGUI/network/dependents?package_id=UGFja2FnZS05MjkyNDU5MA%3D%3D
* https://github.com/pygame/pygame/network/dependents?package_id=UGFja2FnZS01MjQ3MDAxOQ%3D%3D
* https://www.pygame.org  # really wish there was an API here, or some sort of curation
* https://games.renpy.org/year/2019  # i dunnnnoooo

### Pages trawled

Hardly the only sources, but mostly so others don't spend their time
mining a spent resource.

* https://wiki.python.org/moin/PyQt/SomeExistingApplications
* https://wiki.python.org/moin/PythonInMusic
* https://wiki.python.org/moin/Applications
* https://wiki.python.org/moin/WellKnownPythonPrograms
* https://en.wikipedia.org/wiki/List_of_Python_software#Applications
* https://en.wikipedia.org/wiki/PyGTK#Notable_applications_that_use_PyGTK
* http://pythonsource.com/
* http://openhub.net/ (python + pyqt4/5 + pygtk tags, pretty noisy dataset)
* https://github.com/pyinstaller/pyinstaller/network/dependents
* https://alternativeto.net/ (python tag)
* https://git.duniter.org/explore/projects/

### Other lists

This is hardly the first attempt to curate a list of Python
software. Here are some other lists we've covered, and how they
compare to the APA.

* Wikipedia (https://en.wikipedia.org/wiki/List_of_Python_software)
   * No clear curation
   * Unstructured
* Wikidata
   * Lack of browsability
   * Incomplete dataset
   * Hard to curate
* wiki.python.org
   * Too many dead links and projects to count
   * Unstructured
   * Infrequent curation
   * Overinclusivity, minimal criteria
   * Unclear focus of "written in Python" and "supports Python" (in the case of IDEs/plugins)
   * Blurry on open-source and applications
* Awesome Python (https://github.com/vinta/awesome-python)
   * 98% libraries and frameworks for developer consumption, not exemplar applications
* http://pythonsource.com/
   * Good, but mingles applications with libraries/frameworks/engines
   * Unclear curatorship
   * No API
* Softpedia
   * All of the above (esp mingling libraries and applications)
* AlternativeTo
   * Pretty nice site focused on applications, but still suffers from
     most of the above, esp the lack of an API.


### Current Candidates

* https://github.com/GNOME/postr
* https://github.com/vitorfs/bootcamp  # looks a bit unmaintained
* https://salsa.debian.org/debian-keyring/keyring
* https://github.com/qwj/python-proxy
* https://github.com/airspeed-velocity/asv
* https://github.com/EmpireProject/Empire (maybe, has a lot of powershell)
* https://github.com/lbryio/lbry-sdk
* https://github.com/golemfactory/golem
* https://github.com/zenhack/simp_le
* https://github.com/thombashi/sqlitebiter
* https://github.com/Codaone/DEXBot
* https://github.com/NuID/nebulousAD
* https://github.com/dipu-bd/lightnovel-crawler
* https://github.com/raiden-network/raiden  # blockchain, maybe too cynical
* https://github.com/JaDogg/pydoro
* https://github.com/ActivityWatch/aw-server
* https://github.com/ActivityWatch/activitywatch
* https://github.com/marcelstoer/nodemcu-pyflasher
* https://github.com/defaultnamehere/cookie_crimes
* https://github.com/DedSecInside/TorBot
* https://github.com/Drakkar-Software/OctoBot
* https://github.com/datawire/kubernaut
* https://github.com/frostming/legit
* https://github.com/pazz/alot
* https://github.com/languitar/autosuspend
* https://github.com/Blosc/bloscpack
* https://github.com/xfce-mirror/catfish
* https://github.com/cea-hpc/clustershell
* https://github.com/pixelb/crudini
* https://code.launchpad.net/dkimpy-milter
* https://github.com/otsaloma/gaupol
* https://github.com/regebro/hovercraft
* https://github.com/pimutils/khal
* https://github.com/insanum/gcalcli
* https://github.com/kupferlauncher/kupfer  # maybe, seems a bit quiet
* https://code.launchpad.net/menulibre  # maybe, it's updated, but hard to establish quality/popularity
* https://github.com/eonpatapon/mpDris2  # pretty niche
* https://github.com/bluesabre/mugshot  # also pretty niche
* https://github.com/jeromerobert/pdfarranger
* https://gitlab.com/pdftools/pdfposter
* https://github.com/sopel-irc/sopel
* https://github.com/PyCQA/prospector
* https://github.com/scheibler/khard
* https://github.com/pytrainer/pytrainer  # like a mini strava
* https://github.com/amanusk/s-tui
* https://github.com/TomasTomecek/sen/
* https://github.com/SlapOS/slapos
* https://github.com/subdownloader/subdownloader
* https://github.com/ihabunek/toot/
* https://github.com/nschloe/tuna
* https://github.com/pimutils/vdirsyncer  # even with its questionable maintainer status
* https://github.com/DonyorM/weresync  # not sure it's actually as accessible as it claims to be
* https://github.com/jrfonseca/xdot.py
* https://github.com/ARMmbed/yotta
* https://github.com/newtdb/db
* https://git.duniter.org/clients/python/sakia / https://github.com/duniter/sakia
* https://github.com/certsocietegenerale/fame
* https://github.com/masfaraud/BMSpy
* https://github.com/tasdikrahman/spaceShooter # bit out of date, but it's a pygame game with a bit of fame
* https://github.com/scour-project/scour
* https://github.com/iovisor/bcc  # half python half c++
* https://github.com/stoq/stoq  # maybe discontinued? github is updated, but home page is empty
* https://github.com/netdata/netdata  # might belong better on a list of applications successfully using python for plugins
* https://github.com/microcosm-cc/microweb
* https://github.com/zopefoundation/ZEO
* https://github.com/manns/pyspread/
* https://github.com/oaubert/advene
* https://github.com/intoli/exodus
* https://github.com/burningmantech/ranger-ims-server
* https://github.com/psincraian/pepy
* https://github.com/crflynn/pypistats.org
* https://github.com/bram85/topydo
* https://github.com/nexedi/neoppod
* https://github.com/Kozea/wdb
* https://github.com/Scifabric/pybossa
* https://github.com/Flexget/Flexget
* https://github.com/RocketMap/RocketMap
* https://github.com/nerdvegas/rez


================================================
FILE: archive.yaml
================================================
projects:
  - name: wger
    repo_url: https://github.com/wger-project/wger
  - name: mediadrop
    repo_url: https://github.com/mediadrop/mediadrop
  - name: mogoaudit
    repo_url: https://github.com/stampery/mongoaudit
  - name: glipper
    repo_url: https://launchpad.net/glipper
    wp_url: https://en.wikipedia.org/wiki/Glipper
  - name: pisi
    repo_url: https://github.com/examachine/pisi
  - name: Kabikaboo
    repo_url: https://launchpad.net/kabikaboo
  - name: Bika LIMS
    repo_url: https://github.com/bikalims/bika.lims
    home_url: https://www.bikalims.org/
  - name: Django Trigger Happy
    repo_url: https://github.com/push-things/django-th
  - name: OpsMop
    repo_url: https://github.com/opsmop/opsmop
    home_url: https://opsmop.io/
    docs_url: https://docs.opsmop.io/
    date_added: 2019-01-23 09:56:00
    desc: Agentless distributed SSH control plane, with a focus on runtime performance and developer efficiency.
    tags:
      - ops
      - linux
      - mac


================================================
FILE: atom.xml
================================================
<?xml version="1.0" encoding="UTF-8"?>
<feed xmlns="http://www.w3.org/2005/Atom" xmlns:sy="http://purl.org/rss/1.0/modules/syndication/" xmlns:media="http://search.yahoo.com/mrss/" xml:lang="en">
  <id>https://github.com/mahmoud/awesome-python-applications</id>
  <title type="text">Awesome Python Applications</title>
  <subtitle type="text">The newest additions to the Awesome Python Applications list.</subtitle>
  <link rel="alternate" type="text/html" href="https://github.com/mahmoud/awesome-python-applications" />
  <link rel="self" type="application/atom+xml" href="https://raw.githubusercontent.com/mahmoud/awesome-python-applications/master/atom.xml" />
  <updated>2025-04-25T17:35:54Z</updated>
  <sy:updatePeriod>hourly</sy:updatePeriod>
  <sy:updateFrequency>1</sy:updateFrequency>

  <rights type="html">CC-BY-SA unless otherwise noted</rights>
  <generator uri="https://github.com/mahmoud/apatite">Apatite 19.0</generator>

  
  <entry>
    <id>https://github.com/harung1993/dollardollar</id>
    <title>DollarDollar Bill Y&#x27;all</title>
    <link rel="alternate" type="text/html" href="https://github.com/harung1993/dollardollar" />
    <published>2025-04-25T10:35:00Z</published>
    <updated>2025-04-25T10:35:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/harung1993/dollardollar">DollarDollar Bill Y&#x27;all</a></strong>: Self-hosted money management and expense splitting web service.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/harung1993/dollardollar'>Repo</a></li>
        <li><a href='https://ddby.finforward.xyz/'>Demo</a></li>
        <li><a href='https://buymeacoffee.com/cCFW6gZz28'>Fund</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/daya0576/beaverhabits</id>
    <title>Beaver Habits</title>
    <link rel="alternate" type="text/html" href="https://github.com/daya0576/beaverhabits" />
    <published>2025-04-25T10:31:00Z</published>
    <updated>2025-04-25T10:31:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/daya0576/beaverhabits">Beaver Habits</a></strong>: Self-hosted habit tracking app without &quot;Goals&quot;.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/daya0576/beaverhabits'>Repo</a></li>
        <li><a href='https://beaverhabits.com/'>Home</a></li>
        <li><a href='https://beaverhabits.com/demo'>Demo</a></li>
        <li><a href='https://buymeacoffee.com/henryzhu'>Fund</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/paul-gauthier/aider</id>
    <title>aider</title>
    <link rel="alternate" type="text/html" href="https://github.com/paul-gauthier/aider" />
    <published>2025-04-25T10:31:00Z</published>
    <updated>2025-04-25T10:31:00Z</updated>
    

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/paul-gauthier/aider">aider</a></strong>: Terminal-based AI pair programming assistant.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/paul-gauthier/aider'>Repo</a></li>
        <li><a href='https://aider.chat/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/napari/napari</id>
    <title>napari</title>
    <link rel="alternate" type="text/html" href="https://github.com/napari/napari" />
    <published>2024-06-29T09:15:00Z</published>
    <updated>2024-06-29T09:15:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/napari/napari">napari</a></strong>: A fast, interactive, multi-dimensional image viewer for annotation and analysis of large images.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/napari/napari'>Repo</a></li>
        <li><a href='https://napari.org/'>Home</a></li>
        <li><a href='https://numfocus.org/donate-to-napari'>Fund</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/makeplane/plane</id>
    <title>Plane</title>
    <link rel="alternate" type="text/html" href="https://github.com/makeplane/plane" />
    <published>2024-06-29T09:11:00Z</published>
    <updated>2024-06-29T09:11:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/makeplane/plane">Plane</a></strong>: Modern, self-hostable issue and product roadmap tracker. An alternative to JIRA, Linear, and Asana.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/makeplane/plane'>Repo</a></li>
        <li><a href='https://plane.so/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/ajslater/codex</id>
    <title>Codex</title>
    <link rel="alternate" type="text/html" href="https://github.com/ajslater/codex" />
    <published>2024-06-29T08:59:00Z</published>
    <updated>2024-06-29T08:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/ajslater/codex">Codex</a></strong>: Self-hostable comic archive browser and reader.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/ajslater/codex'>Repo</a></li>
        <li><a href='https://codex.sl8r.net/r/0/1'>Demo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://gitlab.com/duplicity/duplicity</id>
    <title>Duplicity</title>
    <link rel="alternate" type="text/html" href="https://gitlab.com/duplicity/duplicity" />
    <published>2024-01-30T10:42:00Z</published>
    <updated>2024-01-30T10:42:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://gitlab.com/duplicity/duplicity">Duplicity</a></strong>: Encrypted bandwidth-efficient backup tool, using the rsync algorithm.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://gitlab.com/duplicity/duplicity'>Repo</a></li>
        <li><a href='https://duplicity.us/'>Home</a></li>
        <li><a href='https://duplicity.us/docs.html'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/aimhubio/aim</id>
    <title>Aim</title>
    <link rel="alternate" type="text/html" href="https://github.com/aimhubio/aim" />
    <published>2024-01-27T12:55:00Z</published>
    <updated>2024-01-27T12:55:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/aimhubio/aim">Aim</a></strong>: Aim is a self-hostable machine learning experiment tracker designed to handle 10,000s of training runs.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/aimhubio/aim'>Repo</a></li>
        <li><a href='https://aimstack.io/'>Home</a></li>
        <li><a href='https://aimstack.io/blog'>Blog</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/idank/explainshell</id>
    <title>explainshell.com</title>
    <link rel="alternate" type="text/html" href="https://github.com/idank/explainshell" />
    <published>2024-01-27T12:55:00Z</published>
    <updated>2024-01-27T12:55:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/idank/explainshell">explainshell.com</a></strong>: A web-based tool to match command-line arguments to their man pages and help text.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/idank/explainshell'>Repo</a></li>
        <li><a href='https://www.explainshell.com/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/liberapay/liberapay.com</id>
    <title>liberapay.com</title>
    <link rel="alternate" type="text/html" href="https://github.com/liberapay/liberapay.com" />
    <published>2024-01-27T12:49:00Z</published>
    <updated>2024-01-27T12:49:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/liberapay/liberapay.com">liberapay.com</a></strong>: A recurrent donations platform, formerly known as gittip and gratipay.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/liberapay/liberapay.com'>Repo</a></li>
        <li><a href='https://liberapay.com/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Liberapay'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/mathesar-foundation/mathesar</id>
    <title>Mathesar</title>
    <link rel="alternate" type="text/html" href="https://github.com/mathesar-foundation/mathesar" />
    <published>2024-01-27T12:43:00Z</published>
    <updated>2024-01-27T12:43:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/mathesar-foundation/mathesar">Mathesar</a></strong>: Self-hostable web application which provides a spreadsheet-like interface to a PostgreSQL database, enabling users of all technical skill levels to design data models, enter data, and build reports.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/mathesar-foundation/mathesar'>Repo</a></li>
        <li><a href='https://mathesar.org/?ref=awesome-python-applications'>Home</a></li>
        <li><a href='https://demo.mathesar.org/'>Demo</a></li>
        <li><a href='https://mathesar.org/sponsor.html'>Fund</a></li>
        <li><a href='https://docs.mathesar.org/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/Netflix/dispatch</id>
    <title>Dispatch</title>
    <link rel="alternate" type="text/html" href="https://github.com/Netflix/dispatch" />
    <published>2024-01-27T12:37:00Z</published>
    <updated>2024-01-27T12:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/Netflix/dispatch">Dispatch</a></strong>: Incident management service featuring integrations for notifications and task management. Used at Netflix.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/Netflix/dispatch'>Repo</a></li>
        <li><a href='https://netflixtechblog.com/introducing-dispatch-da4b8a2a8072'>Blog</a></li>
        <li><a href='https://netflix.github.io/dispatch'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/mealie-recipes/mealie</id>
    <title>Mealie</title>
    <link rel="alternate" type="text/html" href="https://github.com/mealie-recipes/mealie" />
    <published>2024-01-27T12:31:00Z</published>
    <updated>2024-01-27T12:31:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/mealie-recipes/mealie">Mealie</a></strong>: Self-hostable recipe management server with rich user interface and automatic backups.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/mealie-recipes/mealie'>Repo</a></li>
        <li><a href='https://mealie.io/'>Home</a></li>
        <li><a href='https://demo.mealie.io/login'>Demo</a></li>
        <li><a href='https://github.com/sponsors/hay-kot'>Fund</a></li>
        <li><a href='https://nightly.mealie.io/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/fossasia/open-event-server</id>
    <title>Open Event Server</title>
    <link rel="alternate" type="text/html" href="https://github.com/fossasia/open-event-server" />
    <published>2024-01-27T12:25:00Z</published>
    <updated>2024-01-27T12:25:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/fossasia/open-event-server">Open Event Server</a></strong>: Enable event organizers to manage events from meetups to concerts to conferences, with support for multiple tracks and venues. Used by [FOSSASIA](https://fossasia.org/) and [eventyay](https://eventyay.com/).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/fossasia/open-event-server'>Repo</a></li>
        <li><a href='https://api.eventyay.com/'>Demo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/pdfarranger/pdfarranger</id>
    <title>PDF Arranger</title>
    <link rel="alternate" type="text/html" href="https://github.com/pdfarranger/pdfarranger" />
    <published>2024-01-27T12:18:00Z</published>
    <updated>2024-01-27T12:18:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/pdfarranger/pdfarranger">PDF Arranger</a></strong>: Merge and split PDF documents, as well as crop and rearrange pages.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/pdfarranger/pdfarranger'>Repo</a></li>
        <li><a href='https://snapcraft.io/pdfarranger'>Snap</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/Tautulli/Tautulli</id>
    <title>Tautulli</title>
    <link rel="alternate" type="text/html" href="https://github.com/Tautulli/Tautulli" />
    <published>2024-01-27T12:14:00Z</published>
    <updated>2024-01-27T12:14:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/Tautulli/Tautulli">Tautulli</a></strong>: Web monitor for Plex Media Server.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/Tautulli/Tautulli'>Repo</a></li>
        <li><a href='https://tautulli.com/'>Home</a></li>
        <li><a href='https://www.patreon.com/Tautulli'>Fund</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/Yelp/detect-secrets</id>
    <title>detect-secrets</title>
    <link rel="alternate" type="text/html" href="https://github.com/Yelp/detect-secrets" />
    <published>2023-03-30T18:10:00Z</published>
    <updated>2023-03-30T18:10:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/Yelp/detect-secrets">detect-secrets</a></strong>: An enterprise-friendly CLI for auditing, detecting, and preventing secrets in code.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/Yelp/detect-secrets'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/pre-commit/pre-commit</id>
    <title>pre-commit</title>
    <link rel="alternate" type="text/html" href="https://github.com/pre-commit/pre-commit" />
    <published>2023-03-30T15:52:00Z</published>
    <updated>2023-03-30T15:52:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/pre-commit/pre-commit">pre-commit</a></strong>: A framework for managing and maintaining multi-language git hooks.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/pre-commit/pre-commit'>Repo</a></li>
        <li><a href='https://pre-commit.com/'>Home</a></li>
        <li><a href='https://pypi.org/project/pre-commit'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/stargatedaw/stargate</id>
    <title>Stargate DAW</title>
    <link rel="alternate" type="text/html" href="https://github.com/stargatedaw/stargate" />
    <published>2023-03-27T23:03:00Z</published>
    <updated>2023-03-27T23:03:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/stargatedaw/stargate">Stargate DAW</a></strong>: All-in-one Digital Audio Workstation (DAW) with a suite of instrument and effect plugins.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/stargatedaw/stargate'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://gitlab.com/fedstoa/moa</id>
    <title>Moa Bridge</title>
    <link rel="alternate" type="text/html" href="https://gitlab.com/fedstoa/moa" />
    <published>2023-01-26T17:04:00Z</published>
    <updated>2023-01-26T17:04:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://gitlab.com/fedstoa/moa">Moa Bridge</a></strong>: A service to cross post [Mastodon](https://github.com/mastodon/mastodon) toots to Twitter and Instagram.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://gitlab.com/fedstoa/moa'>Repo</a></li>
        <li><a href='https://moa.party/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/ocrmypdf/ocrmypdf</id>
    <title>OCRmyPDF</title>
    <link rel="alternate" type="text/html" href="https://github.com/ocrmypdf/ocrmypdf" />
    <published>2022-07-09T22:44:00Z</published>
    <updated>2022-07-09T22:44:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/ocrmypdf/ocrmypdf">OCRmyPDF</a></strong>: Adds an OCR text layer to scanned PDF files, enabling text search and selection.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/ocrmypdf/ocrmypdf'>Repo</a></li>
        <li><a href='https://opencollective.com/james-barlow'>Fund</a></li>
        <li><a href='https://snapcraft.io/ocrmypdf'>Snap</a></li>
        <li><a href='http://ocrmypdf.readthedocs.io/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/PostHog/posthog</id>
    <title>PostHog</title>
    <link rel="alternate" type="text/html" href="https://github.com/PostHog/posthog" />
    <published>2022-07-09T14:09:00Z</published>
    <updated>2022-07-09T14:09:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/PostHog/posthog">PostHog</a></strong>: Self-hostable product analytics for tracking events, visualizing funnels, and much more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/PostHog/posthog'>Repo</a></li>
        <li><a href='https://posthog.com/'>Home</a></li>
        <li><a href='https://posthog.com/docs'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/grafana/oncall</id>
    <title>Grafana OnCall</title>
    <link rel="alternate" type="text/html" href="https://github.com/grafana/oncall" />
    <published>2022-07-09T14:03:00Z</published>
    <updated>2022-07-09T14:03:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/grafana/oncall">Grafana OnCall</a></strong>: Developer-friendly incident response with brilliant Slack integration, with a PagerDuty migration path.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/grafana/oncall'>Repo</a></li>
        <li><a href='https://grafana.com/docs/grafana-cloud/oncall/open-source'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/sqlfluff/sqlfluff</id>
    <title>SQLFluff</title>
    <link rel="alternate" type="text/html" href="https://github.com/sqlfluff/sqlfluff" />
    <published>2021-10-10T22:07:00Z</published>
    <updated>2021-10-10T22:07:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/sqlfluff/sqlfluff">SQLFluff</a></strong>: Dialect-flexible and configurable SQL linter, designed with ELT applications in mind, with support for templating and autofixing errors.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/sqlfluff/sqlfluff'>Repo</a></li>
        <li><a href='https://www.sqlfluff.com/'>Home</a></li>
        <li><a href='https://flattr.com/github/alanmcruickshank'>Fund</a></li>
        <li><a href='https://pypi.org/project/sqlfluff'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/bookwyrm-social/bookwyrm</id>
    <title>Bookwyrm</title>
    <link rel="alternate" type="text/html" href="https://github.com/bookwyrm-social/bookwyrm" />
    <published>2021-09-10T19:51:00Z</published>
    <updated>2021-09-10T19:51:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/bookwyrm-social/bookwyrm">Bookwyrm</a></strong>: Social reading and reviewing, decentralized with ActivityPub.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/bookwyrm-social/bookwyrm'>Repo</a></li>
        <li><a href='https://bookwyrm.social/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://gitlab.com/bramw/baserow</id>
    <title>Baserow</title>
    <link rel="alternate" type="text/html" href="https://gitlab.com/bramw/baserow" />
    <published>2021-04-13T22:17:00Z</published>
    <updated>2021-04-13T22:17:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://gitlab.com/bramw/baserow">Baserow</a></strong>: Web-based no-code persistence platform, like a database meets a spreadsheet, with a REST API.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://gitlab.com/bramw/baserow'>Repo</a></li>
        <li><a href='https://baserow.io/'>Home</a></li>
        <li><a href='https://github.com/bram2w/baserow'>gh</a></li>
        <li><a href='https://baserow.io/docs'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/ajenti/ajenti</id>
    <title>Ajenti</title>
    <link rel="alternate" type="text/html" href="https://github.com/ajenti/ajenti" />
    <published>2020-11-22T00:26:00Z</published>
    <updated>2020-11-22T00:26:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/ajenti/ajenti">Ajenti</a></strong>: Web-base server admin panel for fast, extensible remote access, featuring a web terminal, text editor, file manager, and more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/ajenti/ajenti'>Repo</a></li>
        <li><a href='https://ajenti.org/'>Home</a></li>
        <li><a href='https://pypi.org/project/ajenti-panel'>PyPI</a></li>
        <li><a href='http://docs.ajenti.org/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/docker/compose</id>
    <title>Docker Compose</title>
    <link rel="alternate" type="text/html" href="https://github.com/docker/compose" />
    <published>2020-11-21T16:41:00Z</published>
    <updated>2020-11-21T16:41:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/docker/compose">Docker Compose</a></strong>: Docker Compose is a tool for defining and running multi-container Docker applications.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/docker/compose'>Repo</a></li>
        <li><a href='https://docs.docker.com/compose'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/spack/spack</id>
    <title>Spack</title>
    <link rel="alternate" type="text/html" href="https://github.com/spack/spack" />
    <published>2020-10-11T00:06:00Z</published>
    <updated>2020-10-11T00:06:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/spack/spack">Spack</a></strong>: Language-independent package manager for supercomputers, Mac, and Linux, designed for scientific computing.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/spack/spack'>Repo</a></li>
        <li><a href='https://spack.io/'>Home</a></li>
        <li><a href='https://spack.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/galaxyproject/galaxy</id>
    <title>Galaxy</title>
    <link rel="alternate" type="text/html" href="https://github.com/galaxyproject/galaxy" />
    <published>2020-10-10T23:41:00Z</published>
    <updated>2020-10-10T23:41:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/galaxyproject/galaxy">Galaxy</a></strong>: Web-based platform for reproducible and transparent computational research, with a focus on bioinformatics.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/galaxyproject/galaxy'>Repo</a></li>
        <li><a href='https://galaxyproject.org/'>Home</a></li>
        <li><a href='https://galaxyproject.org/docs'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/buffer/thug</id>
    <title>Thug</title>
    <link rel="alternate" type="text/html" href="https://github.com/buffer/thug" />
    <published>2020-08-24T12:02:00Z</published>
    <updated>2020-08-24T12:02:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/buffer/thug">Thug</a></strong>: Low-interaction honeyclient designed to mimic the behavior of a web browser in order to detect and emulate malicious contents.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/buffer/thug'>Repo</a></li>
        <li><a href='https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&amp;hosted_button_id=XTDF8AHJ28CXY'>Fund</a></li>
        <li><a href='https://pypi.org/project/thug'>PyPI</a></li>
        <li><a href='https://thug-honeyclient.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/citronneur/rdpy</id>
    <title>RDPY</title>
    <link rel="alternate" type="text/html" href="https://github.com/citronneur/rdpy" />
    <published>2020-08-24T11:37:00Z</published>
    <updated>2020-08-24T11:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/citronneur/rdpy">RDPY</a></strong>: An implementation of the Microsoft Remote Desktop Protocol built on Twisted, including applications for client use, MITM proxy, and Honeypot server.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/citronneur/rdpy'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/spacesiren/spacesiren</id>
    <title>SpaceSiren</title>
    <link rel="alternate" type="text/html" href="https://github.com/spacesiren/spacesiren" />
    <published>2020-08-24T11:24:00Z</published>
    <updated>2020-08-24T11:24:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/spacesiren/spacesiren">SpaceSiren</a></strong>: Honeypot management and alert system for AWS tokens, with a fully serverless architecture.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/spacesiren/spacesiren'>Repo</a></li>
        <li><a href='https://github.com/spacesiren/spacesiren/blob/master/docs/getting-started.md'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/jarun/buku</id>
    <title>buku</title>
    <link rel="alternate" type="text/html" href="https://github.com/jarun/buku" />
    <published>2020-08-04T00:15:00Z</published>
    <updated>2020-08-04T00:15:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/jarun/buku">buku</a></strong>: Browser-independent bookmark manager with CLI and web server frontends, with integrations for browsers, cloud-based bookmark managers, and emacs.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/jarun/buku'>Repo</a></li>
        <li><a href='https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&amp;hosted_button_id=RMLTQ76JSXJ4Q'>Fund</a></li>
        <li><a href='https://github.com/jarun/buku/wiki'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/dbcli/mycli</id>
    <title>mycli</title>
    <link rel="alternate" type="text/html" href="https://github.com/dbcli/mycli" />
    <published>2020-04-11T01:53:00Z</published>
    <updated>2020-04-11T01:53:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/dbcli/mycli">mycli</a></strong>: Interactive MySQL client that does auto-completion and syntax highlighting.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/dbcli/mycli'>Repo</a></li>
        <li><a href='https://www.mycli.net/'>Home</a></li>
        <li><a href='https://pypi.python.org/pypi/mycli'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/freelawproject/courtlistener</id>
    <title>CourtListener</title>
    <link rel="alternate" type="text/html" href="https://github.com/freelawproject/courtlistener" />
    <published>2020-04-04T23:59:00Z</published>
    <updated>2020-04-04T23:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/freelawproject/courtlistener">CourtListener</a></strong>: Web application which provides a graph-based search interface and API with 900,000 minutes of oral argument recordings, more than eight thousand judges, and more than three million opinions. Also powers [RECAP search](https://www.courtlistener.com/recap/).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/freelawproject/courtlistener'>Repo</a></li>
        <li><a href='https://www.courtlistener.com/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Free_Law_Project'>WP</a></li>
        <li><a href='https://free.law/donate'>Fund</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/kevoreilly/CAPEv2</id>
    <title>CAPEv2</title>
    <link rel="alternate" type="text/html" href="https://github.com/kevoreilly/CAPEv2" />
    <published>2020-03-17T01:20:00Z</published>
    <updated>2020-03-17T01:20:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/kevoreilly/CAPEv2">CAPEv2</a></strong>: Web application designed to automate malware analysis, with a goal of extracting payloads and configuration from uploaded artifacts.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/kevoreilly/CAPEv2'>Repo</a></li>
        <li><a href='https://www.capesandbox.com/'>Demo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/ChrisKnott/Algojammer</id>
    <title>Algojammer</title>
    <link rel="alternate" type="text/html" href="https://github.com/ChrisKnott/Algojammer" />
    <published>2020-01-28T09:50:00Z</published>
    <updated>2020-01-28T09:50:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/ChrisKnott/Algojammer">Algojammer</a></strong>: An experimental, proof-of-concept IDE to assist with algorithm-writing in a competition setting.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/ChrisKnott/Algojammer'>Repo</a></li>
        <li><a href='https://www.youtube.com/watch?v=9XPE4uT0AdE'>Demo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/lanmaster53/recon-ng</id>
    <title>Recon-ng</title>
    <link rel="alternate" type="text/html" href="https://github.com/lanmaster53/recon-ng" />
    <published>2020-01-13T18:22:00Z</published>
    <updated>2020-01-13T18:22:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/lanmaster53/recon-ng">Recon-ng</a></strong>: Recon-ng is a full-featured reconnaissance framework providing a powerful environment to conduct open source web-based reconnaissance quickly and thoroughly.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/lanmaster53/recon-ng'>Repo</a></li>
        <li><a href='https://github.com/lanmaster53/recon-ng'>Home</a></li>
        <li><a href='https://github.com/lanmaster53/recon-ng/wiki'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/CTFd/CTFd</id>
    <title>CTFd</title>
    <link rel="alternate" type="text/html" href="https://github.com/CTFd/CTFd" />
    <published>2020-01-12T03:28:00Z</published>
    <updated>2020-01-12T03:28:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/CTFd/CTFd">CTFd</a></strong>: CTFd is a Capture The Flag framework focusing on ease of use and customizability. It comes with everything you need to run a CTF and it&#x27;s easy to customize with plugins and themes.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/CTFd/CTFd'>Repo</a></li>
        <li><a href='https://ctfd.io/'>Home</a></li>
        <li><a href='https://github.com/CTFd/CTFd/wiki'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/bugy/script-server</id>
    <title>Script Server</title>
    <link rel="alternate" type="text/html" href="https://github.com/bugy/script-server" />
    <published>2020-01-07T22:48:00Z</published>
    <updated>2020-01-07T22:48:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/bugy/script-server">Script Server</a></strong>: Turn scripts into interactive, validated, authenticated, auditable web UIs, without modifying the scripts.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/bugy/script-server'>Repo</a></li>
        <li><a href='https://script-server.net/'>Demo</a></li>
        <li><a href='https://github.com/bugy/script-server/wiki'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/the-paperless-project/paperless</id>
    <title>Paperless</title>
    <link rel="alternate" type="text/html" href="https://github.com/the-paperless-project/paperless" />
    <published>2020-01-07T22:37:00Z</published>
    <updated>2020-01-07T22:37:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/the-paperless-project/paperless">Paperless</a></strong>: Scan, index, and archive all of your paper documents. Supports OCR, tags, search, encryption and more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/the-paperless-project/paperless'>Repo</a></li>
        <li><a href='https://paperless.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/GNS3/gns3-gui</id>
    <title>GNS3 GUI</title>
    <link rel="alternate" type="text/html" href="https://github.com/GNS3/gns3-gui" />
    <published>2019-11-13T18:53:00Z</published>
    <updated>2019-11-13T18:53:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/GNS3/gns3-gui">GNS3 GUI</a></strong>: Graphical Network Simulator used to emulate, configure, test and troubleshoot virtual and real networks. (Backed by server component [here](https://github.com/GNS3/gns3-server).)</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/GNS3/gns3-gui'>Repo</a></li>
        <li><a href='https://www.gns3.com/'>Home</a></li>
        <li><a href='https://pypi.org/project/gns3-gui'>PyPI</a></li>
        <li><a href='https://docs.gns3.com/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/zopefoundation/ZEO</id>
    <title>ZEO</title>
    <link rel="alternate" type="text/html" href="https://github.com/zopefoundation/ZEO" />
    <published>2019-11-13T18:42:00Z</published>
    <updated>2019-11-13T18:42:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/zopefoundation/ZEO">ZEO</a></strong>: Server and client providing [ZODB](http://www.zodb.org/)-based storage over the network.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/zopefoundation/ZEO'>Repo</a></li>
        <li><a href='https://pypi.org/project/ZEO'>PyPI</a></li>
        <li><a href='https://zope.readthedocs.io/en/latest/zopebook/ZEO.html'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/hynek/doc2dash</id>
    <title>doc2dash</title>
    <link rel="alternate" type="text/html" href="https://github.com/hynek/doc2dash" />
    <published>2019-11-13T18:33:00Z</published>
    <updated>2019-11-13T18:33:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/hynek/doc2dash">doc2dash</a></strong>: Extensible CLI-based [Documentation Set](https://developer.apple.com/library/archive/documentation/DeveloperTools/Conceptual/Documentation_Sets/010-Overview_of_Documentation_Sets/docset_overview.html#//apple_ref/doc/uid/TP40005266-CH13-SW6) generator intended for use with [Dash.app](https://kapeli.com/dash/) and [other](https://velocity.silverlakesoftware.com/) [compatible](https://github.com/dash-docs-el/helm-dash) [API browsers](https://zealdocs.org/).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/hynek/doc2dash'>Repo</a></li>
        <li><a href='https://doc2dash.readthedocs.io/'>Home</a></li>
        <li><a href='https://pypi.org/project/doc2dash'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/fnielsen/scholia</id>
    <title>Scholia</title>
    <link rel="alternate" type="text/html" href="https://github.com/fnielsen/scholia" />
    <published>2019-11-13T18:24:00Z</published>
    <updated>2019-11-13T18:24:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/fnielsen/scholia">Scholia</a></strong>: Python package and web application for interacting with scholarly information on [Wikidata](https://www.wikidata.org/).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/fnielsen/scholia'>Repo</a></li>
        <li><a href='https://scholia.toolforge.org/'>Home</a></li>
        <li><a href='https://www.wikidata.org/wiki/Wikidata%3AScholia'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/whipper-team/whipper</id>
    <title>Whipper</title>
    <link rel="alternate" type="text/html" href="https://github.com/whipper-team/whipper" />
    <published>2019-11-13T11:20:00Z</published>
    <updated>2019-11-13T11:20:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/whipper-team/whipper">Whipper</a></strong>: A CLI-based CD Audio ripper designed for accuracy over speed, with support for overriding hardware caches, accuracy verification, MusicBrainz metadata lookup, hidden tracks, FLAC, and much more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/whipper-team/whipper'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/VIDA-NYU/reprozip</id>
    <title>ReproZip</title>
    <link rel="alternate" type="text/html" href="https://github.com/VIDA-NYU/reprozip" />
    <published>2019-11-13T10:04:00Z</published>
    <updated>2019-11-13T10:04:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/VIDA-NYU/reprozip">ReproZip</a></strong>: Command-line tool which automatically builds reproducible experiments archives from console commands, designed for use in computational science.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/VIDA-NYU/reprozip'>Repo</a></li>
        <li><a href='https://www.reprozip.org/'>Home</a></li>
        <li><a href='https://examples.reprozip.org/'>Demo</a></li>
        <li><a href='https://pypi.org/project/reprozip'>PyPI</a></li>
        <li><a href='https://docs.reprozip.org/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/alcarithemad/zfsp</id>
    <title>ZFSp</title>
    <link rel="alternate" type="text/html" href="https://github.com/alcarithemad/zfsp" />
    <published>2019-11-13T09:59:00Z</published>
    <updated>2019-11-13T09:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/alcarithemad/zfsp">ZFSp</a></strong>: A reverse-engineered [ZFS](https://en.wikipedia.org/wiki/ZFS) implementation, written in Python, without reading the original C.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/alcarithemad/zfsp'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://gitlab.gnome.org/GNOME/jhbuild</id>
    <title>JHBuild</title>
    <link rel="alternate" type="text/html" href="https://gitlab.gnome.org/GNOME/jhbuild" />
    <published>2019-11-13T09:55:00Z</published>
    <updated>2019-11-13T09:55:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://gitlab.gnome.org/GNOME/jhbuild">JHBuild</a></strong>: Tool designed to ease building collections of packages, originally written to build the GNOME desktop from sources.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://gitlab.gnome.org/GNOME/jhbuild'>Repo</a></li>
        <li><a href='https://wiki.gnome.org/Projects/Jhbuild'>Home</a></li>
        <li><a href='https://github.com/GNOME/jhbuild'>gh</a></li>
        <li><a href='https://developer.gnome.org/jhbuild/stable/getting-started.html.en'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/jazzband/pip-tools</id>
    <title>pip-tools</title>
    <link rel="alternate" type="text/html" href="https://github.com/jazzband/pip-tools" />
    <published>2019-11-13T09:43:00Z</published>
    <updated>2019-11-13T09:43:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/jazzband/pip-tools">pip-tools</a></strong>: A set of command line tools to help you keep your pip-based packages fresh, even when you&#x27;ve pinned them.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/jazzband/pip-tools'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/nuxeo/nuxeo-drive</id>
    <title>Nuxeo Drive</title>
    <link rel="alternate" type="text/html" href="https://github.com/nuxeo/nuxeo-drive" />
    <published>2019-10-31T20:21:00Z</published>
    <updated>2019-10-31T20:21:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/nuxeo/nuxeo-drive">Nuxeo Drive</a></strong>: Cross-platform desktop synchronization client for the Nuxeo platform.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/nuxeo/nuxeo-drive'>Repo</a></li>
        <li><a href='https://www.nuxeo.com/products/drive-desktop-sync'>Home</a></li>
        <li><a href='https://doc.nuxeo.com/client-apps/nuxeo-drive'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/mlflow/mlflow</id>
    <title>MLflow</title>
    <link rel="alternate" type="text/html" href="https://github.com/mlflow/mlflow" />
    <published>2019-10-29T17:46:00Z</published>
    <updated>2019-10-29T17:46:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/mlflow/mlflow">MLflow</a></strong>: Integrated command-line application and web service, supporting an end-to-end machine-learning workflow around tracking, packaging, and deploying. Developed by [Databricks](https://docs.databricks.com/applications/mlflow/index.html).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/mlflow/mlflow'>Repo</a></li>
        <li><a href='https://mlflow.org/'>Home</a></li>
        <li><a href='https://mlflow.org/docs/latest/index.html'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/Ultimaker/Cura</id>
    <title>Cura</title>
    <link rel="alternate" type="text/html" href="https://github.com/Ultimaker/Cura" />
    <published>2019-10-29T17:37:00Z</published>
    <updated>2019-10-29T17:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/Ultimaker/Cura">Cura</a></strong>: Popular desktop software for preparation and control of 3D printing, integrated with CAD workflows.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/Ultimaker/Cura'>Repo</a></li>
        <li><a href='https://ultimaker.com/software/ultimaker-cura'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Cura_%28software%29'>WP</a></li>
        <li><a href='https://ultimaker.com/en/resources/manuals/software'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/saulpw/visidata</id>
    <title>VisiData</title>
    <link rel="alternate" type="text/html" href="https://github.com/saulpw/visidata" />
    <published>2019-10-29T10:00:00Z</published>
    <updated>2019-10-29T10:00:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/saulpw/visidata">VisiData</a></strong>: Interactive multitool for exploring, analyzing, and converting datasets in the terminal.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/saulpw/visidata'>Repo</a></li>
        <li><a href='https://visidata.org/'>Home</a></li>
        <li><a href='https://patreon.com/saulpw'>Fund</a></li>
        <li><a href='https://pypi.org/project/visidata'>PyPI</a></li>
        <li><a href='https://visidata.org/docs'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/apache/airflow</id>
    <title>Airflow</title>
    <link rel="alternate" type="text/html" href="https://github.com/apache/airflow" />
    <published>2019-10-22T07:00:00Z</published>
    <updated>2019-10-22T07:00:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/apache/airflow">Airflow</a></strong>: A platform to programmatically author, schedule and monitor workflows.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/apache/airflow'>Repo</a></li>
        <li><a href='https://airflow.apache.org/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/typemytype/drawbot</id>
    <title>DrawBot</title>
    <link rel="alternate" type="text/html" href="https://github.com/typemytype/drawbot" />
    <published>2019-10-18T15:28:00Z</published>
    <updated>2019-10-18T15:28:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/typemytype/drawbot">DrawBot</a></strong>: A powerful programmatic 2D drawing application for MacOS X which generates graphics from Python scripts.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/typemytype/drawbot'>Repo</a></li>
        <li><a href='http://www.drawbot.com/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/DrawBot'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/StevenBlack/hosts</id>
    <title>hosts</title>
    <link rel="alternate" type="text/html" href="https://github.com/StevenBlack/hosts" />
    <published>2019-10-18T14:45:00Z</published>
    <updated>2019-10-18T14:45:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/StevenBlack/hosts">hosts</a></strong>: Command-line application which merges reputable [hosts files](https://en.wikipedia.org/wiki/Hosts_(file)) with deduplication for the purpose of blocking undesirable websites via DNS blackhole.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/StevenBlack/hosts'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/jakubroztocil/httpie</id>
    <title>httpie</title>
    <link rel="alternate" type="text/html" href="https://github.com/jakubroztocil/httpie" />
    <published>2019-10-10T23:15:00Z</published>
    <updated>2019-10-10T23:15:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/jakubroztocil/httpie">httpie</a></strong>: Command-line HTTP client with JSON support, syntax highlighting, wget-like downloads, extensions, and more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/jakubroztocil/httpie'>Repo</a></li>
        <li><a href='https://httpie.org/'>Home</a></li>
        <li><a href='https://pypi.org/project/httpie'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/gtimelog/gtimelog</id>
    <title>GTimeLog</title>
    <link rel="alternate" type="text/html" href="https://github.com/gtimelog/gtimelog" />
    <published>2019-10-10T23:15:00Z</published>
    <updated>2019-10-10T23:15:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/gtimelog/gtimelog">GTimeLog</a></strong>: Desktop-based time tracker with support for logging billable/non-billable work.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/gtimelog/gtimelog'>Repo</a></li>
        <li><a href='https://gtimelog.org/'>Home</a></li>
        <li><a href='https://ko-fi.com/mgedmin'>Fund</a></li>
        <li><a href='https://gtimelog.org/docs.html'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/pydoit/doit</id>
    <title>doit</title>
    <link rel="alternate" type="text/html" href="https://github.com/pydoit/doit" />
    <published>2019-10-10T23:15:00Z</published>
    <updated>2019-10-10T23:15:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/pydoit/doit">doit</a></strong>: Command-line task management and automation tool, with directives written in Python.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/pydoit/doit'>Repo</a></li>
        <li><a href='https://pydoit.org/'>Home</a></li>
        <li><a href='https://opencollective.com/doit'>Fund</a></li>
        <li><a href='https://pydoit.org/contents.html'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/sloria/doitlive</id>
    <title>doitlive</title>
    <link rel="alternate" type="text/html" href="https://github.com/sloria/doitlive" />
    <published>2019-10-10T23:15:00Z</published>
    <updated>2019-10-10T23:15:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/sloria/doitlive">doitlive</a></strong>: Tool for live presentations in the terminal.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/sloria/doitlive'>Repo</a></li>
        <li><a href='https://pypi.org/project/doitlive'>PyPI</a></li>
        <li><a href='https://doitlive.readthedocs.io/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/jhpyle/docassemble</id>
    <title>Docassemble</title>
    <link rel="alternate" type="text/html" href="https://github.com/jhpyle/docassemble" />
    <published>2019-10-10T13:06:00Z</published>
    <updated>2019-10-10T13:06:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/jhpyle/docassemble">Docassemble</a></strong>: Platform for creating mobile-friendly web-based interviews, collecting responses, and much more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/jhpyle/docassemble'>Repo</a></li>
        <li><a href='https://docassemble.org/'>Home</a></li>
        <li><a href='https://docassemble.org/docs.html'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/grow/grow</id>
    <title>Grow</title>
    <link rel="alternate" type="text/html" href="https://github.com/grow/grow" />
    <published>2019-10-10T12:59:00Z</published>
    <updated>2019-10-10T12:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/grow/grow">Grow</a></strong>: Static site generator optimized for building interactive, localized microsites, with a focus on workflow and maintainability.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/grow/grow'>Repo</a></li>
        <li><a href='https://grow.io/'>Home</a></li>
        <li><a href='https://pypi.org/project/grow'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://gitlab.com/remram44/taguette</id>
    <title>Taguette</title>
    <link rel="alternate" type="text/html" href="https://gitlab.com/remram44/taguette" />
    <published>2019-10-10T12:43:00Z</published>
    <updated>2019-10-10T12:43:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://gitlab.com/remram44/taguette">Taguette</a></strong>: Web-based qualitative research tool supporting importing, tagging, highlighting, and exporting many document formats.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://gitlab.com/remram44/taguette'>Repo</a></li>
        <li><a href='https://www.taguette.org/'>Home</a></li>
        <li><a href='https://github.com/remram44/taguette'>gh</a></li>
        <li><a href='https://pypi.org/project/taguette'>PyPI</a></li>
        <li><a href='https://www.taguette.org/getting-started.html'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://gitlab.gnome.org/Infrastructure/extensions-web</id>
    <title>SweetTooth Web</title>
    <link rel="alternate" type="text/html" href="https://gitlab.gnome.org/Infrastructure/extensions-web" />
    <published>2019-10-10T12:29:00Z</published>
    <updated>2019-10-10T12:29:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://gitlab.gnome.org/Infrastructure/extensions-web">SweetTooth Web</a></strong>: The web store for extensions to the [GNOME](https://en.wikipedia.org/wiki/GNOME) desktop environment, supporting adding and updating extensions directly from the browser.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://gitlab.gnome.org/Infrastructure/extensions-web'>Repo</a></li>
        <li><a href='https://extensions.gnome.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/conan-io/conan</id>
    <title>Conan</title>
    <link rel="alternate" type="text/html" href="https://github.com/conan-io/conan" />
    <published>2019-10-10T10:00:00Z</published>
    <updated>2019-10-10T10:00:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/conan-io/conan">Conan</a></strong>: Decentralized package manager for binary package management, targeted at C/C++ developers.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/conan-io/conan'>Repo</a></li>
        <li><a href='https://conan.io/'>Home</a></li>
        <li><a href='https://docs.conan.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/privacyidea/privacyidea</id>
    <title>privacyIDEA</title>
    <link rel="alternate" type="text/html" href="https://github.com/privacyidea/privacyidea" />
    <published>2019-10-06T20:15:00Z</published>
    <updated>2019-10-06T20:15:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/privacyidea/privacyidea">privacyIDEA</a></strong>: A multi factor authentication server running on premises, supporting many different token types and allowing authentication via REST API, RADIUS, PAM, Windows Credential Provider, SAML, OpenID Connect.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/privacyidea/privacyidea'>Repo</a></li>
        <li><a href='https://privacyidea.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/PrivacyIDEA'>WP</a></li>
        <li><a href='https://privacyidea.readthedocs.io/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/bfontaine/term2048</id>
    <title>term2048</title>
    <link rel="alternate" type="text/html" href="https://github.com/bfontaine/term2048" />
    <published>2019-10-01T22:06:00Z</published>
    <updated>2019-10-01T22:06:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/bfontaine/term2048">term2048</a></strong>: TUI version of [2048](http://gabrielecirulli.github.io/2048/).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/bfontaine/term2048'>Repo</a></li>
        <li><a href='https://pypi.python.org/pypi/term2048'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/otsaloma/nfoview</id>
    <title>NFO Viewer</title>
    <link rel="alternate" type="text/html" href="https://github.com/otsaloma/nfoview" />
    <published>2019-10-01T21:58:00Z</published>
    <updated>2019-10-01T21:58:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/otsaloma/nfoview">NFO Viewer</a></strong>: A simple viewer for NFO files and the ASCII art therein, with preset fonts, encodings, automatic window sizing, and clickable hyperlinks.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/otsaloma/nfoview'>Repo</a></li>
        <li><a href='https://otsaloma.io/nfoview'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/HenriWahl/Nagstamon</id>
    <title>Nagstamon</title>
    <link rel="alternate" type="text/html" href="https://github.com/HenriWahl/Nagstamon" />
    <published>2019-10-01T21:51:00Z</published>
    <updated>2019-10-01T21:51:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/HenriWahl/Nagstamon">Nagstamon</a></strong>: Status monitor for the desktop, with support for Nagios, Icinga, Opsview, and more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/HenriWahl/Nagstamon'>Repo</a></li>
        <li><a href='https://nagstamon.ifw-dresden.de/'>Home</a></li>
        <li><a href='https://nagstamon.ifw-dresden.de/docs'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/cython/cython</id>
    <title>Cython</title>
    <link rel="alternate" type="text/html" href="https://github.com/cython/cython" />
    <published>2019-10-01T21:48:00Z</published>
    <updated>2019-10-01T21:48:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/cython/cython">Cython</a></strong>: Language and compiler designed for high-performance Python and C interoperability.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/cython/cython'>Repo</a></li>
        <li><a href='https://cython.org/'>Home</a></li>
        <li><a href='https://pypi.org/project/cython'>PyPI</a></li>
        <li><a href='http://docs.cython.org/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/Backblaze/B2_Command_Line_Tool</id>
    <title>B2</title>
    <link rel="alternate" type="text/html" href="https://github.com/Backblaze/B2_Command_Line_Tool" />
    <published>2019-10-01T21:44:00Z</published>
    <updated>2019-10-01T21:44:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/Backblaze/B2_Command_Line_Tool">B2</a></strong>: Command-line tool that gives easy access to all of the capabilities of Backblaze&#x27;s [B2 Cloud Storage](https://www.backblaze.com/b2/cloud-storage.html).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/Backblaze/B2_Command_Line_Tool'>Repo</a></li>
        <li><a href='https://pypi.python.org/pypi/b2'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/snapcore/snapcraft</id>
    <title>Snapcraft</title>
    <link rel="alternate" type="text/html" href="https://github.com/snapcore/snapcraft" />
    <published>2019-10-01T21:40:00Z</published>
    <updated>2019-10-01T21:40:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/snapcore/snapcraft">Snapcraft</a></strong>: A command-line tool to package, distribute, and update apps for Linux and IoT using containerization, developed by Canonical.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/snapcore/snapcraft'>Repo</a></li>
        <li><a href='https://snapcraft.io/'>Home</a></li>
        <li><a href='https://snapcraft.io/docs'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/borgbase/vorta</id>
    <title>Vorta</title>
    <link rel="alternate" type="text/html" href="https://github.com/borgbase/vorta" />
    <published>2019-10-01T21:35:00Z</published>
    <updated>2019-10-01T21:35:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/borgbase/vorta">Vorta</a></strong>: GUI backup client built on top of [BorgBackup](https://borgbackup.readthedocs.io/).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/borgbase/vorta'>Repo</a></li>
        <li><a href='https://vorta.borgbase.com/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://launchpad.net/launchpad</id>
    <title>Launchpad</title>
    <link rel="alternate" type="text/html" href="https://launchpad.net/launchpad" />
    <published>2019-10-01T21:32:00Z</published>
    <updated>2019-10-01T21:32:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://launchpad.net/launchpad">Launchpad</a></strong>: Software forge designed and run by Canonical, with support for Git and [Bazaar](https://en.wikipedia.org/wiki/GNU_Bazaar).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://launchpad.net/launchpad'>Repo</a></li>
        <li><a href='https://launchpad.net/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Launchpad_%28website%29'>WP</a></li>
        <li><a href='https://dev.launchpad.net/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/platformio/platformio-core</id>
    <title>PlatformIO Core</title>
    <link rel="alternate" type="text/html" href="https://github.com/platformio/platformio-core" />
    <published>2019-10-01T21:22:00Z</published>
    <updated>2019-10-01T21:22:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/platformio/platformio-core">PlatformIO Core</a></strong>: Multiplatform CLI build system and library manager for IoT development.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/platformio/platformio-core'>Repo</a></li>
        <li><a href='https://platformio.org/'>Home</a></li>
        <li><a href='https://platformio.org/donate?utm_source=github&amp;utm_medium=core'>Fund</a></li>
        <li><a href='https://pypi.org/project/platformio'>PyPI</a></li>
        <li><a href='https://docs.platformio.org/en/latest?utm_source=github&amp;utm_medium=core'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/retext-project/retext</id>
    <title>ReText</title>
    <link rel="alternate" type="text/html" href="https://github.com/retext-project/retext" />
    <published>2019-10-01T21:08:00Z</published>
    <updated>2019-10-01T21:08:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/retext-project/retext">ReText</a></strong>: Simple but powerful editor for Markdown and reStructuredText markup languages.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/retext-project/retext'>Repo</a></li>
        <li><a href='https://pypi.org/project/ReText'>PyPI</a></li>
        <li><a href='https://github.com/retext-project/retext/wiki'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/s3ql/s3ql</id>
    <title>s3ql</title>
    <link rel="alternate" type="text/html" href="https://github.com/s3ql/s3ql" />
    <published>2019-10-01T21:04:00Z</published>
    <updated>2019-10-01T21:04:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/s3ql/s3ql">s3ql</a></strong>: A standards-conforming, full-featured UNIX filesystem for cloud-based storage services (S3, Google Storage, OpenStack), supporting compression, encryption, deduplication, snapshotting, and more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/s3ql/s3ql'>Repo</a></li>
        <li><a href='http://www.rath.org/s3ql-docs/index.html'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/sdg-mit/gitless</id>
    <title>Gitless</title>
    <link rel="alternate" type="text/html" href="https://github.com/sdg-mit/gitless" />
    <published>2019-10-01T20:58:00Z</published>
    <updated>2019-10-01T20:58:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/sdg-mit/gitless">Gitless</a></strong>: Simple version control system built on top of Git.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/sdg-mit/gitless'>Repo</a></li>
        <li><a href='https://gitless.com/'>Home</a></li>
        <li><a href='https://pypi.org/project/gitless'>PyPI</a></li>
        <li><a href='https://gitless.com/#documentation'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/overhangio/tutor</id>
    <title>Tutor</title>
    <link rel="alternate" type="text/html" href="https://github.com/overhangio/tutor" />
    <published>2019-10-01T20:36:00Z</published>
    <updated>2019-10-01T20:36:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/overhangio/tutor">Tutor</a></strong>: Docker-based Open edX distribution, both for production and local development, with a goal of easing deployment, customization, upgrading, and scaling.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/overhangio/tutor'>Repo</a></li>
        <li><a href='https://docs.tutor.overhang.io/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/gridsync/gridsync</id>
    <title>Gridsync</title>
    <link rel="alternate" type="text/html" href="https://github.com/gridsync/gridsync" />
    <published>2019-10-01T20:33:00Z</published>
    <updated>2019-10-01T20:33:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/gridsync/gridsync">Gridsync</a></strong>: Cross-platform GUI built to synchronize local directories with Tahoe-LAFS storage grids.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/gridsync/gridsync'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/arsenetar/dupeguru</id>
    <title>dupeGuru</title>
    <link rel="alternate" type="text/html" href="https://github.com/arsenetar/dupeguru" />
    <published>2019-10-01T20:18:00Z</published>
    <updated>2019-10-01T20:18:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/arsenetar/dupeguru">dupeGuru</a></strong>: Cross-platform GUI tool to find duplicate files.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/arsenetar/dupeguru'>Repo</a></li>
        <li><a href='https://dupeguru.voltaicideas.net/'>Home</a></li>
        <li><a href='https://dupeguru.voltaicideas.net/help/en'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/delmic/odemis</id>
    <title>odemis</title>
    <link rel="alternate" type="text/html" href="https://github.com/delmic/odemis" />
    <published>2019-10-01T18:55:00Z</published>
    <updated>2019-10-01T18:55:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/delmic/odemis">odemis</a></strong>: Desktop imaging workflow software for Delmic microscopes, supporting autofocus, coordinate history, and OME-TIFF and HDF5 export.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/delmic/odemis'>Repo</a></li>
        <li><a href='https://www.delmic.com/microscopy-software-odemis'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/chanzuckerberg/cellxgene</id>
    <title>cellxgene</title>
    <link rel="alternate" type="text/html" href="https://github.com/chanzuckerberg/cellxgene" />
    <published>2019-10-01T18:39:00Z</published>
    <updated>2019-10-01T18:39:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/chanzuckerberg/cellxgene">cellxgene</a></strong>: Web-based interactive explorer for single-cell transcriptomics data.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/chanzuckerberg/cellxgene'>Repo</a></li>
        <li><a href='https://chanzuckerberg.github.io/cellxgene'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/usnistgov/mosaic</id>
    <title>Mosaic</title>
    <link rel="alternate" type="text/html" href="https://github.com/usnistgov/mosaic" />
    <published>2019-10-01T18:32:00Z</published>
    <updated>2019-10-01T18:32:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/usnistgov/mosaic">Mosaic</a></strong>: Desktop-based single molecule analysis toolbox that automatically decodes multi-state nanopore data.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/usnistgov/mosaic'>Repo</a></li>
        <li><a href='https://pages.nist.gov/mosaic'>Home</a></li>
        <li><a href='https://pages.nist.gov/mosaic/html/index.html'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/ctxis/CAPE</id>
    <title>CAPE</title>
    <link rel="alternate" type="text/html" href="https://github.com/ctxis/CAPE" />
    <published>2019-10-01T18:01:00Z</published>
    <updated>2019-10-01T18:01:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/ctxis/CAPE">CAPE</a></strong>: Web application designed to automate malware analysis, succeeded by [CAPEv2](https://github.com/kevoreilly/CAPEv2).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/ctxis/CAPE'>Repo</a></li>
        <li><a href='https://cape.contextis.com/submit'>Demo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/malwaredllc/byob</id>
    <title>BYOB (Build Your Own Botnet)</title>
    <link rel="alternate" type="text/html" href="https://github.com/malwaredllc/byob" />
    <published>2019-10-01T17:51:00Z</published>
    <updated>2019-10-01T17:51:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/malwaredllc/byob">BYOB (Build Your Own Botnet)</a></strong>: Client-server framework (RAT and C2 server) for security researchers to build and operate basic botnets.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/malwaredllc/byob'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/google/grr</id>
    <title>GRR Rapid Response</title>
    <link rel="alternate" type="text/html" href="https://github.com/google/grr" />
    <published>2019-10-01T14:50:00Z</published>
    <updated>2019-10-01T14:50:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/google/grr">GRR Rapid Response</a></strong>: Server-agent system focused on remote live forensics for quick, browser-based triage and analysis of attacks on fleets of machines, with agent support for Linux, Windows, and OS X.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/google/grr'>Repo</a></li>
        <li><a href='https://grr-doc.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/BasioMeusPuga/Lector</id>
    <title>Lector</title>
    <link rel="alternate" type="text/html" href="https://github.com/BasioMeusPuga/Lector" />
    <published>2019-10-01T14:41:00Z</published>
    <updated>2019-10-01T14:41:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/BasioMeusPuga/Lector">Lector</a></strong>: Desktop ebook reader and browser, with support for many formats, including comic book archives.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/BasioMeusPuga/Lector'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/evilhero/mylar</id>
    <title>Mylar</title>
    <link rel="alternate" type="text/html" href="https://github.com/evilhero/mylar" />
    <published>2019-10-01T14:39:00Z</published>
    <updated>2019-10-01T14:39:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/evilhero/mylar">Mylar</a></strong>: A web-based automated comic book downloader (cbr/cbz) for use with SABnzbd, NZBGet, and torrents.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/evilhero/mylar'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/mstuttgart/pynocchio</id>
    <title>Pynocchio</title>
    <link rel="alternate" type="text/html" href="https://github.com/mstuttgart/pynocchio" />
    <published>2019-10-01T14:33:00Z</published>
    <updated>2019-10-01T14:33:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/mstuttgart/pynocchio">Pynocchio</a></strong>: Minimalist comic reader, supporting many common image and archive formats.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/mstuttgart/pynocchio'>Repo</a></li>
        <li><a href='https://mstuttgart.github.io/pynocchio'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/jendrikseipp/rednotebook</id>
    <title>RedNotebook</title>
    <link rel="alternate" type="text/html" href="https://github.com/jendrikseipp/rednotebook" />
    <published>2019-10-01T10:04:00Z</published>
    <updated>2019-10-01T10:04:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/jendrikseipp/rednotebook">RedNotebook</a></strong>: Desktop journal designed for rich text, media, and template-based entries, which can be tagged and searched, as well as exported to plain text, HTML, Latex, or PDF.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/jendrikseipp/rednotebook'>Repo</a></li>
        <li><a href='https://rednotebook.sourceforge.io/downloads.html'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/hubblestack/hubble</id>
    <title>Hubble</title>
    <link rel="alternate" type="text/html" href="https://github.com/hubblestack/hubble" />
    <published>2019-10-01T09:58:00Z</published>
    <updated>2019-10-01T09:58:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/hubblestack/hubble">Hubble</a></strong>: Modular security compliance client, providing on-demand profile-based auditing, alerting, and reporting. Originally designed for Adobe.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/hubblestack/hubble'>Repo</a></li>
        <li><a href='https://hubblestack.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/pyfa-org/Pyfa</id>
    <title>Pyfa</title>
    <link rel="alternate" type="text/html" href="https://github.com/pyfa-org/Pyfa" />
    <published>2019-09-30T19:31:00Z</published>
    <updated>2019-09-30T19:31:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/pyfa-org/Pyfa">Pyfa</a></strong>: Python Fitting Assistant, cross-platform experimentation tool for [EVE Online](https://en.wikipedia.org/wiki/Eve_Online) ship fittings.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/pyfa-org/Pyfa'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/cs01/gdbgui</id>
    <title>gdbgui</title>
    <link rel="alternate" type="text/html" href="https://github.com/cs01/gdbgui" />
    <published>2019-09-30T19:24:00Z</published>
    <updated>2019-09-30T19:24:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/cs01/gdbgui">gdbgui</a></strong>: Browser-based frontend for [gdb](https://en.wikipedia.org/wiki/GNU_Debugger).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/cs01/gdbgui'>Repo</a></li>
        <li><a href='https://gdbgui.com/'>Home</a></li>
        <li><a href='https://pypi.org/project/gdbgui'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/remyroy/CDDA-Game-Launcher</id>
    <title>Cataclysm: Dark Days Ahead (Launcher)</title>
    <link rel="alternate" type="text/html" href="https://github.com/remyroy/CDDA-Game-Launcher" />
    <published>2019-09-30T18:57:00Z</published>
    <updated>2019-09-30T18:57:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/remyroy/CDDA-Game-Launcher">Cataclysm: Dark Days Ahead (Launcher)</a></strong>: Launcher for popular FOSS game [CDDA](https://cataclysmdda.org/), which supports automatic updates and mod management.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/remyroy/CDDA-Game-Launcher'>Repo</a></li>
        <li><a href='https://cataclysmdda.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/guardicore/monkey</id>
    <title>Infection Monkey</title>
    <link rel="alternate" type="text/html" href="https://github.com/guardicore/monkey" />
    <published>2019-09-30T18:53:00Z</published>
    <updated>2019-09-30T18:53:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/guardicore/monkey">Infection Monkey</a></strong>: Web-based tool for testing a datacenter&#x27;s resiliency to perimeter breaches and internal server infection.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/guardicore/monkey'>Repo</a></li>
        <li><a href='https://www.guardicore.com/infectionmonkey'>Home</a></li>
        <li><a href='https://github.com/guardicore/monkey/wiki'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/artisan-roaster-scope/artisan</id>
    <title>Artisan</title>
    <link rel="alternate" type="text/html" href="https://github.com/artisan-roaster-scope/artisan" />
    <published>2019-09-30T18:50:00Z</published>
    <updated>2019-09-30T18:50:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/artisan-roaster-scope/artisan">Artisan</a></strong>: Desktop visual scope for coffee roasters, which helps coffee roasters record, analyze, and control roast profiles.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/artisan-roaster-scope/artisan'>Repo</a></li>
        <li><a href='https://artisan-scope.org/'>Home</a></li>
        <li><a href='https://artisan-scope.org/docs/quick-start-guide'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/spl0k/supysonic</id>
    <title>Supysonic</title>
    <link rel="alternate" type="text/html" href="https://github.com/spl0k/supysonic" />
    <published>2019-09-30T18:41:00Z</published>
    <updated>2019-09-30T18:41:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/spl0k/supysonic">Supysonic</a></strong>: Implementation of the [Subsonic server API](http://www.subsonic.org/), with support for browsing, streaming, transcoding, scrobbling, and more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/spl0k/supysonic'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://salsa.debian.org/qa/distro-tracker</id>
    <title>distro-tracker</title>
    <link rel="alternate" type="text/html" href="https://salsa.debian.org/qa/distro-tracker" />
    <published>2019-09-30T18:35:00Z</published>
    <updated>2019-09-30T18:35:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://salsa.debian.org/qa/distro-tracker">distro-tracker</a></strong>: Web application designed to follow the evolution of a Debian-based distribution with email updates and a comprehensive web interface. Powers the [Debian Package Tracker](https://tracker.debian.org/).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://salsa.debian.org/qa/distro-tracker'>Repo</a></li>
        <li><a href='https://tracker.debian.org/'>Demo</a></li>
        <li><a href='https://qa.pages.debian.net/distro-tracker'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://salsa.debian.org/ftp-team/dak</id>
    <title>dak</title>
    <link rel="alternate" type="text/html" href="https://salsa.debian.org/ftp-team/dak" />
    <published>2019-09-30T10:20:00Z</published>
    <updated>2019-09-30T10:20:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://salsa.debian.org/ftp-team/dak">dak</a></strong>: Collection of programs used to maintain the Debian project&#x27;s email archives.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://salsa.debian.org/ftp-team/dak'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/byro/byro</id>
    <title>Byro</title>
    <link rel="alternate" type="text/html" href="https://github.com/byro/byro" />
    <published>2019-09-30T10:15:00Z</published>
    <updated>2019-09-30T10:15:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/byro/byro">Byro</a></strong>: Web-based membership administration tool for small and medium sized clubs/NGOs/associations of all kinds, with a focus on the DACH region.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/byro/byro'>Repo</a></li>
        <li><a href='https://byro.readthedocs.io/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/kibitzr/kibitzr</id>
    <title>Kibitzr</title>
    <link rel="alternate" type="text/html" href="https://github.com/kibitzr/kibitzr" />
    <published>2019-09-30T10:10:00Z</published>
    <updated>2019-09-30T10:10:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/kibitzr/kibitzr">Kibitzr</a></strong>: Self-hosted personal assistant server for automating routine tasks.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/kibitzr/kibitzr'>Repo</a></li>
        <li><a href='https://kibitzr.github.io/'>Home</a></li>
        <li><a href='https://pypi.org/project/kibitzr'>PyPI</a></li>
        <li><a href='https://kibitzr.readthedocs.io/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/taroved/pol</id>
    <title>Pol</title>
    <link rel="alternate" type="text/html" href="https://github.com/taroved/pol" />
    <published>2019-09-30T10:07:00Z</published>
    <updated>2019-09-30T10:07:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/taroved/pol">Pol</a></strong>: Web application which allows users to subscribe to changes on a web site via an autogenerated RSS feed.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/taroved/pol'>Repo</a></li>
        <li><a href='https://politepol.com/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/Maratyszcza/PeachPy</id>
    <title>PeachPy</title>
    <link rel="alternate" type="text/html" href="https://github.com/Maratyszcza/PeachPy" />
    <published>2019-09-30T10:01:00Z</published>
    <updated>2019-09-30T10:01:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/Maratyszcza/PeachPy">PeachPy</a></strong>: Highly portable assembler with unified syntax, sporting an extensive user list, including many cryptography libraries for Go.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/Maratyszcza/PeachPy'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/LinOTP/LinOTP</id>
    <title>LinOTP</title>
    <link rel="alternate" type="text/html" href="https://github.com/LinOTP/LinOTP" />
    <published>2019-09-30T09:54:00Z</published>
    <updated>2019-09-30T09:54:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/LinOTP/LinOTP">LinOTP</a></strong>: Server supporting two-factor authentication with one-time passwords from several sources, from Yubikeys to SMS.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/LinOTP/LinOTP'>Repo</a></li>
        <li><a href='https://www.linotp.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/LinOTP'>WP</a></li>
        <li><a href='https://www.linotp.org/documentation.html'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/senaite/senaite.lims</id>
    <title>Senaite</title>
    <link rel="alternate" type="text/html" href="https://github.com/senaite/senaite.lims" />
    <published>2019-09-30T09:47:00Z</published>
    <updated>2019-09-30T09:47:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/senaite/senaite.lims">Senaite</a></strong>: Web-based, mobile-first laboratory information management system (LIMS).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/senaite/senaite.lims'>Repo</a></li>
        <li><a href='https://www.senaite.com/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/ozmartian/vidcutter</id>
    <title>Vidcutter</title>
    <link rel="alternate" type="text/html" href="https://github.com/ozmartian/vidcutter" />
    <published>2019-09-30T09:41:00Z</published>
    <updated>2019-09-30T09:41:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/ozmartian/vidcutter">Vidcutter</a></strong>: GUI and CLI aiming to be the fastest and simplest way to cut and join video.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/ozmartian/vidcutter'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/gammu/wammu</id>
    <title>Wammu</title>
    <link rel="alternate" type="text/html" href="https://github.com/gammu/wammu" />
    <published>2019-09-30T09:35:00Z</published>
    <updated>2019-09-30T09:35:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/gammu/wammu">Wammu</a></strong>: GUI phone manager with read/write support for contacts, todo, calendar, SMS, and more, primarily designed for Nokia and AT-compatible phones.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/gammu/wammu'>Repo</a></li>
        <li><a href='https://wammu.eu/wammu'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/MeanEYE/Sunflower</id>
    <title>Sunflower</title>
    <link rel="alternate" type="text/html" href="https://github.com/MeanEYE/Sunflower" />
    <published>2019-09-29T22:17:00Z</published>
    <updated>2019-09-29T22:17:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/MeanEYE/Sunflower">Sunflower</a></strong>: Small and highly-customizable twin-panel file manager for Linux with plugin support.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/MeanEYE/Sunflower'>Repo</a></li>
        <li><a href='http://sunflower-fm.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/rabbitvcs/rabbitvcs</id>
    <title>RabbitVCS</title>
    <link rel="alternate" type="text/html" href="https://github.com/rabbitvcs/rabbitvcs" />
    <published>2019-09-29T18:50:00Z</published>
    <updated>2019-09-29T18:50:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/rabbitvcs/rabbitvcs">RabbitVCS</a></strong>: Tools providing straightforward graphical access to Subversion or Git within a variety of clients, including as Nautilus, Thunar, Nemo, Caja, and the command line.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/rabbitvcs/rabbitvcs'>Repo</a></li>
        <li><a href='http://rabbitvcs.org/'>Home</a></li>
        <li><a href='http://wiki.rabbitvcs.org/wiki'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/frePPLe/frepple</id>
    <title>Frepple</title>
    <link rel="alternate" type="text/html" href="https://github.com/frePPLe/frepple" />
    <published>2019-09-29T18:46:00Z</published>
    <updated>2019-09-29T18:46:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/frePPLe/frepple">Frepple</a></strong>: Web-based supply chain planning for production planning and scheduling.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/frePPLe/frepple'>Repo</a></li>
        <li><a href='https://frepple.com/'>Home</a></li>
        <li><a href='https://frepple.org/docs/current'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/albertz/music-player</id>
    <title>Music Player</title>
    <link rel="alternate" type="text/html" href="https://github.com/albertz/music-player" />
    <published>2019-09-29T17:58:00Z</published>
    <updated>2019-09-29T17:58:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/albertz/music-player">Music Player</a></strong>: A simple music player designed around an infinite intelligent playlist, with support for headless playback.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/albertz/music-player'>Repo</a></li>
        <li><a href='http://albertz.github.io/music-player'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/belangeo/soundgrain</id>
    <title>SoundGrain</title>
    <link rel="alternate" type="text/html" href="https://github.com/belangeo/soundgrain" />
    <published>2019-09-28T02:53:00Z</published>
    <updated>2019-09-28T02:53:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/belangeo/soundgrain">SoundGrain</a></strong>: Graphical interface designed for drawing and editing trajectories to control [granular sound synthesis](https://en.wikipedia.org/wiki/Granular_synthesis).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/belangeo/soundgrain'>Repo</a></li>
        <li><a href='http://ajaxsoundstudio.com/software/soundgrain'>Home</a></li>
        <li><a href='https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&amp;hosted_button_id=9CA99DH6ES3HA'>Fund</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/learningequality/kolibri</id>
    <title>Kolibri</title>
    <link rel="alternate" type="text/html" href="https://github.com/learningequality/kolibri" />
    <published>2019-09-18T10:01:00Z</published>
    <updated>2019-09-18T10:01:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/learningequality/kolibri">Kolibri</a></strong>: Self-hostable learning web application targeted at making high quality education technology available in low-resource communities (e.g., rural schools, refugee camps, orphanages, non-formal school systems, and prison systems).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/learningequality/kolibri'>Repo</a></li>
        <li><a href='https://learningequality.org/kolibri'>Home</a></li>
        <li><a href='https://kolibridemo.learningequality.org/'>Demo</a></li>
        <li><a href='https://pypi.org/project/kolibri'>PyPI</a></li>
        <li><a href='https://kolibri.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/django-wiki/django-wiki</id>
    <title>Django Wiki</title>
    <link rel="alternate" type="text/html" href="https://github.com/django-wiki/django-wiki" />
    <published>2019-09-18T09:55:00Z</published>
    <updated>2019-09-18T09:55:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/django-wiki/django-wiki">Django Wiki</a></strong>: A simple and mature web-based wiki.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/django-wiki/django-wiki'>Repo</a></li>
        <li><a href='https://demo.django-wiki.org/'>Demo</a></li>
        <li><a href='https://django-wiki.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://salsa.debian.org/reproducible-builds/diffoscope</id>
    <title>Diffoscope</title>
    <link rel="alternate" type="text/html" href="https://salsa.debian.org/reproducible-builds/diffoscope" />
    <published>2019-09-18T09:34:00Z</published>
    <updated>2019-09-18T09:34:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://salsa.debian.org/reproducible-builds/diffoscope">Diffoscope</a></strong>: Web-based deep comparison of files, archives, and directories, including support for diffing tarballs, ISO images, and PDFs.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://salsa.debian.org/reproducible-builds/diffoscope'>Repo</a></li>
        <li><a href='https://diffoscope.org/'>Home</a></li>
        <li><a href='https://try.diffoscope.org/'>Demo</a></li>
        <li><a href='https://pypi.org/project/diffoscope'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://salsa.debian.org/freedombox-team/plinth</id>
    <title>Plinth</title>
    <link rel="alternate" type="text/html" href="https://salsa.debian.org/freedombox-team/plinth" />
    <published>2019-09-17T23:06:00Z</published>
    <updated>2019-09-17T23:06:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://salsa.debian.org/freedombox-team/plinth">Plinth</a></strong>: The core functionality and web front-end of [FreedomBox](https://freedombox.org/), an easy-to-manage, privacy-oriented home server.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://salsa.debian.org/freedombox-team/plinth'>Repo</a></li>
        <li><a href='https://freedombox.org/'>Home</a></li>
        <li><a href='https://wiki.debian.org/FreedomBox/Plinth'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/YunoHost/yunohost</id>
    <title>YunoHost</title>
    <link rel="alternate" type="text/html" href="https://github.com/YunoHost/yunohost" />
    <published>2019-09-17T22:44:00Z</published>
    <updated>2019-09-17T22:44:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/YunoHost/yunohost">YunoHost</a></strong>: Server operating system based on Debian Linux aiming to make self-hosting accessible to as many people as possible, with support for several types of hardware.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/YunoHost/yunohost'>Repo</a></li>
        <li><a href='https://yunohost.org/'>Home</a></li>
        <li><a href='https://yunohost.org/#/docs'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/jonashaag/klaus</id>
    <title>Klaus</title>
    <link rel="alternate" type="text/html" href="https://github.com/jonashaag/klaus" />
    <published>2019-09-17T22:21:00Z</published>
    <updated>2019-09-17T22:21:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/jonashaag/klaus">Klaus</a></strong>: pip-installable web-based viewer for git repositories that &quot;just works&quot;.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/jonashaag/klaus'>Repo</a></li>
        <li><a href='http://klausdemo.lophus.org/'>Demo</a></li>
        <li><a href='https://pypi.org/project/klaus'>PyPI</a></li>
        <li><a href='https://github.com/jonashaag/klaus/wiki'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/localstack/localstack</id>
    <title>LocalStack</title>
    <link rel="alternate" type="text/html" href="https://github.com/localstack/localstack" />
    <published>2019-09-17T19:22:00Z</published>
    <updated>2019-09-17T19:22:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/localstack/localstack">LocalStack</a></strong>: Self-hostable version of many AWS services, including S3, Route53, Lambda, Redshift, and much more, designed for testing cloud-centric code.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/localstack/localstack'>Repo</a></li>
        <li><a href='https://localstack.cloud/'>Home</a></li>
        <li><a href='https://pypi.org/project/localstack'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/RD17/ambar</id>
    <title>Ambar</title>
    <link rel="alternate" type="text/html" href="https://github.com/RD17/ambar" />
    <published>2019-09-17T19:16:00Z</published>
    <updated>2019-09-17T19:16:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/RD17/ambar">Ambar</a></strong>: Document search engine with automated crawling, OCR, tagging, and instant full-text search.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/RD17/ambar'>Repo</a></li>
        <li><a href='https://ambar.cloud/'>Home</a></li>
        <li><a href='https://app.ambar.cloud/'>Demo</a></li>
        <li><a href='https://ambar.cloud/docs/system-requirements'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/damianmoore/photonix</id>
    <title>Photonix</title>
    <link rel="alternate" type="text/html" href="https://github.com/damianmoore/photonix" />
    <published>2019-09-17T19:09:00Z</published>
    <updated>2019-09-17T19:09:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/damianmoore/photonix">Photonix</a></strong>: Web-based photo management, featuring smart filtering with object recognition, location awareness, color analysis, and more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/damianmoore/photonix'>Repo</a></li>
        <li><a href='https://photonix.org/'>Home</a></li>
        <li><a href='https://demo.photonix.org/'>Demo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/quru/qis</id>
    <title>Quru Image Server</title>
    <link rel="alternate" type="text/html" href="https://github.com/quru/qis" />
    <published>2019-09-17T19:03:00Z</published>
    <updated>2019-09-17T19:03:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/quru/qis">Quru Image Server</a></strong>: High-performance web server for creating and delivering dynamic images.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/quru/qis'>Repo</a></li>
        <li><a href='https://www.quruimageserver.com/'>Home</a></li>
        <li><a href='https://images.quru.com/demo'>Demo</a></li>
        <li><a href='https://github.com/quru/qis/blob/master/doc/overview.md'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://bitbucket.org/windel/ppci</id>
    <title>PPCI</title>
    <link rel="alternate" type="text/html" href="https://bitbucket.org/windel/ppci" />
    <published>2019-09-13T11:02:00Z</published>
    <updated>2019-09-13T11:02:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://bitbucket.org/windel/ppci">PPCI</a></strong>: The Pure Python Compiler Infrastructure is a compiler written entirely in Python, containing front-ends for various programming languages (C, c3, WebAssembly, and others) as well as machine code generation backends for various CPUs (6500, arm, avr, x86_64, openrisc, among others).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://bitbucket.org/windel/ppci'>Repo</a></li>
        <li><a href='https://godbolt.org/g/eooaPP'>Demo</a></li>
        <li><a href='https://github.com/windelbouwman/ppci-mirror'>gh</a></li>
        <li><a href='https://pypi.org/project/ppci'>PyPI</a></li>
        <li><a href='https://ppci.readthedocs.io/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/pfalcon/ScratchABit</id>
    <title>ScratchABit</title>
    <link rel="alternate" type="text/html" href="https://github.com/pfalcon/ScratchABit" />
    <published>2019-09-13T10:13:00Z</published>
    <updated>2019-09-13T10:13:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/pfalcon/ScratchABit">ScratchABit</a></strong>: Easily retargetable and hackable interactive disassembler with IDAPython-compatible plugin API.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/pfalcon/ScratchABit'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/freenas/freenas</id>
    <title>FreeNAS</title>
    <link rel="alternate" type="text/html" href="https://github.com/freenas/freenas" />
    <published>2019-09-12T18:18:00Z</published>
    <updated>2019-09-12T18:18:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/freenas/freenas">FreeNAS</a></strong>: Operating system designed to be installed virtually any hardware platform, for sharing [ZFS](https://en.wikipedia.org/wiki/ZFS)-based storage over a network, using SMB, NFS, AFP, FTP, and more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/freenas/freenas'>Repo</a></li>
        <li><a href='https://www.freenas.org/'>Home</a></li>
        <li><a href='https://www.ixsystems.com/documentation/freenas'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/readthedocs/readthedocs.org</id>
    <title>readthedocs.org</title>
    <link rel="alternate" type="text/html" href="https://github.com/readthedocs/readthedocs.org" />
    <published>2019-09-12T18:12:00Z</published>
    <updated>2019-09-12T18:12:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/readthedocs/readthedocs.org">readthedocs.org</a></strong>: Continuous integration platform for building and hosting documentation.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/readthedocs/readthedocs.org'>Repo</a></li>
        <li><a href='https://readthedocs.org/'>Home</a></li>
        <li><a href='https://docs.readthedocs.io/en/stable'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://gitlab.com/passit/passit-backend</id>
    <title>Passit</title>
    <link rel="alternate" type="text/html" href="https://gitlab.com/passit/passit-backend" />
    <published>2019-09-12T11:43:00Z</published>
    <updated>2019-09-12T11:43:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://gitlab.com/passit/passit-backend">Passit</a></strong>: Password management server, providing storage services and group access control list features.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://gitlab.com/passit/passit-backend'>Repo</a></li>
        <li><a href='https://passit.io/'>Home</a></li>
        <li><a href='https://passit.io/documentation'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://gitlab.com/psono/psono-server</id>
    <title>Psono</title>
    <link rel="alternate" type="text/html" href="https://gitlab.com/psono/psono-server" />
    <published>2019-09-12T11:33:00Z</published>
    <updated>2019-09-12T11:33:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://gitlab.com/psono/psono-server">Psono</a></strong>: Server-based password manager, built for teams.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://gitlab.com/psono/psono-server'>Repo</a></li>
        <li><a href='https://psono.com/'>Home</a></li>
        <li><a href='https://www.psono.pw/'>Demo</a></li>
        <li><a href='https://doc.psono.com/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/cdubz/babybuddy</id>
    <title>Baby Buddy</title>
    <link rel="alternate" type="text/html" href="https://github.com/cdubz/babybuddy" />
    <published>2019-09-12T00:30:00Z</published>
    <updated>2019-09-12T00:30:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/cdubz/babybuddy">Baby Buddy</a></strong>: Mobile-friendly web application which helps caregivers track sleep, feedings, diaper changes, and tummy time to learn about and predict baby&#x27;s needs without (as much) guesswork.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/cdubz/babybuddy'>Repo</a></li>
        <li><a href='http://demo.baby-buddy.net/'>Demo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/securestate/king-phisher</id>
    <title>King Phisher</title>
    <link rel="alternate" type="text/html" href="https://github.com/securestate/king-phisher" />
    <published>2019-09-12T00:18:00Z</published>
    <updated>2019-09-12T00:18:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/securestate/king-phisher">King Phisher</a></strong>: Server-based [phishing](https://en.wikipedia.org/wiki/Phishing) campaign toolkit, used to simulate real-world phishing attacks, with GTK-powered client application.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/securestate/king-phisher'>Repo</a></li>
        <li><a href='https://king-phisher.readthedocs.io/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/beancount/fava</id>
    <title>fava</title>
    <link rel="alternate" type="text/html" href="https://github.com/beancount/fava" />
    <published>2019-09-12T00:13:00Z</published>
    <updated>2019-09-12T00:13:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/beancount/fava">fava</a></strong>: Web interface for the double-entry bookkeeping software [Beancount](http://furius.ca/beancount/) with a focus on features and usability.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/beancount/fava'>Repo</a></li>
        <li><a href='https://fava.pythonanywhere.com/huge-example-file/income_statement'>Demo</a></li>
        <li><a href='https://beancount.github.io/fava'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://bitbucket.org/blais/beancount</id>
    <title>beancount</title>
    <link rel="alternate" type="text/html" href="https://bitbucket.org/blais/beancount" />
    <published>2019-09-12T00:05:00Z</published>
    <updated>2019-09-12T00:05:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://bitbucket.org/blais/beancount">beancount</a></strong>: A double-entry bookkeeping language to define financial transaction records in plain text, then generate a variety of reports, via CLI and web interface. (See also, [Plain Text Accounting](https://plaintextaccounting.org/)).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://bitbucket.org/blais/beancount'>Repo</a></li>
        <li><a href='http://furius.ca/beancount'>Home</a></li>
        <li><a href='https://github.com/beancount/beancount'>gh</a></li>
        <li><a href='https://pypi.org/project/beancount'>PyPI</a></li>
        <li><a href='https://docs.google.com/document/d/1RaondTJCS_IUPBHFNdT8oqFKJjVJDsfsn6JEjBG04eA/edit'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/spiral-project/ihatemoney</id>
    <title>ihatemoney</title>
    <link rel="alternate" type="text/html" href="https://github.com/spiral-project/ihatemoney" />
    <published>2019-09-11T18:15:00Z</published>
    <updated>2019-09-11T18:15:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/spiral-project/ihatemoney">ihatemoney</a></strong>: Web application made to ease shared budget management by keeping track of who bought what, when, and for whom.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/spiral-project/ihatemoney'>Repo</a></li>
        <li><a href='https://ihatemoney.org/'>Home</a></li>
        <li><a href='https://ihatemoney.readthedocs.io/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/formspree/formspree</id>
    <title>Formspree</title>
    <link rel="alternate" type="text/html" href="https://github.com/formspree/formspree" />
    <published>2019-09-11T18:09:00Z</published>
    <updated>2019-09-11T18:09:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/formspree/formspree">Formspree</a></strong>: Web server which turns an HTML form submission into an email, without registration, JavaScript, or custom Python.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/formspree/formspree'>Repo</a></li>
        <li><a href='https://formspree.io/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://gitlab.com/Deamos/flask-nginx-rtmp-manager</id>
    <title>Open Streaming Platform</title>
    <link rel="alternate" type="text/html" href="https://gitlab.com/Deamos/flask-nginx-rtmp-manager" />
    <published>2019-09-11T18:02:00Z</published>
    <updated>2019-09-11T18:02:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://gitlab.com/Deamos/flask-nginx-rtmp-manager">Open Streaming Platform</a></strong>: Self-hosted video streaming and recording server, designed as an alternative to Twitch and YouTube.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://gitlab.com/Deamos/flask-nginx-rtmp-manager'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/umap-project/umap</id>
    <title>uMap</title>
    <link rel="alternate" type="text/html" href="https://github.com/umap-project/umap" />
    <published>2019-09-11T17:58:00Z</published>
    <updated>2019-09-11T17:58:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/umap-project/umap">uMap</a></strong>: Web application allowing users to create maps with OpenStreetMap layers and embed it on other sites.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/umap-project/umap'>Repo</a></li>
        <li><a href='https://wiki.openstreetmap.org/wiki/UMap'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://dev.funkwhale.audio/funkwhale/funkwhale</id>
    <title>Funkwhale</title>
    <link rel="alternate" type="text/html" href="https://dev.funkwhale.audio/funkwhale/funkwhale" />
    <published>2019-09-11T17:50:00Z</published>
    <updated>2019-09-11T17:50:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://dev.funkwhale.audio/funkwhale/funkwhale">Funkwhale</a></strong>: Web-based, community-driven project that lets you listen and share music and audio within a decentralized, open network.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://dev.funkwhale.audio/funkwhale/funkwhale'>Repo</a></li>
        <li><a href='https://funkwhale.audio/en_US'>Home</a></li>
        <li><a href='https://docs.funkwhale.audio/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/propublica/django-collaborative</id>
    <title>Collaborate</title>
    <link rel="alternate" type="text/html" href="https://github.com/propublica/django-collaborative" />
    <published>2019-09-11T14:05:00Z</published>
    <updated>2019-09-11T14:05:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/propublica/django-collaborative">Collaborate</a></strong>: Web-based collaboration tool designed by [Propublica](https://www.propublica.org/nerds/making-collaborative-data-projects-easier-our-new-tool-collaborate-is-here) for newsrooms to share datasets, with a workflow built around assigning tips and maintaining contacts.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/propublica/django-collaborative'>Repo</a></li>
        <li><a href='https://propublica.gitbook.io/collaborate-user-manual'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/janeczku/calibre-web</id>
    <title>Calibre-Web</title>
    <link rel="alternate" type="text/html" href="https://github.com/janeczku/calibre-web" />
    <published>2019-09-11T10:10:00Z</published>
    <updated>2019-09-11T10:10:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/janeczku/calibre-web">Calibre-Web</a></strong>: Web application providing a clean interface for browsing, reading, and downloading ebooks using an existing [Calibre](https://calibre-ebook.com/) database.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/janeczku/calibre-web'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/inducer/relate</id>
    <title>RELATE</title>
    <link rel="alternate" type="text/html" href="https://github.com/inducer/relate" />
    <published>2019-09-11T10:06:00Z</published>
    <updated>2019-09-11T10:06:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/inducer/relate">RELATE</a></strong>: Web-based courseware with support for course planning and versioning, scheduling, testing, and grading.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/inducer/relate'>Repo</a></li>
        <li><a href='https://documen.tician.de/relate'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://gitlab.com/elixire/elixire</id>
    <title>Elixire</title>
    <link rel="alternate" type="text/html" href="https://gitlab.com/elixire/elixire" />
    <published>2019-09-11T09:58:00Z</published>
    <updated>2019-09-11T09:58:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://gitlab.com/elixire/elixire">Elixire</a></strong>: Featureful file host and link shortener with API and support for multiple vanity urls.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://gitlab.com/elixire/elixire'>Repo</a></li>
        <li><a href='https://elixi.re/'>Home</a></li>
        <li><a href='https://gitlab.com/elixire/api-docs'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://git.sr.ht/~cedric/newspipe</id>
    <title>Newspipe</title>
    <link rel="alternate" type="text/html" href="https://git.sr.ht/~cedric/newspipe" />
    <published>2019-09-11T09:39:00Z</published>
    <updated>2019-09-11T09:39:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://git.sr.ht/~cedric/newspipe">Newspipe</a></strong>: Web-based news aggregator and reader.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://git.sr.ht/~cedric/newspipe'>Repo</a></li>
        <li><a href='https://www.newspipe.org/'>Home</a></li>
        <li><a href='https://github.com/cedricbonhomme/newspipe'>gh</a></li>
        <li><a href='https://newspipe.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://gitlab.com/mayan-edms/mayan-edms</id>
    <title>Mayan</title>
    <link rel="alternate" type="text/html" href="https://gitlab.com/mayan-edms/mayan-edms" />
    <published>2019-09-10T22:46:00Z</published>
    <updated>2019-09-10T22:46:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://gitlab.com/mayan-edms/mayan-edms">Mayan</a></strong>: Web-based document management system, designed to store, introspect, and categorize files, with OCR, preview, label, signing, and sending capabilities. Also featuring workflow system, role-based access control, and REST API.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://gitlab.com/mayan-edms/mayan-edms'>Repo</a></li>
        <li><a href='https://www.mayan-edms.com/'>Home</a></li>
        <li><a href='https://www.paypal.me/MayanEDMS'>Fund</a></li>
        <li><a href='https://pypi.org/project/mayan-edms/3.2.7'>PyPI</a></li>
        <li><a href='https://docs.mayan-edms.com/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/nsupdate-info/nsupdate.info</id>
    <title>nsupdate.info</title>
    <link rel="alternate" type="text/html" href="https://github.com/nsupdate-info/nsupdate.info" />
    <published>2019-09-10T22:38:00Z</published>
    <updated>2019-09-10T22:38:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/nsupdate-info/nsupdate.info">nsupdate.info</a></strong>: Featureful dynamic DNS service, using the Dynamic DNS UPDATE protocol ([RFC 2136](https://tools.ietf.org/html/rfc2136)) to update BIND and other major nameservers.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/nsupdate-info/nsupdate.info'>Repo</a></li>
        <li><a href='https://pypi.org/project/nsupdate'>PyPI</a></li>
        <li><a href='https://nsupdateinfo.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/pretix/pretix</id>
    <title>Pretix</title>
    <link rel="alternate" type="text/html" href="https://github.com/pretix/pretix" />
    <published>2019-09-10T22:25:00Z</published>
    <updated>2019-09-10T22:25:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/pretix/pretix">Pretix</a></strong>: Web-based ticketing software, with support for customizable storefronts, direct payments, box office, and reporting.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/pretix/pretix'>Repo</a></li>
        <li><a href='https://pretix.eu/'>Home</a></li>
        <li><a href='https://pretix.eu/about/en/blog'>Blog</a></li>
        <li><a href='https://pypi.org/project/pretix'>PyPI</a></li>
        <li><a href='https://docs.pretix.eu/en/latest/development/index.html'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/shuup/shuup</id>
    <title>Shuup</title>
    <link rel="alternate" type="text/html" href="https://github.com/shuup/shuup" />
    <published>2019-09-10T22:17:00Z</published>
    <updated>2019-09-10T22:17:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/shuup/shuup">Shuup</a></strong>: Storefront web application, with support for single- and multi-marketplace models.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/shuup/shuup'>Repo</a></li>
        <li><a href='https://www.shuup.com/'>Home</a></li>
        <li><a href='https://shuup.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/pretalx/pretalx</id>
    <title>Pretalx</title>
    <link rel="alternate" type="text/html" href="https://github.com/pretalx/pretalx" />
    <published>2019-09-10T21:58:00Z</published>
    <updated>2019-09-10T21:58:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/pretalx/pretalx">Pretalx</a></strong>: Web-based conference planning tool, with support for Calls for Papers (CFP), scheduling, and speaker management.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/pretalx/pretalx'>Repo</a></li>
        <li><a href='https://pretalx.com/p/about'>Home</a></li>
        <li><a href='https://www.patreon.com/rixx'>Fund</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/indico/indico</id>
    <title>Indico</title>
    <link rel="alternate" type="text/html" href="https://github.com/indico/indico" />
    <published>2019-09-10T21:21:00Z</published>
    <updated>2019-09-10T21:21:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/indico/indico">Indico</a></strong>: Feature-rich web application designed at [CERN](https://en.wikipedia.org/wiki/CERN) for managing events, with support for conference organization workflow, from content management to receiving and reviewing abstracts/papers, event registration, payment integration, room booking, and more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/indico/indico'>Repo</a></li>
        <li><a href='https://getindico.io/'>Home</a></li>
        <li><a href='https://sandbox.getindico.io/'>Demo</a></li>
        <li><a href='https://docs.getindico.io/en/stable/installation'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/flaskbb/flaskbb</id>
    <title>FlaskBB</title>
    <link rel="alternate" type="text/html" href="https://github.com/flaskbb/flaskbb" />
    <published>2019-09-10T18:55:00Z</published>
    <updated>2019-09-10T18:55:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/flaskbb/flaskbb">FlaskBB</a></strong>: A classic web forum application (bulletin board) with a modern look.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/flaskbb/flaskbb'>Repo</a></li>
        <li><a href='https://flaskbb.org/'>Home</a></li>
        <li><a href='https://forums.flaskbb.org/'>Demo</a></li>
        <li><a href='https://flaskbb.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/posativ/isso</id>
    <title>Isso</title>
    <link rel="alternate" type="text/html" href="https://github.com/posativ/isso" />
    <published>2019-09-10T18:51:00Z</published>
    <updated>2019-09-10T18:51:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/posativ/isso">Isso</a></strong>: Lightweight commenting server, designed as a drop-in replacement for Disqus.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/posativ/isso'>Repo</a></li>
        <li><a href='https://posativ.org/isso'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/spinnaker/spinnaker</id>
    <title>Spinnaker</title>
    <link rel="alternate" type="text/html" href="https://github.com/spinnaker/spinnaker" />
    <published>2019-09-10T18:42:00Z</published>
    <updated>2019-09-10T18:42:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/spinnaker/spinnaker">Spinnaker</a></strong>: Continuous delivery platform developed for Netflix&#x27;s deployment and management of applications in cloud environments.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/spinnaker/spinnaker'>Repo</a></li>
        <li><a href='https://www.spinnaker.io/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Spinnaker_%28software%29'>WP</a></li>
        <li><a href='https://www.spinnaker.io/concepts'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/Psycojoker/prosopopee</id>
    <title>Prosopopee</title>
    <link rel="alternate" type="text/html" href="https://github.com/Psycojoker/prosopopee" />
    <published>2019-09-10T09:53:00Z</published>
    <updated>2019-09-10T09:53:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/Psycojoker/prosopopee">Prosopopee</a></strong>: A static site generator designed for photographers and others who tell stories with pictures.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/Psycojoker/prosopopee'>Repo</a></li>
        <li><a href='https://surleschemins.fr/'>Demo</a></li>
        <li><a href='https://pypi.org/project/prosopopee'>PyPI</a></li>
        <li><a href='https://prosopopee.readthedocs.io/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://git.feneas.org/socialhome/socialhome</id>
    <title>Socialhome</title>
    <link rel="alternate" type="text/html" href="https://git.feneas.org/socialhome/socialhome" />
    <published>2019-09-09T11:52:00Z</published>
    <updated>2019-09-09T11:52:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://git.feneas.org/socialhome/socialhome">Socialhome</a></strong>: Web application enabling users to build a federated personal profile with social networking functionality.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://git.feneas.org/socialhome/socialhome'>Repo</a></li>
        <li><a href='https://socialhome.network/'>Home</a></li>
        <li><a href='https://github.com/jaywink/socialhome'>gh</a></li>
        <li><a href='https://socialhome.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/jelmer/xandikos</id>
    <title>Xandikos</title>
    <link rel="alternate" type="text/html" href="https://github.com/jelmer/xandikos" />
    <published>2019-09-06T16:17:00Z</published>
    <updated>2019-09-06T16:17:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/jelmer/xandikos">Xandikos</a></strong>: Lightweight but relatively complete CardDAV/CalDAV server which backs up changes in a Git repository.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/jelmer/xandikos'>Repo</a></li>
        <li><a href='https://www.xandikos.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/Inboxen/Inboxen</id>
    <title>Inboxen</title>
    <link rel="alternate" type="text/html" href="https://github.com/Inboxen/Inboxen" />
    <published>2019-09-06T16:11:00Z</published>
    <updated>2019-09-06T16:11:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/Inboxen/Inboxen">Inboxen</a></strong>: Web application which provides an infinite number of unique email inboxes, for segmenting services and maintaining privacy.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/Inboxen/Inboxen'>Repo</a></li>
        <li><a href='https://inboxen.org/'>Home</a></li>
        <li><a href='https://inboxen.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/whitesmith/hawkpost</id>
    <title>Hawkpost</title>
    <link rel="alternate" type="text/html" href="https://github.com/whitesmith/hawkpost" />
    <published>2019-09-06T16:05:00Z</published>
    <updated>2019-09-06T16:05:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/whitesmith/hawkpost">Hawkpost</a></strong>: Web application which enables receiving encrypted messages from less technical senders.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/whitesmith/hawkpost'>Repo</a></li>
        <li><a href='https://hawkpost.co/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/Mailu/Mailu</id>
    <title>Mailu</title>
    <link rel="alternate" type="text/html" href="https://github.com/Mailu/Mailu" />
    <published>2019-09-04T23:48:00Z</published>
    <updated>2019-09-04T23:48:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/Mailu/Mailu">Mailu</a></strong>: Full-featured mail server designed for easy setup and maintenance, supporting IMAP, IMAP+, SMTP, and Submission, as well as a slew of advanced features.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/Mailu/Mailu'>Repo</a></li>
        <li><a href='https://mailu.io/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/pinry/pinry</id>
    <title>Pinry</title>
    <link rel="alternate" type="text/html" href="https://github.com/pinry/pinry" />
    <published>2019-09-04T23:41:00Z</published>
    <updated>2019-09-04T23:41:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/pinry/pinry">Pinry</a></strong>: Tiling image board system for saving, tagging, and sharing images, videos, and websites, like a self-hosted Pinterest.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/pinry/pinry'>Repo</a></li>
        <li><a href='https://getpinry.com/'>Home</a></li>
        <li><a href='https://docs.getpinry.com/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/rembo10/headphones</id>
    <title>Headphones</title>
    <link rel="alternate" type="text/html" href="https://github.com/rembo10/headphones" />
    <published>2019-09-04T23:30:00Z</published>
    <updated>2019-09-04T23:30:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/rembo10/headphones">Headphones</a></strong>: Web-based digital music library for automating music downloads through Usenet and torrents.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/rembo10/headphones'>Repo</a></li>
        <li><a href='https://github.com/rembo10/headphones/wiki'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/healthchecks/healthchecks</id>
    <title>Healthchecks</title>
    <link rel="alternate" type="text/html" href="https://github.com/healthchecks/healthchecks" />
    <published>2019-09-04T23:26:00Z</published>
    <updated>2019-09-04T23:26:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/healthchecks/healthchecks">Healthchecks</a></strong>: Web-based monitor for scheduled jobs (e.g., cron).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/healthchecks/healthchecks'>Repo</a></li>
        <li><a href='https://healthchecks.io/'>Home</a></li>
        <li><a href='https://healthchecks.io/docs'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://gitlab.com/LazyLibrarian/LazyLibrarian</id>
    <title>LazyLibrarian</title>
    <link rel="alternate" type="text/html" href="https://gitlab.com/LazyLibrarian/LazyLibrarian" />
    <published>2019-09-04T20:31:00Z</published>
    <updated>2019-09-04T20:31:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://gitlab.com/LazyLibrarian/LazyLibrarian">LazyLibrarian</a></strong>: Web-based digital library organizer with support for following authors and automatic metadata retrieval.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://gitlab.com/LazyLibrarian/LazyLibrarian'>Repo</a></li>
        <li><a href='https://www.reddit.com/r/LazyLibrarian'>Forum</a></li>
        <li><a href='https://lazylibrarian.gitlab.io/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/pyload/pyload</id>
    <title>PyLoad</title>
    <link rel="alternate" type="text/html" href="https://github.com/pyload/pyload" />
    <published>2019-09-04T20:22:00Z</published>
    <updated>2019-09-04T20:22:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/pyload/pyload">PyLoad</a></strong>: Download manager with a web interface and API.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/pyload/pyload'>Repo</a></li>
        <li><a href='https://pyload.net/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/CouchPotato/CouchPotatoServer</id>
    <title>CouchPotato</title>
    <link rel="alternate" type="text/html" href="https://github.com/CouchPotato/CouchPotatoServer" />
    <published>2019-09-04T20:17:00Z</published>
    <updated>2019-09-04T20:17:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/CouchPotato/CouchPotatoServer">CouchPotato</a></strong>: Personal video recorder focused on movies, with support for usenet and torrents.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/CouchPotato/CouchPotatoServer'>Repo</a></li>
        <li><a href='http://couchpota.to/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://git.sickrage.ca/SiCKRAGE/sickrage</id>
    <title>SiCKRAGE</title>
    <link rel="alternate" type="text/html" href="https://git.sickrage.ca/SiCKRAGE/sickrage" />
    <published>2019-09-04T20:17:00Z</published>
    <updated>2019-09-04T20:17:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://git.sickrage.ca/SiCKRAGE/sickrage">SiCKRAGE</a></strong>: Video library manager with support for automatic TV show archival.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://git.sickrage.ca/SiCKRAGE/sickrage'>Repo</a></li>
        <li><a href='https://github.com/SiCKRAGE/SiCKRAGE'>gh</a></li>
        <li><a href='https://git.sickrage.ca/SiCKRAGE/sickrage/wikis/FAQ%27s-and-Fixes'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/mozilla-services/syncserver</id>
    <title>syncserver</title>
    <link rel="alternate" type="text/html" href="https://github.com/mozilla-services/syncserver" />
    <published>2019-09-04T19:49:00Z</published>
    <updated>2019-09-04T19:49:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/mozilla-services/syncserver">syncserver</a></strong>: All-in-one package for running a self-hosted Mozilla Firefox Sync server.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/mozilla-services/syncserver'>Repo</a></li>
        <li><a href='https://mozilla-services.readthedocs.io/en/latest/howtos/run-sync-1.5.html'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/apache/incubator-superset</id>
    <title>Superset</title>
    <link rel="alternate" type="text/html" href="https://github.com/apache/incubator-superset" />
    <published>2019-09-04T19:12:00Z</published>
    <updated>2019-09-04T19:12:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/apache/incubator-superset">Superset</a></strong>: Data exploration, visualization, and business intelligence web application.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/apache/incubator-superset'>Repo</a></li>
        <li><a href='http://superset.apache.org/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/artefactual/archivematica</id>
    <title>archivematica</title>
    <link rel="alternate" type="text/html" href="https://github.com/artefactual/archivematica" />
    <published>2019-09-04T10:04:00Z</published>
    <updated>2019-09-04T10:04:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/artefactual/archivematica">archivematica</a></strong>: Digital preservation system designed to maintain standards-based, long-term access to collections of digital objects, targeted at archivists and librarians.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/artefactual/archivematica'>Repo</a></li>
        <li><a href='https://www.archivematica.org/en'>Home</a></li>
        <li><a href='https://www.archivematica.org/en/docs'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/simonw/datasette</id>
    <title>Datasette</title>
    <link rel="alternate" type="text/html" href="https://github.com/simonw/datasette" />
    <published>2019-08-31T23:41:00Z</published>
    <updated>2019-08-31T23:41:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/simonw/datasette">Datasette</a></strong>: A tool for exploring and publishing data, backed by SQLite.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/simonw/datasette'>Repo</a></li>
        <li><a href='https://pypi.org/project/datasette'>PyPI</a></li>
        <li><a href='https://datasette.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/mozilla-services/socorro</id>
    <title>Socorro</title>
    <link rel="alternate" type="text/html" href="https://github.com/mozilla-services/socorro" />
    <published>2019-08-30T09:58:00Z</published>
    <updated>2019-08-30T09:58:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/mozilla-services/socorro">Socorro</a></strong>: Web service for collecting crash statistics from Mozilla products, including Firefox, Thunderbird, and [others](https://crash-stats.mozilla.org/).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/mozilla-services/socorro'>Repo</a></li>
        <li><a href='https://wiki.mozilla.org/Socorro'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/nyaadevs/nyaa</id>
    <title>Nyaa</title>
    <link rel="alternate" type="text/html" href="https://github.com/nyaadevs/nyaa" />
    <published>2019-08-30T09:44:00Z</published>
    <updated>2019-08-30T09:44:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/nyaadevs/nyaa">Nyaa</a></strong>: Bittorrent tracker software built for anime site [nyaa.si](https://nyaa.si/).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/nyaadevs/nyaa'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/edgedb/edgedb</id>
    <title>EdgeDB</title>
    <link rel="alternate" type="text/html" href="https://github.com/edgedb/edgedb" />
    <published>2019-08-29T22:48:00Z</published>
    <updated>2019-08-29T22:48:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/edgedb/edgedb">EdgeDB</a></strong>: High-performance object-relational database built on top of PostgreSQL, featuring strict, strong typing, built-in migrations, and GraphQL support.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/edgedb/edgedb'>Repo</a></li>
        <li><a href='https://edgedb.com/'>Home</a></li>
        <li><a href='https://edgedb.com/docs'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/netbox-community/netbox</id>
    <title>netbox</title>
    <link rel="alternate" type="text/html" href="https://github.com/netbox-community/netbox" />
    <published>2019-08-17T01:06:00Z</published>
    <updated>2019-08-17T01:06:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/netbox-community/netbox">netbox</a></strong>: IP address management (IPAM) and data center infrastructure management (DCIM) tool, conceived at Digital Ocean.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/netbox-community/netbox'>Repo</a></li>
        <li><a href='https://netbox.readthedocs.io/en/stable'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/openstack/openstack</id>
    <title>OpenStack</title>
    <link rel="alternate" type="text/html" href="https://github.com/openstack/openstack" />
    <published>2019-08-05T23:47:00Z</published>
    <updated>2019-08-05T23:47:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/openstack/openstack">OpenStack</a></strong>: Cloud operating system that controls large pools of compute, storage, and networking resources throughout a datacenter, manageable through a web-based dashboard.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/openstack/openstack'>Repo</a></li>
        <li><a href='https://www.openstack.org/'>Home</a></li>
        <li><a href='https://docs.openstack.org/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://gitweb.gentoo.org/proj/portage.git</id>
    <title>Portage</title>
    <link rel="alternate" type="text/html" href="https://gitweb.gentoo.org/proj/portage.git" />
    <published>2019-08-05T23:47:00Z</published>
    <updated>2019-08-05T23:47:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://gitweb.gentoo.org/proj/portage.git">Portage</a></strong>: Platform-agnostic Package management system created for and used by Gentoo Linux and also by Chrome OS, Sabayon, and Funtoo Linux. Inspired by FreeBSD ports.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://gitweb.gentoo.org/proj/portage.git'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Portage_%28software%29'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://code.launchpad.net/openlp</id>
    <title>OpenLP</title>
    <link rel="alternate" type="text/html" href="https://code.launchpad.net/openlp" />
    <published>2019-08-05T23:47:00Z</published>
    <updated>2019-08-05T23:47:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://code.launchpad.net/openlp">OpenLP</a></strong>: Presentation software geared toward church usage.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://code.launchpad.net/openlp'>Repo</a></li>
        <li><a href='https://openlp.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/polyaxon/polyaxon</id>
    <title>Polyaxon</title>
    <link rel="alternate" type="text/html" href="https://github.com/polyaxon/polyaxon" />
    <published>2019-08-04T02:18:00Z</published>
    <updated>2019-08-04T02:18:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/polyaxon/polyaxon">Polyaxon</a></strong>: A web-based platform for reproducible and scalable machine learning experiment management and metrics-tracking, based on kubernetes, with support for TensorFlow, PyTorch, Keras, and many more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/polyaxon/polyaxon'>Repo</a></li>
        <li><a href='https://polyaxon.com/'>Home</a></li>
        <li><a href='https://docs.polyaxon.com/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/ECSIM/opem</id>
    <title>OPEM</title>
    <link rel="alternate" type="text/html" href="https://github.com/ECSIM/opem" />
    <published>2019-07-31T01:33:00Z</published>
    <updated>2019-07-31T01:33:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/ECSIM/opem">OPEM</a></strong>: A modeling tool for evaluating the performance of [proton exchange membrane (PEM) fuel cells](https://en.wikipedia.org/wiki/Proton-exchange_membrane_fuel_cell).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/ECSIM/opem'>Repo</a></li>
        <li><a href='https://www.ecsim.ir/opem/doc'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/iterative/dvc</id>
    <title>dvc (Data Version Control)</title>
    <link rel="alternate" type="text/html" href="https://github.com/iterative/dvc" />
    <published>2019-07-15T12:03:00Z</published>
    <updated>2019-07-15T12:03:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/iterative/dvc">dvc (Data Version Control)</a></strong>: Command-line tool for version control over data used in machine learning projects. Aims to replace Excel and other tools used to track and deploy model versions.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/iterative/dvc'>Repo</a></li>
        <li><a href='https://dvc.org/'>Home</a></li>
        <li><a href='https://dvc.org/doc'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/taigaio/taiga-back</id>
    <title>Taiga</title>
    <link rel="alternate" type="text/html" href="https://github.com/taigaio/taiga-back" />
    <published>2019-07-14T23:36:00Z</published>
    <updated>2019-07-14T23:36:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/taigaio/taiga-back">Taiga</a></strong>: Web application built for managing projects with agile development processes.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/taigaio/taiga-back'>Repo</a></li>
        <li><a href='https://taiga.io/'>Home</a></li>
        <li><a href='http://taigaio.github.io/taiga-doc/dist'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/maebert/jrnl</id>
    <title>jrnl</title>
    <link rel="alternate" type="text/html" href="https://github.com/maebert/jrnl" />
    <published>2019-06-12T10:00:00Z</published>
    <updated>2019-06-12T10:00:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/maebert/jrnl">jrnl</a></strong>: Simple, ecncrypted journal application for your command line.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/maebert/jrnl'>Repo</a></li>
        <li><a href='http://jrnl.sh/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/chubin/wttr.in</id>
    <title>wttr.in</title>
    <link rel="alternate" type="text/html" href="https://github.com/chubin/wttr.in" />
    <published>2019-05-25T18:11:00Z</published>
    <updated>2019-05-25T18:11:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/chubin/wttr.in">wttr.in</a></strong>: Weather forecast service that supports various representations, suitable for the terminal or web browser.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/chubin/wttr.in'>Repo</a></li>
        <li><a href='http://wttr.in/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/openstenoproject/plover</id>
    <title>Plover</title>
    <link rel="alternate" type="text/html" href="https://github.com/openstenoproject/plover" />
    <published>2019-05-07T14:25:00Z</published>
    <updated>2019-05-07T14:25:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/openstenoproject/plover">Plover</a></strong>: Background service for automatic translation of stenography movements to keystrokes, enabling typing speeds in excess of 200WPM in any application.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/openstenoproject/plover'>Repo</a></li>
        <li><a href='https://www.openstenoproject.org/plover'>Home</a></li>
        <li><a href='https://www.openstenoproject.org/donate'>Fund</a></li>
        <li><a href='https://github.com/openstenoproject/plover/wiki'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/foosel/OctoPrint</id>
    <title>Octoprint</title>
    <link rel="alternate" type="text/html" href="https://github.com/foosel/OctoPrint" />
    <published>2019-04-23T00:08:00Z</published>
    <updated>2019-04-23T00:08:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/foosel/OctoPrint">Octoprint</a></strong>: Web-based controller for consumer 3D printers.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/foosel/OctoPrint'>Repo</a></li>
        <li><a href='https://octoprint.org/'>Home</a></li>
        <li><a href='https://www.patreon.com/foosel'>Fund</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/gaphor/gaphor</id>
    <title>Gaphor</title>
    <link rel="alternate" type="text/html" href="https://github.com/gaphor/gaphor" />
    <published>2019-04-05T23:48:00Z</published>
    <updated>2019-04-05T23:48:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/gaphor/gaphor">Gaphor</a></strong>: Simple [UML](https://en.wikipedia.org/wiki/Unified_Modeling_Language) modeling tool designed for beginners.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/gaphor/gaphor'>Repo</a></li>
        <li><a href='https://gaphor.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/n1nj4sec/pupy</id>
    <title>Pupy</title>
    <link rel="alternate" type="text/html" href="https://github.com/n1nj4sec/pupy" />
    <published>2019-03-24T23:47:00Z</published>
    <updated>2019-03-24T23:47:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/n1nj4sec/pupy">Pupy</a></strong>: Remote administration tool and post-exploitation framework, supporting Windows, Linux, Mac OS X, and Android targets.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/n1nj4sec/pupy'>Repo</a></li>
        <li><a href='https://github.com/n1nj4sec/pupy/wiki/Installation'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/danmacnish/cartoonify</id>
    <title>cartoonify / Draw This.</title>
    <link rel="alternate" type="text/html" href="https://github.com/danmacnish/cartoonify" />
    <published>2019-03-07T18:28:00Z</published>
    <updated>2019-03-07T18:28:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/danmacnish/cartoonify">cartoonify / Draw This.</a></strong>: Turn a photograph into a toddler&#x27;s drawing. Automatically!</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/danmacnish/cartoonify'>Repo</a></li>
        <li><a href='https://www.kapwing.com/cartoonify'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/pirate/ArchiveBox</id>
    <title>ArchiveBox</title>
    <link rel="alternate" type="text/html" href="https://github.com/pirate/ArchiveBox" />
    <published>2019-03-07T18:15:00Z</published>
    <updated>2019-03-07T18:15:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/pirate/ArchiveBox">ArchiveBox</a></strong>: Self-hosted web archive, for creating local, browsable backups of content from the web. Imports HTML, JS, PDFs, video, subtitles, git repositories, and more, from Pocket, Pinboard, browser history, etc.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/pirate/ArchiveBox'>Repo</a></li>
        <li><a href='https://archivebox.io/'>Home</a></li>
        <li><a href='https://github.com/pirate/ArchiveBox/wiki'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/tdryer/hangups</id>
    <title>Hangups</title>
    <link rel="alternate" type="text/html" href="https://github.com/tdryer/hangups" />
    <published>2019-03-07T18:08:00Z</published>
    <updated>2019-03-07T18:08:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/tdryer/hangups">Hangups</a></strong>: Third-party instant messenger for [Google Hangouts](https://en.wikipedia.org/wiki/Google_Hangouts), with support for group messaging and other proprietary features.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/tdryer/hangups'>Repo</a></li>
        <li><a href='https://snapcraft.io/hangups'>Snap</a></li>
        <li><a href='https://hangups.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/mozilla/MozDef</id>
    <title>MozDef</title>
    <link rel="alternate" type="text/html" href="https://github.com/mozilla/MozDef" />
    <published>2019-03-07T10:02:00Z</published>
    <updated>2019-03-07T10:02:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/mozilla/MozDef">MozDef</a></strong>: Security incident automation with metrics and collaboration tools for defenders.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/mozilla/MozDef'>Repo</a></li>
        <li><a href='https://mozdef.readthedocs.io/en/latest?badge=latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/smicallef/spiderfoot</id>
    <title>Spiderfoot</title>
    <link rel="alternate" type="text/html" href="https://github.com/smicallef/spiderfoot" />
    <published>2019-03-06T10:03:00Z</published>
    <updated>2019-03-06T10:03:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/smicallef/spiderfoot">Spiderfoot</a></strong>: Reconnaissance tool that automatically queries over 100 public data sources to gather intelligence on IP addresses, domain names, e-mail addresses, names, and more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/smicallef/spiderfoot'>Repo</a></li>
        <li><a href='https://www.spiderfoot.net/'>Home</a></li>
        <li><a href='https://www.spiderfoot.net/documentation'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/cdhigh/KindleEar</id>
    <title>KindleEar</title>
    <link rel="alternate" type="text/html" href="https://github.com/cdhigh/KindleEar" />
    <published>2019-03-06T09:57:00Z</published>
    <updated>2019-03-06T09:57:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/cdhigh/KindleEar">KindleEar</a></strong>: Web application to automatically aggregate RSS into periodical mobi/epub files with images and send it to your kindle or your email.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/cdhigh/KindleEar'>Repo</a></li>
        <li><a href='https://github.com/cdhigh/KindleEar/blob/master/readme_EN.md'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/apenwarr/redo</id>
    <title>redo</title>
    <link rel="alternate" type="text/html" href="https://github.com/apenwarr/redo" />
    <published>2019-03-06T09:53:00Z</published>
    <updated>2019-03-06T09:53:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/apenwarr/redo">redo</a></strong>: A recursive, general-purpose build sytem, replacing `make` with original design by [DJB](https://en.wikipedia.org/wiki/Daniel_J._Bernstein).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/apenwarr/redo'>Repo</a></li>
        <li><a href='https://pypi.org/project/redo-tools'>PyPI</a></li>
        <li><a href='https://redo.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/dcos/dcos</id>
    <title>DCOS</title>
    <link rel="alternate" type="text/html" href="https://github.com/dcos/dcos" />
    <published>2019-02-22T10:01:00Z</published>
    <updated>2019-02-22T10:01:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/dcos/dcos">DCOS</a></strong>: Management platform for hardware and software resources in datacenters, built on [Apache Mesos](https://en.wikipedia.org/wiki/Apache_Mesos).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/dcos/dcos'>Repo</a></li>
        <li><a href='https://dcos.io/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Mesosphere%2C_Inc.#Mesosphere_DC/OS'>WP</a></li>
        <li><a href='https://dcos.io/docs'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://gitlab.gnome.org/World/OpenPaperwork/paperwork</id>
    <title>Paperwork</title>
    <link rel="alternate" type="text/html" href="https://gitlab.gnome.org/World/OpenPaperwork/paperwork" />
    <published>2019-02-22T09:55:00Z</published>
    <updated>2019-02-22T09:55:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://gitlab.gnome.org/World/OpenPaperwork/paperwork">Paperwork</a></strong>: Personal document manager for organizing scanned documents and PDFs, with support for OCR, automatic tagging, and search.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://gitlab.gnome.org/World/OpenPaperwork/paperwork'>Repo</a></li>
        <li><a href='https://openpaper.work/'>Home</a></li>
        <li><a href='https://www.patreon.com/openpaper'>Fund</a></li>
        <li><a href='https://gitlab.gnome.org/World/OpenPaperwork/paperwork/wikis/home'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/mozilla/kuma</id>
    <title>Kuma</title>
    <link rel="alternate" type="text/html" href="https://github.com/mozilla/kuma" />
    <published>2019-02-21T22:34:00Z</published>
    <updated>2019-02-21T22:34:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/mozilla/kuma">Kuma</a></strong>: The platform powering the Mozilla Developer Network (MDN)</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/mozilla/kuma'>Repo</a></li>
        <li><a href='https://developer.mozilla.org/en-US'>Home</a></li>
        <li><a href='https://kuma.readthedocs.io/en/latest/installation.html'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/freedomofpress/securedrop</id>
    <title>SecureDrop</title>
    <link rel="alternate" type="text/html" href="https://github.com/freedomofpress/securedrop" />
    <published>2019-02-21T10:08:00Z</published>
    <updated>2019-02-21T10:08:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/freedomofpress/securedrop">SecureDrop</a></strong>: Whistleblower submission system for media organizations to securely accept documents from anonymous sources. Originally created by [Aaron Swartz](https://en.wikipedia.org/wiki/Aaron_Swartz) and currently managed by the [Freedom of the Press Foundation](https://en.wikipedia.org/wiki/Freedom_of_the_Press_Foundation).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/freedomofpress/securedrop'>Repo</a></li>
        <li><a href='https://securedrop.org/'>Home</a></li>
        <li><a href='https://docs.securedrop.org/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/micahflee/onionshare</id>
    <title>OnionShare</title>
    <link rel="alternate" type="text/html" href="https://github.com/micahflee/onionshare" />
    <published>2019-02-21T09:57:00Z</published>
    <updated>2019-02-21T09:57:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/micahflee/onionshare">OnionShare</a></strong>: Secure and anonymous file sharing over [Tor](https://en.wikipedia.org/wiki/Tor_(anonymity_network)) services.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/micahflee/onionshare'>Repo</a></li>
        <li><a href='https://onionshare.org/'>Home</a></li>
        <li><a href='https://github.com/micahflee/onionshare/wiki'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/stamparm/maltrail</id>
    <title>Maltrail</title>
    <link rel="alternate" type="text/html" href="https://github.com/stamparm/maltrail" />
    <published>2019-02-20T10:03:00Z</published>
    <updated>2019-02-20T10:03:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/stamparm/maltrail">Maltrail</a></strong>: Malicious traffic detection system with web-based monitoring.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/stamparm/maltrail'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/pulp/pulp</id>
    <title>Pulp</title>
    <link rel="alternate" type="text/html" href="https://github.com/pulp/pulp" />
    <published>2019-01-31T21:16:00Z</published>
    <updated>2019-01-31T21:16:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/pulp/pulp">Pulp</a></strong>: Platform for managing repositories of software packages and making it available to a large numbers of consumers. Developed and used by Red Hat.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/pulp/pulp'>Repo</a></li>
        <li><a href='https://pulpproject.org/'>Home</a></li>
        <li><a href='https://docs.pulpproject.org/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/mkdocs/mkdocs</id>
    <title>mkdocs</title>
    <link rel="alternate" type="text/html" href="https://github.com/mkdocs/mkdocs" />
    <published>2019-01-31T21:02:00Z</published>
    <updated>2019-01-31T21:02:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/mkdocs/mkdocs">mkdocs</a></strong>: Simple, customizable project documentation, with built-in dev server.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/mkdocs/mkdocs'>Repo</a></li>
        <li><a href='https://www.mkdocs.org/'>Home</a></li>
        <li><a href='https://pypi.org/project/mkdocs'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/wting/autojump</id>
    <title>autojump</title>
    <link rel="alternate" type="text/html" href="https://github.com/wting/autojump" />
    <published>2019-01-27T16:11:00Z</published>
    <updated>2019-01-27T16:11:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/wting/autojump">autojump</a></strong>: A `cd` with many heuristics to speed up console filesystem navigation.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/wting/autojump'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/lra/mackup</id>
    <title>Mackup</title>
    <link rel="alternate" type="text/html" href="https://github.com/lra/mackup" />
    <published>2019-01-27T16:07:00Z</published>
    <updated>2019-01-27T16:07:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/lra/mackup">Mackup</a></strong>: Utility to back up and synchronize application settings, with support for several storage backends (e.g., Dropbox, Git), and dozens of applications.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/lra/mackup'>Repo</a></li>
        <li><a href='https://pypi.org/project/mackup'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/audreyr/cookiecutter</id>
    <title>Cookiecutter</title>
    <link rel="alternate" type="text/html" href="https://github.com/audreyr/cookiecutter" />
    <published>2019-01-27T16:01:00Z</published>
    <updated>2019-01-27T16:01:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/audreyr/cookiecutter">Cookiecutter</a></strong>: Utility for creating new projects from shareable templates.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/audreyr/cookiecutter'>Repo</a></li>
        <li><a href='https://pypi.org/project/cookiecutter'>PyPI</a></li>
        <li><a href='https://cookiecutter.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/nicolargo/glances</id>
    <title>Glances</title>
    <link rel="alternate" type="text/html" href="https://github.com/nicolargo/glances" />
    <published>2019-01-27T15:56:00Z</published>
    <updated>2019-01-27T15:56:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/nicolargo/glances">Glances</a></strong>: A cross-platform top/htop alternative, providing an overview of system resources.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/nicolargo/glances'>Repo</a></li>
        <li><a href='https://nicolargo.github.io/glances'>Home</a></li>
        <li><a href='https://glances.readthedocs.io/en/stable'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/getredash/redash</id>
    <title>Redash</title>
    <link rel="alternate" type="text/html" href="https://github.com/getredash/redash" />
    <published>2019-01-27T15:50:00Z</published>
    <updated>2019-01-27T15:50:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/getredash/redash">Redash</a></strong>: Data visualization and dashboard construction geared toward business intelligence, used by Mozilla, SoundCloud, Sentry, and others.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/getredash/redash'>Repo</a></li>
        <li><a href='https://redash.io/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/sqlmapproject/sqlmap</id>
    <title>sqlmap</title>
    <link rel="alternate" type="text/html" href="https://github.com/sqlmapproject/sqlmap" />
    <published>2019-01-27T15:41:00Z</published>
    <updated>2019-01-27T15:41:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/sqlmapproject/sqlmap">sqlmap</a></strong>: Automatic SQL injection and database takeover.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/sqlmapproject/sqlmap'>Repo</a></li>
        <li><a href='http://sqlmap.org/'>Home</a></li>
        <li><a href='https://pypi.org/project/sqlmap'>PyPI</a></li>
        <li><a href='https://github.com/sqlmapproject/sqlmap/wiki'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/sivel/speedtest-cli</id>
    <title>speedtest-cli</title>
    <link rel="alternate" type="text/html" href="https://github.com/sivel/speedtest-cli" />
    <published>2019-01-27T15:37:00Z</published>
    <updated>2019-01-27T15:37:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/sivel/speedtest-cli">speedtest-cli</a></strong>: Command-line interface for testing Internet bandwidth using [speedtest.net](https://speedtest.net).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/sivel/speedtest-cli'>Repo</a></li>
        <li><a href='https://pypi.org/project/speedtest-cli'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/aws/aws-cli</id>
    <title>aws-cli</title>
    <link rel="alternate" type="text/html" href="https://github.com/aws/aws-cli" />
    <published>2019-01-27T15:25:00Z</published>
    <updated>2019-01-27T15:25:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/aws/aws-cli">aws-cli</a></strong>: Official command-line interface for Amazon Web Services.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/aws/aws-cli'>Repo</a></li>
        <li><a href='https://pypi.org/project/awscli'>PyPI</a></li>
        <li><a href='https://docs.aws.amazon.com/cli/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/gleitz/howdoi</id>
    <title>howdoi</title>
    <link rel="alternate" type="text/html" href="https://github.com/gleitz/howdoi" />
    <published>2019-01-27T02:34:00Z</published>
    <updated>2019-01-27T02:34:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/gleitz/howdoi">howdoi</a></strong>: Instant coding answers from StackOverflow on your command line.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/gleitz/howdoi'>Repo</a></li>
        <li><a href='https://pypi.org/project/howdoi'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/ambv/black</id>
    <title>Black</title>
    <link rel="alternate" type="text/html" href="https://github.com/ambv/black" />
    <published>2019-01-27T02:30:00Z</published>
    <updated>2019-01-27T02:30:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/ambv/black">Black</a></strong>: Uncompromising automatic formatter for Python code.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/ambv/black'>Repo</a></li>
        <li><a href='https://pypi.org/project/black'>PyPI</a></li>
        <li><a href='https://black.readthedocs.io/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/asciinema/asciinema</id>
    <title>asciinema</title>
    <link rel="alternate" type="text/html" href="https://github.com/asciinema/asciinema" />
    <published>2019-01-27T02:26:00Z</published>
    <updated>2019-01-27T02:26:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/asciinema/asciinema">asciinema</a></strong>: Terminal session recorder and replayer.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/asciinema/asciinema'>Repo</a></li>
        <li><a href='https://asciinema.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/thumbor/thumbor</id>
    <title>Thumbor</title>
    <link rel="alternate" type="text/html" href="https://github.com/thumbor/thumbor" />
    <published>2019-01-27T02:22:00Z</published>
    <updated>2019-01-27T02:22:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/thumbor/thumbor">Thumbor</a></strong>: Photo thumbnail service with resizing, flipping, and smart cropping of images.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/thumbor/thumbor'>Repo</a></li>
        <li><a href='http://thumbor.org/'>Home</a></li>
        <li><a href='https://thumbor.readthedocs.io/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/3b1b/manim</id>
    <title>Manim</title>
    <link rel="alternate" type="text/html" href="https://github.com/3b1b/manim" />
    <published>2019-01-27T02:17:00Z</published>
    <updated>2019-01-27T02:17:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/3b1b/manim">Manim</a></strong>: Animation engine for explanatory math videos, primarily designed for [works by 3blue1brown](https://www.youtube.com/channel/UCYO_jab_esuFRV4b17AJtAw).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/3b1b/manim'>Repo</a></li>
        <li><a href='https://manim.readthedocs.io/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/mopidy/mopidy</id>
    <title>Mopidy</title>
    <link rel="alternate" type="text/html" href="https://github.com/mopidy/mopidy" />
    <published>2019-01-27T01:57:00Z</published>
    <updated>2019-01-27T01:57:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/mopidy/mopidy">Mopidy</a></strong>: Extensible music player server with plugin support for a wide range of services.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/mopidy/mopidy'>Repo</a></li>
        <li><a href='https://www.mopidy.com/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/asciimoo/searx</id>
    <title>Searx</title>
    <link rel="alternate" type="text/html" href="https://github.com/asciimoo/searx" />
    <published>2019-01-27T01:50:00Z</published>
    <updated>2019-01-27T01:50:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/asciimoo/searx">Searx</a></strong>: Self-hosted metasearch engine, aggregating results from more than 70 services while avoiding tracking and profiling.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/asciimoo/searx'>Repo</a></li>
        <li><a href='https://asciimoo.github.io/searx'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/Kinto/kinto</id>
    <title>kinto</title>
    <link rel="alternate" type="text/html" href="https://github.com/Kinto/kinto" />
    <published>2019-01-27T01:45:00Z</published>
    <updated>2019-01-27T01:45:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/Kinto/kinto">kinto</a></strong>: A generic JSON document store with sharing and synchronisation capabilities, supporting in-memory and PostgreSQL backends.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/Kinto/kinto'>Repo</a></li>
        <li><a href='https://www.kinto-storage.org/'>Home</a></li>
        <li><a href='http://docs.kinto-storage.org/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/evilsocket/opensnitch</id>
    <title>OpenSnitch</title>
    <link rel="alternate" type="text/html" href="https://github.com/evilsocket/opensnitch" />
    <published>2019-01-27T01:29:00Z</published>
    <updated>2019-01-27T01:29:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/evilsocket/opensnitch">OpenSnitch</a></strong>: GNU/Linux port of the [Little Snitch](https://en.wikipedia.org/wiki/Little_Snitch) application firewall.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/evilsocket/opensnitch'>Repo</a></li>
        <li><a href='https://www.patreon.com/evilsocket'>Fund</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/jopohl/urh</id>
    <title>Universal Radio Hacker (URH)</title>
    <link rel="alternate" type="text/html" href="https://github.com/jopohl/urh" />
    <published>2019-01-27T01:10:00Z</published>
    <updated>2019-01-27T01:10:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/jopohl/urh">Universal Radio Hacker (URH)</a></strong>: Wireless protocol investigator, with a focus on analyzing proprietary IoT communication.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/jopohl/urh'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/samuelclay/NewsBlur</id>
    <title>NewsBlur</title>
    <link rel="alternate" type="text/html" href="https://github.com/samuelclay/NewsBlur" />
    <published>2019-01-25T09:25:00Z</published>
    <updated>2019-01-25T09:25:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/samuelclay/NewsBlur">NewsBlur</a></strong>: Web-based personal news reader.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/samuelclay/NewsBlur'>Repo</a></li>
        <li><a href='https://www.newsblur.com/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/allegro/ralph</id>
    <title>Ralph</title>
    <link rel="alternate" type="text/html" href="https://github.com/allegro/ralph" />
    <published>2019-01-23T10:06:00Z</published>
    <updated>2019-01-23T10:06:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/allegro/ralph">Ralph</a></strong>: Simple and powerful Asset Management, DCIM, and CMDB system for the data center and back office.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/allegro/ralph'>Repo</a></li>
        <li><a href='https://ralph.allegro.tech/'>Home</a></li>
        <li><a href='https://ralph-ng.readthedocs.io/en/stable'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://git.beaker-project.org/cgit/beaker</id>
    <title>Beaker</title>
    <link rel="alternate" type="text/html" href="https://git.beaker-project.org/cgit/beaker" />
    <published>2019-01-23T10:03:00Z</published>
    <updated>2019-01-23T10:03:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://git.beaker-project.org/cgit/beaker">Beaker</a></strong>: Hardware integration testing system, used by RedHat to test compatiblity for RHEL and Fedora.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://git.beaker-project.org/cgit/beaker'>Repo</a></li>
        <li><a href='https://beaker-project.org/'>Home</a></li>
        <li><a href='https://beaker-project.org/docs'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/facebook/PathPicker</id>
    <title>PathPicker</title>
    <link rel="alternate" type="text/html" href="https://github.com/facebook/PathPicker" />
    <published>2019-01-21T09:31:00Z</published>
    <updated>2019-01-21T09:31:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/facebook/PathPicker">PathPicker</a></strong>: Shell utility to interactively select paths from the output of other commands.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/facebook/PathPicker'>Repo</a></li>
        <li><a href='http://facebook.github.io/PathPicker'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/pyvideo/pyvideo</id>
    <title>PyVideo</title>
    <link rel="alternate" type="text/html" href="https://github.com/pyvideo/pyvideo" />
    <published>2019-01-19T11:48:00Z</published>
    <updated>2019-01-19T11:48:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/pyvideo/pyvideo">PyVideo</a></strong>: Static media index custom-built for the Python community, and all the content our meetings and conferences produce.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/pyvideo/pyvideo'>Repo</a></li>
        <li><a href='https://pyvideo.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/ckan/ckan</id>
    <title>CKAN</title>
    <link rel="alternate" type="text/html" href="https://github.com/ckan/ckan" />
    <published>2019-01-16T10:58:00Z</published>
    <updated>2019-01-16T10:58:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/ckan/ckan">CKAN</a></strong>: Data management system (DMS) which makes it easy to publish, share, and use data. Data hubs powered by CKAN include [datahub.io](https://datahub.io), [catalog.data.gov](https://catalog.data.gov), and [europeandataportal.eu](https://europeandataportal.eu/data/en/dataset), among many other sites.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/ckan/ckan'>Repo</a></li>
        <li><a href='https://ckan.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/streamlink/streamlink</id>
    <title>streamlink</title>
    <link rel="alternate" type="text/html" href="https://github.com/streamlink/streamlink" />
    <published>2019-01-08T17:40:00Z</published>
    <updated>2019-01-08T17:40:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/streamlink/streamlink">streamlink</a></strong>: Command-line utility that extracts streams from various services and pipes them into a video player of choice.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/streamlink/streamlink'>Repo</a></li>
        <li><a href='https://streamlink.github.io/'>Home</a></li>
        <li><a href='https://pypi.org/project/streamlink'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/lutris/lutris</id>
    <title>Lutris</title>
    <link rel="alternate" type="text/html" href="https://github.com/lutris/lutris" />
    <published>2019-01-07T22:16:00Z</published>
    <updated>2019-01-07T22:16:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/lutris/lutris">Lutris</a></strong>: Gaming platform for GNU/Linux, managing game installations with a unified interface.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/lutris/lutris'>Repo</a></li>
        <li><a href='https://lutris.net/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Lutris'>WP</a></li>
        <li><a href='https://www.patreon.com/lutris'>Fund</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/borgbackup/borg</id>
    <title>BorgBackup</title>
    <link rel="alternate" type="text/html" href="https://github.com/borgbackup/borg" />
    <published>2019-01-06T17:05:00Z</published>
    <updated>2019-01-06T17:05:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/borgbackup/borg">BorgBackup</a></strong>: Deduplicating backup system with optional encryption and other features.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/borgbackup/borg'>Repo</a></li>
        <li><a href='https://www.borgbackup.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/thonny/thonny</id>
    <title>Thonny</title>
    <link rel="alternate" type="text/html" href="https://github.com/thonny/thonny" />
    <published>2019-01-05T14:36:00Z</published>
    <updated>2019-01-05T14:36:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/thonny/thonny">Thonny</a></strong>: Cross-platform Python IDE for beginners, designed for learning to code.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/thonny/thonny'>Repo</a></li>
        <li><a href='https://thonny.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Thonny'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/PyCon/pycon</id>
    <title>PyCon</title>
    <link rel="alternate" type="text/html" href="https://github.com/PyCon/pycon" />
    <published>2019-01-03T23:10:00Z</published>
    <updated>2019-01-03T23:10:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/PyCon/pycon">PyCon</a></strong>: Content management and conference organization web application, based on Django and [Symposion](https://github.com/pinax/symposion).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/PyCon/pycon'>Repo</a></li>
        <li><a href='https://us.pycon.org/'>Home</a></li>
        <li><a href='https://pycon.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/warner/magic-wormhole</id>
    <title>Magic Wormhole</title>
    <link rel="alternate" type="text/html" href="https://github.com/warner/magic-wormhole" />
    <published>2019-01-02T10:02:00Z</published>
    <updated>2019-01-02T10:02:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/warner/magic-wormhole">Magic Wormhole</a></strong>: Security- and speed-focused file transfer tool with support for files, text, and directories.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/warner/magic-wormhole'>Repo</a></li>
        <li><a href='https://pypi.org/project/magic-wormhole'>PyPI</a></li>
        <li><a href='https://magic-wormhole.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/alicevision/meshroom</id>
    <title>Meshroom</title>
    <link rel="alternate" type="text/html" href="https://github.com/alicevision/meshroom" />
    <published>2019-01-02T09:57:00Z</published>
    <updated>2019-01-02T09:57:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/alicevision/meshroom">Meshroom</a></strong>: Photogrammetry pipeline, for turning photographs into 3D models.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/alicevision/meshroom'>Repo</a></li>
        <li><a href='http://alicevision.github.io/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/korcankaraokcu/PINCE</id>
    <title>PINCE</title>
    <link rel="alternate" type="text/html" href="https://github.com/korcankaraokcu/PINCE" />
    <published>2019-01-02T09:47:00Z</published>
    <updated>2019-01-02T09:47:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/korcankaraokcu/PINCE">PINCE</a></strong>: Debugging frontend for GDB focused on reverse engineering video games.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/korcankaraokcu/PINCE'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://code.launchpad.net/sofastatistics</id>
    <title>SOFA Statistics</title>
    <link rel="alternate" type="text/html" href="https://code.launchpad.net/sofastatistics" />
    <published>2019-01-01T18:44:00Z</published>
    <updated>2019-01-01T18:44:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://code.launchpad.net/sofastatistics">SOFA Statistics</a></strong>: User-friendly statistics and analysis with a learn-as-you-go approach.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://code.launchpad.net/sofastatistics'>Repo</a></li>
        <li><a href='http://www.sofastatistics.com/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/sshuttle/sshuttle</id>
    <title>sshuttle</title>
    <link rel="alternate" type="text/html" href="https://github.com/sshuttle/sshuttle" />
    <published>2019-01-01T17:45:00Z</published>
    <updated>2019-01-01T17:45:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/sshuttle/sshuttle">sshuttle</a></strong>: Transparent network proxy server that uses SSH to achieve VPN-like results, without requiring root access.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/sshuttle/sshuttle'>Repo</a></li>
        <li><a href='https://sshuttle.readthedocs.org/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://hg.tryton.org/trytond</id>
    <title>Tryton</title>
    <link rel="alternate" type="text/html" href="https://hg.tryton.org/trytond" />
    <published>2018-12-25T13:34:00Z</published>
    <updated>2018-12-25T13:34:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://hg.tryton.org/trytond">Tryton</a></strong>: Modular web-based ERP, designed for companies of all sizes.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://hg.tryton.org/trytond'>Repo</a></li>
        <li><a href='https://www.tryton.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Tryton'>WP</a></li>
        <li><a href='https://docs.tryton.org/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/beetbox/beets</id>
    <title>Beets</title>
    <link rel="alternate" type="text/html" href="https://github.com/beetbox/beets" />
    <published>2018-12-24T18:02:00Z</published>
    <updated>2018-12-24T18:02:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/beetbox/beets">Beets</a></strong>: Feature-rich command-line music library manager with web UI, duplicate detection, transcoding, and tagging support, integrating with MusicBrainz, Discogs, and more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/beetbox/beets'>Repo</a></li>
        <li><a href='http://beets.io/'>Home</a></li>
        <li><a href='https://pypi.org/project/beets'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/lukasmonk/lucaschess</id>
    <title>Lucas Chess</title>
    <link rel="alternate" type="text/html" href="https://github.com/lukasmonk/lucaschess" />
    <published>2018-12-24T12:48:00Z</published>
    <updated>2018-12-24T12:48:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/lukasmonk/lucaschess">Lucas Chess</a></strong>: Featureful chess client for Windows, with some Linux support.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/lukasmonk/lucaschess'>Repo</a></li>
        <li><a href='http://lucaschess.pythonanywhere.com/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/abilian/abilian-sbe</id>
    <title>Abilian SBE</title>
    <link rel="alternate" type="text/html" href="https://github.com/abilian/abilian-sbe" />
    <published>2018-12-24T12:41:00Z</published>
    <updated>2018-12-24T12:41:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/abilian/abilian-sbe">Abilian SBE</a></strong>: A &quot;Social Business Engine&quot; with features including lightweight document management, discussions, wikis, timelines, and more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/abilian/abilian-sbe'>Repo</a></li>
        <li><a href='https://www.abilian.com/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/git-cola/git-cola</id>
    <title>Git Cola</title>
    <link rel="alternate" type="text/html" href="https://github.com/git-cola/git-cola" />
    <published>2018-12-24T12:23:00Z</published>
    <updated>2018-12-24T12:23:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/git-cola/git-cola">Git Cola</a></strong>: Featureful cross-platform GUI wrapper for `git`.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/git-cola/git-cola'>Repo</a></li>
        <li><a href='https://git-cola.github.io/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://lab.nexedi.com/nexedi/erp5</id>
    <title>ERP5</title>
    <link rel="alternate" type="text/html" href="https://lab.nexedi.com/nexedi/erp5" />
    <published>2018-12-24T07:18:00Z</published>
    <updated>2018-12-24T07:18:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://lab.nexedi.com/nexedi/erp5">ERP5</a></strong>: Web-based ERP, CRM, DMS, and Big Data system with hundreds of built-in modules, designed for corporate scalability.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://lab.nexedi.com/nexedi/erp5'>Repo</a></li>
        <li><a href='https://erp5.nexedi.com/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/ERP5'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/pypa/pipenv</id>
    <title>pipenv</title>
    <link rel="alternate" type="text/html" href="https://github.com/pypa/pipenv" />
    <published>2018-12-23T17:37:00Z</published>
    <updated>2018-12-23T17:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/pypa/pipenv">pipenv</a></strong>: Wrapper around `pip`, [`virtualenv`](https://github.com/pypa/virtualenv), and [`pip-tools`](https://github.com/jazzband/pip-tools) for a more holistic package management workflow.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/pypa/pipenv'>Repo</a></li>
        <li><a href='https://pipenv.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/rhinstaller/anaconda</id>
    <title>RedHat Anaconda</title>
    <link rel="alternate" type="text/html" href="https://github.com/rhinstaller/anaconda" />
    <published>2018-12-21T22:16:00Z</published>
    <updated>2018-12-21T22:16:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/rhinstaller/anaconda">RedHat Anaconda</a></strong>: Installation program used by Fedora, Red Hat Enterprise Linux, and other Linux distributions.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/rhinstaller/anaconda'>Repo</a></li>
        <li><a href='https://anaconda-installer.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://bitbucket.org/tortoisehg/thg/src</id>
    <title>TortoiseHg</title>
    <link rel="alternate" type="text/html" href="https://bitbucket.org/tortoisehg/thg/src" />
    <published>2018-12-21T22:11:00Z</published>
    <updated>2018-12-21T22:11:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://bitbucket.org/tortoisehg/thg/src">TortoiseHg</a></strong>: Windows shell extension and a series of applications for the Mercurial distributed revision control system. Also includes GNOME and CLI support.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://bitbucket.org/tortoisehg/thg/src'>Repo</a></li>
        <li><a href='https://tortoisehg.bitbucket.io/'>Home</a></li>
        <li><a href='https://bitbucket.org/tortoisehg/thg/wiki/developers/Home'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/giuspen/cherrytree</id>
    <title>CherryTree</title>
    <link rel="alternate" type="text/html" href="https://github.com/giuspen/cherrytree" />
    <published>2018-12-21T09:43:00Z</published>
    <updated>2018-12-21T09:43:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/giuspen/cherrytree">CherryTree</a></strong>: Hierarchical wiki-like personal notepad, featuring rich text and syntax highlighting.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/giuspen/cherrytree'>Repo</a></li>
        <li><a href='https://www.giuspen.com/cherrytree'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/invesalius/invesalius3</id>
    <title>InVesalius</title>
    <link rel="alternate" type="text/html" href="https://github.com/invesalius/invesalius3" />
    <published>2018-12-21T09:36:00Z</published>
    <updated>2018-12-21T09:36:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/invesalius/invesalius3">InVesalius</a></strong>: Generates virtual reconstructions of structures in the human body for medical purposes, including CT and MRI scans.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/invesalius/invesalius3'>Repo</a></li>
        <li><a href='https://invesalius.github.io/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/InVesalius'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/linkedin/iris</id>
    <title>Iris</title>
    <link rel="alternate" type="text/html" href="https://github.com/linkedin/iris" />
    <published>2018-12-20T23:05:00Z</published>
    <updated>2018-12-20T23:05:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/linkedin/iris">Iris</a></strong>: Flexible automated incident paging system, developed by and used at LinkedIn.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/linkedin/iris'>Repo</a></li>
        <li><a href='https://iris.claims/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/linkedin/oncall</id>
    <title>Oncall</title>
    <link rel="alternate" type="text/html" href="https://github.com/linkedin/oncall" />
    <published>2018-12-20T23:05:00Z</published>
    <updated>2018-12-20T23:05:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/linkedin/oncall">Oncall</a></strong>: Calendar tool designed for on-call management and scheduling, developed by and used at LinkedIn.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/linkedin/oncall'>Repo</a></li>
        <li><a href='https://oncall.tools/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/HelloZeroNet/ZeroNet</id>
    <title>ZeroNet</title>
    <link rel="alternate" type="text/html" href="https://github.com/HelloZeroNet/ZeroNet" />
    <published>2018-12-20T16:02:00Z</published>
    <updated>2018-12-20T16:02:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/HelloZeroNet/ZeroNet">ZeroNet</a></strong>: Open, free, and uncensorable websites, using Bitcoin cryptography and BitTorrent network.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/HelloZeroNet/ZeroNet'>Repo</a></li>
        <li><a href='https://zeronet.io/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/ZeroNet'>WP</a></li>
        <li><a href='https://zeronet.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/adrienverge/PhotoCollage</id>
    <title>PhotoCollage</title>
    <link rel="alternate" type="text/html" href="https://github.com/adrienverge/PhotoCollage" />
    <published>2018-12-20T00:09:00Z</published>
    <updated>2018-12-20T00:09:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/adrienverge/PhotoCollage">PhotoCollage</a></strong>: Automatically lays out a photo collage to fill out a given poster space.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/adrienverge/PhotoCollage'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/snare/voltron</id>
    <title>Voltron</title>
    <link rel="alternate" type="text/html" href="https://github.com/snare/voltron" />
    <published>2018-12-19T11:46:00Z</published>
    <updated>2018-12-19T11:46:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/snare/voltron">Voltron</a></strong>: Extensible debugger wrapper aiming to improve the user experience of various debuggers, such as [LLDB](https://lldb.llvm.org/), [GDB](https://en.wikipedia.org/wiki/GNU_Debugger), and [WinDbg](https://en.wikipedia.org/wiki/WinDbg).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/snare/voltron'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/sdispater/poetry</id>
    <title>Poetry</title>
    <link rel="alternate" type="text/html" href="https://github.com/sdispater/poetry" />
    <published>2018-12-19T09:45:00Z</published>
    <updated>2018-12-19T09:45:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/sdispater/poetry">Poetry</a></strong>: An independent approach to Python dependency management and packaging.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/sdispater/poetry'>Repo</a></li>
        <li><a href='https://poetry.eustace.io/'>Home</a></li>
        <li><a href='https://poetry.eustace.io/docs'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/ncolony/ncolony</id>
    <title>NColony</title>
    <link rel="alternate" type="text/html" href="https://github.com/ncolony/ncolony" />
    <published>2018-12-18T20:22:00Z</published>
    <updated>2018-12-18T20:22:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/ncolony/ncolony">NColony</a></strong>: Process manager and monitor.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/ncolony/ncolony'>Repo</a></li>
        <li><a href='http://ncolony.org/en/latest'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/Supervisor/supervisor</id>
    <title>Supervisor</title>
    <link rel="alternate" type="text/html" href="https://github.com/Supervisor/supervisor" />
    <published>2018-12-18T20:22:00Z</published>
    <updated>2018-12-18T20:22:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/Supervisor/supervisor">Supervisor</a></strong>: Process manager and monitor.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/Supervisor/supervisor'>Repo</a></li>
        <li><a href='http://supervisord.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/pantsbuild/pants</id>
    <title>Pants</title>
    <link rel="alternate" type="text/html" href="https://github.com/pantsbuild/pants" />
    <published>2018-12-18T20:13:00Z</published>
    <updated>2018-12-18T20:13:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/pantsbuild/pants">Pants</a></strong>: Build system designed for monolithic repositories.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/pantsbuild/pants'>Repo</a></li>
        <li><a href='https://www.pantsbuild.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/gpodder/gpodder</id>
    <title>gPodder</title>
    <link rel="alternate" type="text/html" href="https://github.com/gpodder/gpodder" />
    <published>2018-12-17T10:51:00Z</published>
    <updated>2018-12-17T10:51:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/gpodder/gpodder">gPodder</a></strong>: Simple, mature media aggregator and podcast client.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/gpodder/gpodder'>Repo</a></li>
        <li><a href='https://gpodder.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/pi-hole/pi-hole</id>
    <title>Pi-Hole</title>
    <link rel="alternate" type="text/html" href="https://github.com/pi-hole/pi-hole" />
    <published>2018-12-17T10:51:00Z</published>
    <updated>2018-12-17T10:51:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/pi-hole/pi-hole">Pi-Hole</a></strong>: Linux network-level advertisement and internet tracker blocking application which acts as a DNS sinkhole, and (optionally) a DHCP server, intended for use on a private network.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/pi-hole/pi-hole'>Repo</a></li>
        <li><a href='https://pi-hole.net/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Pi-hole'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/tlecomte/friture</id>
    <title>Friture</title>
    <link rel="alternate" type="text/html" href="https://github.com/tlecomte/friture" />
    <published>2018-12-17T10:51:00Z</published>
    <updated>2018-12-17T10:51:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/tlecomte/friture">Friture</a></strong>: Visualizes and analyzes live audio data in real-time, including scope, spectrum analyzer, rolling 2D spectrogram, and more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/tlecomte/friture'>Repo</a></li>
        <li><a href='http://friture.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/camelot-dev/excalibur</id>
    <title>Excalibur</title>
    <link rel="alternate" type="text/html" href="https://github.com/camelot-dev/excalibur" />
    <published>2018-12-17T10:51:00Z</published>
    <updated>2018-12-17T10:51:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/camelot-dev/excalibur">Excalibur</a></strong>: Web interface to extract tabular data from PDFs.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/camelot-dev/excalibur'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/Kozea/Radicale</id>
    <title>Radicale</title>
    <link rel="alternate" type="text/html" href="https://github.com/Kozea/Radicale" />
    <published>2018-12-17T10:51:00Z</published>
    <updated>2018-12-17T10:51:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/Kozea/Radicale">Radicale</a></strong>: Simple CalDAV (calendar) and CardDAV (contact) server.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/Kozea/Radicale'>Repo</a></li>
        <li><a href='https://radicale.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/modoboa/modoboa</id>
    <title>Modoboa</title>
    <link rel="alternate" type="text/html" href="https://github.com/modoboa/modoboa" />
    <published>2018-12-17T10:51:00Z</published>
    <updated>2018-12-17T10:51:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/modoboa/modoboa">Modoboa</a></strong>: Mail hosting and management platform including web UI based on Django. Provides useful components such as an admin panel and webmail. Integrates with Postfix or Dovecot.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/modoboa/modoboa'>Repo</a></li>
        <li><a href='https://modoboa.org/en'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/mu-editor/mu</id>
    <title>mu</title>
    <link rel="alternate" type="text/html" href="https://github.com/mu-editor/mu" />
    <published>2018-12-17T10:51:00Z</published>
    <updated>2018-12-17T10:51:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/mu-editor/mu">mu</a></strong>: A small, simple editor designed for beginner Python programmers.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/mu-editor/mu'>Repo</a></li>
        <li><a href='https://codewith.mu/en'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/jupyter/nbgrader</id>
    <title>NBGrader</title>
    <link rel="alternate" type="text/html" href="https://github.com/jupyter/nbgrader" />
    <published>2018-12-16T00:16:00Z</published>
    <updated>2018-12-16T00:16:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/jupyter/nbgrader">NBGrader</a></strong>: Jupyter-based application which enables educators to create, assign, and grade assignments in notebook form.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/jupyter/nbgrader'>Repo</a></li>
        <li><a href='https://nbgrader.readthedocs.io/en/stable'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/home-assistant/home-assistant</id>
    <title>Home Assistant</title>
    <link rel="alternate" type="text/html" href="https://github.com/home-assistant/home-assistant" />
    <published>2018-12-15T23:13:00Z</published>
    <updated>2018-12-15T23:13:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/home-assistant/home-assistant">Home Assistant</a></strong>: Home automation platform that puts local control and privacy first.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/home-assistant/home-assistant'>Repo</a></li>
        <li><a href='https://www.home-assistant.io/'>Home</a></li>
        <li><a href='https://demo.home-assistant.io/'>Demo</a></li>
        <li><a href='https://www.home-assistant.io/docs'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/plone/Plone</id>
    <title>Plone</title>
    <link rel="alternate" type="text/html" href="https://github.com/plone/Plone" />
    <published>2018-12-15T02:30:00Z</published>
    <updated>2018-12-15T02:30:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/plone/Plone">Plone</a></strong>: Extensible enterprise content management system built on Zope.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/plone/Plone'>Repo</a></li>
        <li><a href='https://plone.com/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Plone_%28software%29'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/getnikola/nikola</id>
    <title>Nikola</title>
    <link rel="alternate" type="text/html" href="https://github.com/getnikola/nikola" />
    <published>2018-12-14T19:11:00Z</published>
    <updated>2018-12-14T19:11:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/getnikola/nikola">Nikola</a></strong>: Command-line static site generator with incremental rebuilds and support for Markdown, reST, Jupyter notebooks, and HTML.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/getnikola/nikola'>Repo</a></li>
        <li><a href='https://www.getnikola.com/'>Home</a></li>
        <li><a href='https://pypi.org/project/nikola'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/moinwiki/moin</id>
    <title>MoinMoin</title>
    <link rel="alternate" type="text/html" href="https://github.com/moinwiki/moin" />
    <published>2018-12-13T10:03:00Z</published>
    <updated>2018-12-13T10:03:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/moinwiki/moin">MoinMoin</a></strong>: Python&#x27;s own web-based wiki software, used for [the official Python wiki](https://wiki.python.org/moin/) and many others.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/moinwiki/moin'>Repo</a></li>
        <li><a href='http://moinmo.in/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/MoinMoin'>WP</a></li>
        <li><a href='https://moin-20.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/sabnzbd/sabnzbd</id>
    <title>SABnzbd</title>
    <link rel="alternate" type="text/html" href="https://github.com/sabnzbd/sabnzbd" />
    <published>2018-12-03T12:30:00Z</published>
    <updated>2018-12-03T12:30:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/sabnzbd/sabnzbd">SABnzbd</a></strong>: Simple, cross-platform newsreader for downloading from Usenet. Supports many integrations and 16 languages.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/sabnzbd/sabnzbd'>Repo</a></li>
        <li><a href='https://sabnzbd.org/'>Home</a></li>
        <li><a href='https://sabnzbd.org/wiki'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/2ndquadrant-it/barman</id>
    <title>Barman</title>
    <link rel="alternate" type="text/html" href="https://github.com/2ndquadrant-it/barman" />
    <published>2018-11-30T23:53:00Z</published>
    <updated>2018-11-30T23:53:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/2ndquadrant-it/barman">Barman</a></strong>: Remote backup and disaster recovery for PostgreSQL.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/2ndquadrant-it/barman'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/dbcli/pgcli</id>
    <title>pgcli</title>
    <link rel="alternate" type="text/html" href="https://github.com/dbcli/pgcli" />
    <published>2018-11-30T23:53:00Z</published>
    <updated>2018-11-30T23:53:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/dbcli/pgcli">pgcli</a></strong>: Interactive PostgreSQL client that does auto-completion and syntax highlighting.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/dbcli/pgcli'>Repo</a></li>
        <li><a href='https://www.pgcli.com/'>Home</a></li>
        <li><a href='https://pypi.python.org/pypi/pgcli'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/wal-e/wal-e</id>
    <title>WAL-E</title>
    <link rel="alternate" type="text/html" href="https://github.com/wal-e/wal-e" />
    <published>2018-11-30T23:53:00Z</published>
    <updated>2018-11-30T23:53:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/wal-e/wal-e">WAL-E</a></strong>: Continuous archiving of PostgreSQL WAL files and base backups.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/wal-e/wal-e'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/dissemin/dissemin</id>
    <title>Dissem.in</title>
    <link rel="alternate" type="text/html" href="https://github.com/dissemin/dissemin" />
    <published>2018-11-30T13:38:00Z</published>
    <updated>2018-11-30T13:38:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/dissemin/dissemin">Dissem.in</a></strong>: Web platform to help researchers upload their papers to open-access repositories.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/dissemin/dissemin'>Repo</a></li>
        <li><a href='https://dissem.in/'>Home</a></li>
        <li><a href='https://dev.dissem.in/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/deluge-torrent/deluge</id>
    <title>Deluge</title>
    <link rel="alternate" type="text/html" href="https://github.com/deluge-torrent/deluge" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/deluge-torrent/deluge">Deluge</a></strong>: Popular, lightweight, cross-platform BitTorrent client.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/deluge-torrent/deluge'>Repo</a></li>
        <li><a href='https://deluge-torrent.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Deluge_%28software%29'>WP</a></li>
        <li><a href='https://www.patreon.com/deluge_cas'>Fund</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/neubot/neubot</id>
    <title>Neubot</title>
    <link rel="alternate" type="text/html" href="https://github.com/neubot/neubot" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/neubot/neubot">Neubot</a></strong>: Lightweight agent which collects data for net-neutrality research.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/neubot/neubot'>Repo</a></li>
        <li><a href='http://www.neubot.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/python/planet</id>
    <title>Planet</title>
    <link rel="alternate" type="text/html" href="https://github.com/python/planet" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/python/planet">Planet</a></strong>: RSS and Atom feed aggregator, designed to collect posts from the weblogs of members of an Internet community and display them on a single page. Used to power [Planet Python](https://planetpython.org/) and many more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/python/planet'>Repo</a></li>
        <li><a href='https://web.archive.org/web/20051029095046/http%3A/www.planetplanet.org'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Planet_%28software%29'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/qutebrowser/qutebrowser</id>
    <title>Qute Browser</title>
    <link rel="alternate" type="text/html" href="https://github.com/qutebrowser/qutebrowser" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/qutebrowser/qutebrowser">Qute Browser</a></strong>: Keyboard-driven, minimal, `vim`-like browser based on PyQt5.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/qutebrowser/qutebrowser'>Repo</a></li>
        <li><a href='https://www.qutebrowser.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/reddit-archive/reddit</id>
    <title>Reddit</title>
    <link rel="alternate" type="text/html" href="https://github.com/reddit-archive/reddit" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/reddit-archive/reddit">Reddit</a></strong>: Social news forum with voting, commenting, karma, and more. (Archival repo from 2017.)</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/reddit-archive/reddit'>Repo</a></li>
        <li><a href='http://reddit.com/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/Tribler/tribler</id>
    <title>Tribler</title>
    <link rel="alternate" type="text/html" href="https://github.com/Tribler/tribler" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/Tribler/tribler">Tribler</a></strong>: Privacy enhanced BitTorrent client with P2P content discovery.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/Tribler/tribler'>Repo</a></li>
        <li><a href='http://www.tribler.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Tribler'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/soimort/you-get</id>
    <title>You-Get</title>
    <link rel="alternate" type="text/html" href="https://github.com/soimort/you-get" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/soimort/you-get">You-Get</a></strong>: Command-line program to browserlessly scrape and stream video, audio, and images from web sites.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/soimort/you-get'>Repo</a></li>
        <li><a href='https://you-get.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/rg3/youtube-dl</id>
    <title>youtube-dl</title>
    <link rel="alternate" type="text/html" href="https://github.com/rg3/youtube-dl" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/rg3/youtube-dl">youtube-dl</a></strong>: Command-line program to browserlessly archive video and audio from YouTube and hundreds of other sites.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/rg3/youtube-dl'>Repo</a></li>
        <li><a href='http://rg3.github.io/youtube-dl'>Home</a></li>
        <li><a href='https://pypi.org/project/youtube_dl'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://bitbucket.org/MakeHuman/makehuman</id>
    <title>MakeHuman</title>
    <link rel="alternate" type="text/html" href="https://bitbucket.org/MakeHuman/makehuman" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://bitbucket.org/MakeHuman/makehuman">MakeHuman</a></strong>: 3D computer graphics software designed for the prototyping of photo realistic humanoids.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://bitbucket.org/MakeHuman/makehuman'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/MakeHuman'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/ASKBOT/askbot-devel</id>
    <title>Askbot</title>
    <link rel="alternate" type="text/html" href="https://github.com/ASKBOT/askbot-devel" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/ASKBOT/askbot-devel">Askbot</a></strong>: Q&amp;A web platform similar to StackOverflow, complete with tagging, reputation, badges, and more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/ASKBOT/askbot-devel'>Repo</a></li>
        <li><a href='https://askbot.com/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/benadida/helios-server</id>
    <title>Helios Voting</title>
    <link rel="alternate" type="text/html" href="https://github.com/benadida/helios-server" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/benadida/helios-server">Helios Voting</a></strong>: End-to-end verifiable voting system.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/benadida/helios-server'>Repo</a></li>
        <li><a href='http://heliosvoting.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/OfflineIMAP/offlineimap</id>
    <title>OfflineIMAP</title>
    <link rel="alternate" type="text/html" href="https://github.com/OfflineIMAP/offlineimap" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/OfflineIMAP/offlineimap">OfflineIMAP</a></strong>: IMAP reader and synchronizer.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/OfflineIMAP/offlineimap'>Repo</a></li>
        <li><a href='http://www.offlineimap.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/OfflineIMAP'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/translate/pootle</id>
    <title>Pootle</title>
    <link rel="alternate" type="text/html" href="https://github.com/translate/pootle" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/translate/pootle">Pootle</a></strong>: Web application for collaborative translation.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/translate/pootle'>Repo</a></li>
        <li><a href='http://pootle.translatehouse.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Pootle'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/geopython/pycsw</id>
    <title>pycsw</title>
    <link rel="alternate" type="text/html" href="https://github.com/geopython/pycsw" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/geopython/pycsw">pycsw</a></strong>: Full implementation of the OpenGIS Catalogue Service Implementation Specification.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/geopython/pycsw'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Pycsw'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/translate/virtaal</id>
    <title>Virtaal</title>
    <link rel="alternate" type="text/html" href="https://github.com/translate/virtaal" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/translate/virtaal">Virtaal</a></strong>: Cross-platform GUI for performing translation, with support for a variety of formats.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/translate/virtaal'>Repo</a></li>
        <li><a href='http://virtaal.translatehouse.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/WeblateOrg/weblate</id>
    <title>Weblate</title>
    <link rel="alternate" type="text/html" href="https://github.com/WeblateOrg/weblate" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/WeblateOrg/weblate">Weblate</a></strong>: Web based localization tool with tight version control integration.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/WeblateOrg/weblate'>Repo</a></li>
        <li><a href='https://weblate.org/'>Home</a></li>
        <li><a href='https://pypi.org/project/Weblate'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/zulip/zulip</id>
    <title>Zulip</title>
    <link rel="alternate" type="text/html" href="https://github.com/zulip/zulip" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/zulip/zulip">Zulip</a></strong>: Powerful chat server and web client with support for threaded conversations.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/zulip/zulip'>Repo</a></li>
        <li><a href='https://zulip.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Zulip'>WP</a></li>
        <li><a href='https://zulip.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/sagemathinc/cocalc</id>
    <title>CoCalc</title>
    <link rel="alternate" type="text/html" href="https://github.com/sagemathinc/cocalc" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/sagemathinc/cocalc">CoCalc</a></strong>: Collaborative calculation in the cloud, with support for the scientific Python stack, SageMath, R, LaTeX, Markdown, and more. Also features chat, course management, and other supporting functionality.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/sagemathinc/cocalc'>Repo</a></li>
        <li><a href='https://cocalc.com/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/CoCalc'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://git.sagemath.org/sage.git</id>
    <title>Sage Math</title>
    <link rel="alternate" type="text/html" href="https://git.sagemath.org/sage.git" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://git.sagemath.org/sage.git">Sage Math</a></strong>: Cross-platform computer algebra system with features covering many aspects of mathematics, including algebra, combinatorics, graph theory, numerical analysis, number theory, calculus, and statistics.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://git.sagemath.org/sage.git'>Repo</a></li>
        <li><a href='http://www.sagemath.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/SageMath'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/mahmoud/chert</id>
    <title>Chert</title>
    <link rel="alternate" type="text/html" href="https://github.com/mahmoud/chert" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/mahmoud/chert">Chert</a></strong>: Static site generator with built-in support for listicles, created by this humble author, used to power [calver.org](https://calver.org), [0ver.org](https://0ver.org), and [sedimental.org](https://sedimental.org/), the author&#x27;s blog. Mostly here as an easter egg :)</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/mahmoud/chert'>Repo</a></li>
        <li><a href='https://pypi.org/project/chert'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/hyde/hyde</id>
    <title>Hyde</title>
    <link rel="alternate" type="text/html" href="https://github.com/hyde/hyde" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/hyde/hyde">Hyde</a></strong>: Static site generator which began as the Python counterpart to [Jekyll](https://github.com/jekyll/jekyll).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/hyde/hyde'>Repo</a></li>
        <li><a href='http://hyde.github.io/'>Home</a></li>
        <li><a href='https://pypi.org/project/hyde'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/getpelican/pelican</id>
    <title>Pelican</title>
    <link rel="alternate" type="text/html" href="https://github.com/getpelican/pelican" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/getpelican/pelican">Pelican</a></strong>: Command-line static site generator that supports Markdown and reST syntax.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/getpelican/pelican'>Repo</a></li>
        <li><a href='https://blog.getpelican.com/'>Home</a></li>
        <li><a href='https://pypi.org/project/pelican'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/apache/allura</id>
    <title>Allura</title>
    <link rel="alternate" type="text/html" href="https://github.com/apache/allura" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/apache/allura">Allura</a></strong>: Software [forge](https://en.wikipedia.org/wiki/Forge_(software)), with support for git, hg, and svn.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/apache/allura'>Repo</a></li>
        <li><a href='https://allura.apache.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Apache_Allura'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://code.launchpad.net/bzr</id>
    <title>GNU Bazaar</title>
    <link rel="alternate" type="text/html" href="https://code.launchpad.net/bzr" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://code.launchpad.net/bzr">GNU Bazaar</a></strong>: Distributed and client-server revision control system.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://code.launchpad.net/bzr'>Repo</a></li>
        <li><a href='http://bazaar.canonical.com/en'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/GNU_Bazaar'>WP</a></li>
        <li><a href='http://doc.bazaar.canonical.com/en'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://kallithea-scm.org/repos/kallithea</id>
    <title>Kallithea</title>
    <link rel="alternate" type="text/html" href="https://kallithea-scm.org/repos/kallithea" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://kallithea-scm.org/repos/kallithea">Kallithea</a></strong>: Software [forge](https://en.wikipedia.org/wiki/Forge_(software)) for Mercurial and Git with a built-in push/pull server, full text search, and code-review. Forked from RhodeCode in 2014.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://kallithea-scm.org/repos/kallithea'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Kallithea_%28software%29'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://www.mercurial-scm.org/repo/hg-stable</id>
    <title>Mercurial</title>
    <link rel="alternate" type="text/html" href="https://www.mercurial-scm.org/repo/hg-stable" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://www.mercurial-scm.org/repo/hg-stable">Mercurial</a></strong>: Cross-platform distributed revision-control system designed for high performance and advanced branching/merging capabilities.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://www.mercurial-scm.org/repo/hg-stable'>Repo</a></li>
        <li><a href='https://www.mercurial-scm.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Mercurial'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://pagure.io/pagure</id>
    <title>Pagure</title>
    <link rel="alternate" type="text/html" href="https://pagure.io/pagure" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://pagure.io/pagure">Pagure</a></strong>: Software [forge](https://en.wikipedia.org/wiki/Forge_(software)) focused on git and developed by the Fedora engineering team.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://pagure.io/pagure'>Repo</a></li>
        <li><a href='https://pagure.io/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/getpatchwork/patchwork</id>
    <title>Patchwork</title>
    <link rel="alternate" type="text/html" href="https://github.com/getpatchwork/patchwork" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/getpatchwork/patchwork">Patchwork</a></strong>: Web-based patch tracking system designed to facilitate code contribution to an open-source project. Designed and used for Linux kernel subsystem development.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/getpatchwork/patchwork'>Repo</a></li>
        <li><a href='http://jk.ozlabs.org/projects/patchwork'>Home</a></li>
        <li><a href='https://patchwork.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://code.rhodecode.com/rhodecode-enterprise-ce</id>
    <title>RhodeCode</title>
    <link rel="alternate" type="text/html" href="https://code.rhodecode.com/rhodecode-enterprise-ce" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://code.rhodecode.com/rhodecode-enterprise-ce">RhodeCode</a></strong>: Self-hosted platform for behind-the-firewall source code management, providing centralized control over Git, Mercurial, and Subversion.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://code.rhodecode.com/rhodecode-enterprise-ce'>Repo</a></li>
        <li><a href='https://rhodecode.com/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/RhodeCode'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>http://hg.code.sf.net/p/roundup/code</id>
    <title>Roundup Issue Tracker</title>
    <link rel="alternate" type="text/html" href="http://hg.code.sf.net/p/roundup/code" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="http://hg.code.sf.net/p/roundup/code">Roundup Issue Tracker</a></strong>: Highly-customizable issue tracking system featuring command-line, web, and email interfaces, historically used by the official Python bug tracker at [bugs.python.org](https://bugs.python.org).</p>
      <p>Links:</p>
      <ul>
        <li><a href='http://hg.code.sf.net/p/roundup/code'>Repo</a></li>
        <li><a href='https://www.roundup-tracker.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Roundup_%28issue_tracker%29'>WP</a></li>
        <li><a href='https://github.com/roundup-tracker/roundup'>gh</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/edgewall/trac</id>
    <title>Trac</title>
    <link rel="alternate" type="text/html" href="https://github.com/edgewall/trac" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/edgewall/trac">Trac</a></strong>: Enhanced web-based wiki and issue tracking system for software development projects.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/edgewall/trac'>Repo</a></li>
        <li><a href='https://trac.edgewall.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Trac'>WP</a></li>
        <li><a href='https://trac.edgewall.org/wiki/TracGuide'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/viewvc/viewvc</id>
    <title>ViewVC</title>
    <link rel="alternate" type="text/html" href="https://github.com/viewvc/viewvc" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/viewvc/viewvc">ViewVC</a></strong>: Browser interface for CVS and Subversion version control repositories.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/viewvc/viewvc'>Repo</a></li>
        <li><a href='http://viewvc.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/GNOME/meld</id>
    <title>Meld</title>
    <link rel="alternate" type="text/html" href="https://github.com/GNOME/meld" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/GNOME/meld">Meld</a></strong>: Visual diff and merge tool targeted at developers, providing two- and three-way comparison of both files and directories, and supports many version control systems including Git, Mercurial, Bazaar, and Subversion.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/GNOME/meld'>Repo</a></li>
        <li><a href='http://meldmerge.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/reviewboard/reviewboard</id>
    <title>Review Board</title>
    <link rel="alternate" type="text/html" href="https://github.com/reviewboard/reviewboard" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/reviewboard/reviewboard">Review Board</a></strong>: Extensible code review tool for projects and companies of all sizes.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/reviewboard/reviewboard'>Repo</a></li>
        <li><a href='https://www.reviewboard.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/rietveld-codereview/rietveld</id>
    <title>Rietveld</title>
    <link rel="alternate" type="text/html" href="https://github.com/rietveld-codereview/rietveld" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/rietveld-codereview/rietveld">Rietveld</a></strong>: Django-based collaborative code review tool for Subversion written by [Guido van Rossum](https://en.wikipedia.org/wiki/Guido_van_Rossum) to run on [Google AppEngine](https://en.wikipedia.org/wiki/Google_App_Engine). The basis for [Gerrit](https://en.wikipedia.org/wiki/Gerrit_(software)).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/rietveld-codereview/rietveld'>Repo</a></li>
        <li><a href='https://codereview.appspot.com/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Rietveld_%28software%29'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/haiwen/seahub</id>
    <title>Seafile</title>
    <link rel="alternate" type="text/html" href="https://github.com/haiwen/seahub" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/haiwen/seahub">Seafile</a></strong>: Cross-platform file hosting and synchronization system.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/haiwen/seahub'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Seafile'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/tahoe-lafs/tahoe-lafs</id>
    <title>TahoeLAFS</title>
    <link rel="alternate" type="text/html" href="https://github.com/tahoe-lafs/tahoe-lafs" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/tahoe-lafs/tahoe-lafs">TahoeLAFS</a></strong>: Decentralized cloud storage system for robust distributed data storage.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/tahoe-lafs/tahoe-lafs'>Repo</a></li>
        <li><a href='https://tahoe-lafs.org/trac/tahoe-lafs'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Tahoe-LAFS'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/ansible/ansible</id>
    <title>Ansible</title>
    <link rel="alternate" type="text/html" href="https://github.com/ansible/ansible" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/ansible/ansible">Ansible</a></strong>: Agentless, playbook-based automation.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/ansible/ansible'>Repo</a></li>
        <li><a href='https://www.ansible.com/'>Home</a></li>
        <li><a href='https://docs.ansible.com/ansible'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/Cobbler/Cobbler</id>
    <title>Cobbler</title>
    <link rel="alternate" type="text/html" href="https://github.com/Cobbler/Cobbler" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/Cobbler/Cobbler">Cobbler</a></strong>: Linux installation server that allows for rapid setup of network installation environments.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/Cobbler/Cobbler'>Repo</a></li>
        <li><a href='https://cobbler.github.io/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Cobbler_%28software%29'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/fail2ban/fail2ban</id>
    <title>fail2ban</title>
    <link rel="alternate" type="text/html" href="https://github.com/fail2ban/fail2ban" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/fail2ban/fail2ban">fail2ban</a></strong>: Daemon to ban hosts that cause multiple authentication errors on Linux servers.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/fail2ban/fail2ban'>Repo</a></li>
        <li><a href='https://www.fail2ban.org/wiki/index.php/Main_Page'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Fail2ban'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/ganeti/ganeti</id>
    <title>Ganeti</title>
    <link rel="alternate" type="text/html" href="https://github.com/ganeti/ganeti" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/ganeti/ganeti">Ganeti</a></strong>: Virtual machine cluster management tool built on existing virtualization technologies such as [Xen](https://en.wikipedia.org/wiki/Xen) and [KVM](https://en.wikipedia.org/wiki/Kernel-based_Virtual_Machine).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/ganeti/ganeti'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/benoitc/gunicorn</id>
    <title>Gunicorn</title>
    <link rel="alternate" type="text/html" href="https://github.com/benoitc/gunicorn" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/benoitc/gunicorn">Gunicorn</a></strong>: Pluggable, pre-fork WSGI server, started as the counterpart to [Unicorn](https://en.wikipedia.org/wiki/Unicorn_(web_server)).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/benoitc/gunicorn'>Repo</a></li>
        <li><a href='https://gunicorn.org/'>Home</a></li>
        <li><a href='https://pypi.python.org/pypi/gunicorn'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/saltstack/salt</id>
    <title>Salt Stack</title>
    <link rel="alternate" type="text/html" href="https://github.com/saltstack/salt" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/saltstack/salt">Salt Stack</a></strong>: Automation for the management and configuration of any infrastructure or application at scale.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/saltstack/salt'>Repo</a></li>
        <li><a href='https://repo.saltstack.com/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/naparuba/shinken</id>
    <title>Shinken</title>
    <link rel="alternate" type="text/html" href="https://github.com/naparuba/shinken" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/naparuba/shinken">Shinken</a></strong>: Shinken is a modern, Nagios-compatible monitoring framework, designed to scale for large environments.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/naparuba/shinken'>Repo</a></li>
        <li><a href='http://www.shinken-monitoring.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/StackStorm/st2</id>
    <title>StackStorm</title>
    <link rel="alternate" type="text/html" href="https://github.com/StackStorm/st2" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/StackStorm/st2">StackStorm</a></strong>: Rules- and event-driven operational automation for auto-remediation, security responses, troubleshooting, deployments, and more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/StackStorm/st2'>Repo</a></li>
        <li><a href='http://www.stackstorm.com/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/asciidoc/asciidoc</id>
    <title>asciidoc</title>
    <link rel="alternate" type="text/html" href="https://github.com/asciidoc/asciidoc" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/asciidoc/asciidoc">asciidoc</a></strong>: Text document format for writing notes, documentation, articles, books, slideshows, man pages &amp; blogs.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/asciidoc/asciidoc'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/sphinx-doc/sphinx</id>
    <title>Sphinx</title>
    <link rel="alternate" type="text/html" href="https://github.com/sphinx-doc/sphinx" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/sphinx-doc/sphinx">Sphinx</a></strong>: Documentation tool for interconnected bodies of authorship, from code documentation to books. Used by [the official Python docs](https://docs.python.org), and many other projects ([not all of them Python](https://varnish-cache.org/docs/)).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/sphinx-doc/sphinx'>Repo</a></li>
        <li><a href='http://sphinx-doc.org/'>Home</a></li>
        <li><a href='https://pypi.org/project/Sphinx'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>http://die-offenbachs.homelinux.org:48888/hg/eric</id>
    <title>Eric IDE</title>
    <link rel="alternate" type="text/html" href="http://die-offenbachs.homelinux.org:48888/hg/eric" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="http://die-offenbachs.homelinux.org:48888/hg/eric">Eric IDE</a></strong>: Python editor and IDE, based on Qt, integrating Scintilla editor control.</p>
      <p>Links:</p>
      <ul>
        <li><a href='http://die-offenbachs.homelinux.org:48888/hg/eric'>Repo</a></li>
        <li><a href='https://eric-ide.python-projects.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://gitlab.gnome.org/GNOME/gedit</id>
    <title>Gedit</title>
    <link rel="alternate" type="text/html" href="https://gitlab.gnome.org/GNOME/gedit" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://gitlab.gnome.org/GNOME/gedit">Gedit</a></strong>: The default GNOME text editor makes extensive use of Python, in addition to C.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://gitlab.gnome.org/GNOME/gedit'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Gedit'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/jupyter/notebook</id>
    <title>Jupyter Notebook</title>
    <link rel="alternate" type="text/html" href="https://github.com/jupyter/notebook" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/jupyter/notebook">Jupyter Notebook</a></strong>: Web-based, extensible notebook environment for interactive computing.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/jupyter/notebook'>Repo</a></li>
        <li><a href='https://jupyter.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Project_Jupyter#Jupyter_Notebook'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/Komodo/KomodoEdit</id>
    <title>Komodo Edit</title>
    <link rel="alternate" type="text/html" href="https://github.com/Komodo/KomodoEdit" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/Komodo/KomodoEdit">Komodo Edit</a></strong>: Multi-language code editor, written in JS, Python, and C++, based on the Mozilla platform.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/Komodo/KomodoEdit'>Repo</a></li>
        <li><a href='https://www.activestate.com/products/komodo-edit'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Komodo_Edit'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/leo-editor/leo-editor</id>
    <title>Leo Editor</title>
    <link rel="alternate" type="text/html" href="https://github.com/leo-editor/leo-editor" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/leo-editor/leo-editor">Leo Editor</a></strong>: Personal Information Manager (PIM), IDE, and outliner with a holistic approach to programming and writing.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/leo-editor/leo-editor'>Repo</a></li>
        <li><a href='http://leoeditor.com/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Leo_%28text_editor%29'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/ninja-ide/ninja-ide</id>
    <title>Ninja IDE</title>
    <link rel="alternate" type="text/html" href="https://github.com/ninja-ide/ninja-ide" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/ninja-ide/ninja-ide">Ninja IDE</a></strong>: Cross-platform Python IDE with project management, linting, extensions, and more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/ninja-ide/ninja-ide'>Repo</a></li>
        <li><a href='http://ninja-ide.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Ninja-IDE'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/mate-desktop/pluma</id>
    <title>Pluma</title>
    <link rel="alternate" type="text/html" href="https://github.com/mate-desktop/pluma" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/mate-desktop/pluma">Pluma</a></strong>: Small and lightweight UTF-8 text editor for [the MATE environment](http://mate-desktop.org/). Based on gedit.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/mate-desktop/pluma'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/spyder-ide/spyder</id>
    <title>Spyder IDE</title>
    <link rel="alternate" type="text/html" href="https://github.com/spyder-ide/spyder" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/spyder-ide/spyder">Spyder IDE</a></strong>: Scientific editing and execution environment designed by and for scientists, engineers, and data analysts using Python.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/spyder-ide/spyder'>Repo</a></li>
        <li><a href='https://www.spyder-ide.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Spyder_%28software%29'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/conda/conda</id>
    <title>Conda</title>
    <link rel="alternate" type="text/html" href="https://github.com/conda/conda" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/conda/conda">Conda</a></strong>: OS-agnostic, system-level binary package manager and ecosystem, with a focus on Python and high-performance scientific computing.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/conda/conda'>Repo</a></li>
        <li><a href='https://conda.io/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Conda_%28package_manager%29'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/rpm-software-management/dnf</id>
    <title>dnf</title>
    <link rel="alternate" type="text/html" href="https://github.com/rpm-software-management/dnf" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/rpm-software-management/dnf">dnf</a></strong>: Dandified YUM (DNF) is the successor to `yum` and works everywhere yum worked.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/rpm-software-management/dnf'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/DNF_%28software%29'>WP</a></li>
        <li><a href='https://dnf.readthedocs.io/en/latest'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/pypa/pip</id>
    <title>pip</title>
    <link rel="alternate" type="text/html" href="https://github.com/pypa/pip" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/pypa/pip">pip</a></strong>: Python&#x27;s go-to package manager, with a wide range of features and platform support.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/pypa/pip'>Repo</a></li>
        <li><a href='https://pip.pypa.io/en/stable'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Pip_%28package_manager%29'>WP</a></li>
        <li><a href='https://pypi.org/project/pip'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/oracle/solaris-ips</id>
    <title>Solaris IPS</title>
    <link rel="alternate" type="text/html" href="https://github.com/oracle/solaris-ips" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/oracle/solaris-ips">Solaris IPS</a></strong>: Software delivery system backed by network repository, featuring safe execution for zones, use of ZFS for efficiency and rollback, preventing the introduction of invalid packages, and efficient use of bandwidth.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/oracle/solaris-ips'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/rpm-software-management/yum</id>
    <title>yum</title>
    <link rel="alternate" type="text/html" href="https://github.com/rpm-software-management/yum" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/rpm-software-management/yum">yum</a></strong>: Automatic updater and package installer/remover for RPM-based systems (Fedora, RHEL, etc.).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/rpm-software-management/yum'>Repo</a></li>
        <li><a href='http://yum.baseurl.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Yum_%28software%29'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/pypa/bandersnatch</id>
    <title>Bandersnatch</title>
    <link rel="alternate" type="text/html" href="https://github.com/pypa/bandersnatch" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/pypa/bandersnatch">Bandersnatch</a></strong>: PyPI mirror client complying with [PEP 381](http://www.python.org/dev/peps/pep-0381/).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/pypa/bandersnatch'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/devpi/devpi</id>
    <title>devpi</title>
    <link rel="alternate" type="text/html" href="https://github.com/devpi/devpi" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/devpi/devpi">devpi</a></strong>: PyPI staging server, as well as a packaging, testing, release tool, complete with web and search interface. Like a local PyPI.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/devpi/devpi'>Repo</a></li>
        <li><a href='http://doc.devpi.net/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/pypa/warehouse</id>
    <title>Warehouse</title>
    <link rel="alternate" type="text/html" href="https://github.com/pypa/warehouse" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/pypa/warehouse">Warehouse</a></strong>: Server software that powers [PyPI](https://pypi.org/), where most Python libraries are downloaded from.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/pypa/warehouse'>Repo</a></li>
        <li><a href='https://psfmember.org/civicrm/contribute/transact?reset=1&amp;id=13'>Fund</a></li>
        <li><a href='https://warehouse.pypa.io/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/openembedded/bitbake</id>
    <title>bitbake</title>
    <link rel="alternate" type="text/html" href="https://github.com/openembedded/bitbake" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/openembedded/bitbake">bitbake</a></strong>: Generic task execution engine that allows shell and Python tasks to be run efficiently and in parallel while working within complex inter-task dependency constraints.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/openembedded/bitbake'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/BitBake'>WP</a></li>
        <li><a href='https://www.yoctoproject.org/docs/current/bitbake-user-manual/bitbake-user-manual.html'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/buildbot/buildbot</id>
    <title>buildbot</title>
    <link rel="alternate" type="text/html" href="https://github.com/buildbot/buildbot" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/buildbot/buildbot">buildbot</a></strong>: Job scheduling system tailored to the needs of continuous integration and software packaging.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/buildbot/buildbot'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Buildbot'>WP</a></li>
        <li><a href='https://www.buildbot.net/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/buildout/buildout</id>
    <title>Buildout</title>
    <link rel="alternate" type="text/html" href="https://github.com/buildout/buildout" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/buildout/buildout">Buildout</a></strong>: Extensible deployment automation tool designed for application-centric assembly and deployment, as well as repeatable Python software builds.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/buildout/buildout'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Buildout'>WP</a></li>
        <li><a href='http://docs.buildout.org/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://chromium.googlesource.com/external/gyp</id>
    <title>GYP</title>
    <link rel="alternate" type="text/html" href="https://chromium.googlesource.com/external/gyp" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://chromium.googlesource.com/external/gyp">GYP</a></strong>: AKA &#x27;Generate Your Projects&#x27;, a build system that generates other build systems.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://chromium.googlesource.com/external/gyp'>Repo</a></li>
        <li><a href='https://gyp.gsrc.io/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/GYP_%28software%29'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/mesonbuild/meson</id>
    <title>Meson</title>
    <link rel="alternate" type="text/html" href="https://github.com/mesonbuild/meson" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/mesonbuild/meson">Meson</a></strong>: Build system designed for speed and user-friendliness.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/mesonbuild/meson'>Repo</a></li>
        <li><a href='http://mesonbuild.com/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/SCons/scons</id>
    <title>SCons</title>
    <link rel="alternate" type="text/html" href="https://github.com/SCons/scons" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/SCons/scons">SCons</a></strong>: Domain-specific language and build tool, designed to replace Make, autoconf, and ccache.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/SCons/scons'>Repo</a></li>
        <li><a href='http://scons.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/SCons'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://gitlab.com/ita1024/waf</id>
    <title>Waf</title>
    <link rel="alternate" type="text/html" href="https://gitlab.com/ita1024/waf" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://gitlab.com/ita1024/waf">Waf</a></strong>: Cross-platform build system designed to improve on SCons.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://gitlab.com/ita1024/waf'>Repo</a></li>
        <li><a href='https://waf.io/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Waf'>WP</a></li>
        <li><a href='https://waf.io/book'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/ergonomica/ergonomica</id>
    <title>Ergonomica</title>
    <link rel="alternate" type="text/html" href="https://github.com/ergonomica/ergonomica" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/ergonomica/ergonomica">Ergonomica</a></strong>: Cross-platform shell language based on [S-expressions](https://en.wikipedia.org/wiki/S-expression) combined with traditional shell features.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/ergonomica/ergonomica'>Repo</a></li>
        <li><a href='http://ergonomica.readthedocs.io/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/oilshell/oil</id>
    <title>Oil</title>
    <link rel="alternate" type="text/html" href="https://github.com/oilshell/oil" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/oilshell/oil">Oil</a></strong>: A new [bash](https://en.wikipedia.org/wiki/Bash_(Unix_shell))- and [dash](https://en.wikipedia.org/wiki/Almquist_shell#dash:_Ubuntu,_Debian_and_POSIX_compliance_of_Linux_distributions) backwards-compatible shell, with an improved language of its own.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/oilshell/oil'>Repo</a></li>
        <li><a href='http://www.oilshell.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/xonsh/xonsh</id>
    <title>Xonsh</title>
    <link rel="alternate" type="text/html" href="https://github.com/xonsh/xonsh" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/xonsh/xonsh">Xonsh</a></strong>: Cross-platform shell language and command prompt. The language is a superset of Python 3.4+ with additional shell primitives.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/xonsh/xonsh'>Repo</a></li>
        <li><a href='https://xon.sh/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/coala/coala</id>
    <title>coala</title>
    <link rel="alternate" type="text/html" href="https://github.com/coala/coala" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/coala/coala">coala</a></strong>: Unified command-line interface for linting and fixing code, regardless of programming language.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/coala/coala'>Repo</a></li>
        <li><a href='https://coala.io/'>Home</a></li>
        <li><a href='https://pypi.org/project/coala'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/ipython/ipython</id>
    <title>IPython</title>
    <link rel="alternate" type="text/html" href="https://github.com/ipython/ipython" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/ipython/ipython">IPython</a></strong>: Set of enhancements to Python, wrapping it for richer interactivity.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/ipython/ipython'>Repo</a></li>
        <li><a href='https://pypi.org/project/ipython'>PyPI</a></li>
        <li><a href='https://ipython.readthedocs.org/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/locustio/locust</id>
    <title>Locust</title>
    <link rel="alternate" type="text/html" href="https://github.com/locustio/locust" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/locustio/locust">Locust</a></strong>: Scalable user load testing tool for web sites, featuring an interactive web interface.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/locustio/locust'>Repo</a></li>
        <li><a href='https://locust.io/'>Home</a></li>
        <li><a href='https://docs.locust.io/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/robotframework/robotframework</id>
    <title>Robot Framework</title>
    <link rel="alternate" type="text/html" href="https://github.com/robotframework/robotframework" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/robotframework/robotframework">Robot Framework</a></strong>: Generic, cross-platform, and language-independent automation framework for acceptance testing, acceptance test driven development (ATDD), and robotic process automation (RPA). Extensible in Python and Java.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/robotframework/robotframework'>Repo</a></li>
        <li><a href='http://robotframework.org/'>Home</a></li>
        <li><a href='https://pypi.org/project/robotframework'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://code.launchpad.net/ubiquity</id>
    <title>Ubiquity</title>
    <link rel="alternate" type="text/html" href="https://code.launchpad.net/ubiquity" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://code.launchpad.net/ubiquity">Ubiquity</a></strong>: The default installer for Ubuntu and its derivatives, designed to be run from Live CD or USB.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://code.launchpad.net/ubiquity'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Ubiquity_%28software%29'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/Guake/guake</id>
    <title>Guake</title>
    <link rel="alternate" type="text/html" href="https://github.com/Guake/guake" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/Guake/guake">Guake</a></strong>: Drop-down terminal for GNOME, reminiscent of first-person game command consoles.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/Guake/guake'>Repo</a></li>
        <li><a href='http://guake-project.org/'>Home</a></li>
        <li><a href='https://pypi.org/project/guake'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/swapagarwal/JARVIS-on-Messenger</id>
    <title>JARVIS on Messenger</title>
    <link rel="alternate" type="text/html" href="https://github.com/swapagarwal/JARVIS-on-Messenger" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/swapagarwal/JARVIS-on-Messenger">JARVIS on Messenger</a></strong>: Facebook Messenger bot with a wide assortment of features.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/swapagarwal/JARVIS-on-Messenger'>Repo</a></li>
        <li><a href='https://m.me/J.A.R.V.I.S.on.Messenger'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/Nicotine-Plus/nicotine-plus</id>
    <title>Nicotine+</title>
    <link rel="alternate" type="text/html" href="https://github.com/Nicotine-Plus/nicotine-plus" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/Nicotine-Plus/nicotine-plus">Nicotine+</a></strong>: Graphical desktop client for the [Soulseek](https://en.wikipedia.org/wiki/Soulseek) peer-to-peer system.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/Nicotine-Plus/nicotine-plus'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/nimbusproject/nimbus</id>
    <title>Nimbus</title>
    <link rel="alternate" type="text/html" href="https://github.com/nimbusproject/nimbus" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/nimbusproject/nimbus">Nimbus</a></strong>: Infrastructure-as-a-Service platform geared toward scientific cloud computing.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/nimbusproject/nimbus'>Repo</a></li>
        <li><a href='http://www.nimbusproject.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/qtile/qtile</id>
    <title>qtile</title>
    <link rel="alternate" type="text/html" href="https://github.com/qtile/qtile" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/qtile/qtile">qtile</a></strong>: A small, flexible, scriptable tiling window manager.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/qtile/qtile'>Repo</a></li>
        <li><a href='http://qtile.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://code.launchpad.net/wicd</id>
    <title>Wicd</title>
    <link rel="alternate" type="text/html" href="https://code.launchpad.net/wicd" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://code.launchpad.net/wicd">Wicd</a></strong>: Graphical utility for managing wired and wireless connections on Linux.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://code.launchpad.net/wicd'>Repo</a></li>
        <li><a href='http://wicd.sourceforge.net/download.php'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Wicd'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://xpra.org/svn/Xpra/trunk</id>
    <title>Xpra</title>
    <link rel="alternate" type="text/html" href="https://xpra.org/svn/Xpra/trunk" />
    <published>2018-11-26T01:59:00Z</published>
    <updated>2018-11-26T01:59:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://xpra.org/svn/Xpra/trunk">Xpra</a></strong>: Cross-platform remote display server and client for forwarding applications and desktop screens.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://xpra.org/svn/Xpra/trunk'>Repo</a></li>
        <li><a href='http://xpra.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/themoken/canto-next</id>
    <title>Canto</title>
    <link rel="alternate" type="text/html" href="https://github.com/themoken/canto-next" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/themoken/canto-next">Canto</a></strong>: RSS daemon and [curses-based client](https://github.com/themoken/canto-curses).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/themoken/canto-next'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Canto_%28news_aggregator%29'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/exaile/exaile</id>
    <title>Exaile</title>
    <link rel="alternate" type="text/html" href="https://github.com/exaile/exaile" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/exaile/exaile">Exaile</a></strong>: Cross-platform audio player, tag editor, and library organizer.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/exaile/exaile'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Exaile'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/wbsoft/frescobaldi</id>
    <title>Frescobaldi</title>
    <link rel="alternate" type="text/html" href="https://github.com/wbsoft/frescobaldi" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/wbsoft/frescobaldi">Frescobaldi</a></strong>: An editor for [LilyPond](https://en.wikipedia.org/wiki/LilyPond) music files.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/wbsoft/frescobaldi'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Frescobaldi_%28software%29'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/gnuradio/gnuradio</id>
    <title>GNU Radio</title>
    <link rel="alternate" type="text/html" href="https://github.com/gnuradio/gnuradio" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/gnuradio/gnuradio">GNU Radio</a></strong>: Software development toolkit that provides signal processing blocks to implement software-defined radios and signal-processing systems.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/gnuradio/gnuradio'>Repo</a></li>
        <li><a href='https://www.gnuradio.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/GNU_Radio'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>http://git.savannah.gnu.org/cgit/solfege.git</id>
    <title>GNU Solfege</title>
    <link rel="alternate" type="text/html" href="http://git.savannah.gnu.org/cgit/solfege.git" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="http://git.savannah.gnu.org/cgit/solfege.git">GNU Solfege</a></strong>: An ear-training program intended to help musicians improve their skills.</p>
      <p>Links:</p>
      <ul>
        <li><a href='http://git.savannah.gnu.org/cgit/solfege.git'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/GNU_Solfege'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/metabrainz/picard</id>
    <title>MusicBrainz Picard</title>
    <link rel="alternate" type="text/html" href="https://github.com/metabrainz/picard" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/metabrainz/picard">MusicBrainz Picard</a></strong>: Automatically identify, tag, and organize music albums and other digital audio recordings.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/metabrainz/picard'>Repo</a></li>
        <li><a href='https://picard.musicbrainz.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/MusicBrainz_Picard'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/keithgg/puddletag</id>
    <title>PuddleTag</title>
    <link rel="alternate" type="text/html" href="https://github.com/keithgg/puddletag" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/keithgg/puddletag">PuddleTag</a></strong>: An audio tag (metadata) editor for audio file formats.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/keithgg/puddletag'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Puddletag'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/quodlibet/quodlibet</id>
    <title>Quod Libet</title>
    <link rel="alternate" type="text/html" href="https://github.com/quodlibet/quodlibet" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/quodlibet/quodlibet">Quod Libet</a></strong>: Cross-platform audio player, tag editor, and library organizer.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/quodlibet/quodlibet'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Quod_Libet_%28software%29'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/kassoulet/soundconverter</id>
    <title>SoundConverter</title>
    <link rel="alternate" type="text/html" href="https://github.com/kassoulet/soundconverter" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/kassoulet/soundconverter">SoundConverter</a></strong>: A GNOME-based audio file transcoder.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/kassoulet/soundconverter'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/GNOME_SoundConverter'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/jliljebl/flowblade</id>
    <title>Flowblade</title>
    <link rel="alternate" type="text/html" href="https://github.com/jliljebl/flowblade" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/jliljebl/flowblade">Flowblade</a></strong>: Multitrack, non-linear video editing software for Linux.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/jliljebl/flowblade'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Flowblade'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/OpenShot/openshot-qt</id>
    <title>OpenShot</title>
    <link rel="alternate" type="text/html" href="https://github.com/OpenShot/openshot-qt" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/OpenShot/openshot-qt">OpenShot</a></strong>: A cross-platform video editor for FreeBSD, Linux, macOS, and Windows.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/OpenShot/openshot-qt'>Repo</a></li>
        <li><a href='https://www.openshot.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/OpenShot'>WP</a></li>
        <li><a href='https://www.patreon.com/openshot'>Fund</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://gitlab.gnome.org/GNOME/pitivi</id>
    <title>Pitivi</title>
    <link rel="alternate" type="text/html" href="https://gitlab.gnome.org/GNOME/pitivi" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://gitlab.gnome.org/GNOME/pitivi">Pitivi</a></strong>: Non-linear video editor for Linux, based on GStreamer.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://gitlab.gnome.org/GNOME/pitivi'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Pitivi'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/plumi/plumi.app</id>
    <title>Plumi</title>
    <link rel="alternate" type="text/html" href="https://github.com/plumi/plumi.app" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/plumi/plumi.app">Plumi</a></strong>: Video sharing content management system based on [Plone](https://en.wikipedia.org/wiki/Plone_(software)).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/plumi/plumi.app'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Plumi'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/FreeCAD/FreeCAD</id>
    <title>FreeCAD</title>
    <link rel="alternate" type="text/html" href="https://github.com/FreeCAD/FreeCAD" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/FreeCAD/FreeCAD">FreeCAD</a></strong>: General-purpose parametric 3D CAD modeler and a building information modeling (BIM) software with finite-element-method (FEM) support.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/FreeCAD/FreeCAD'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/FreeCAD'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/mypaint/mypaint</id>
    <title>MyPaint</title>
    <link rel="alternate" type="text/html" href="https://github.com/mypaint/mypaint" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/mypaint/mypaint">MyPaint</a></strong>: Raster graphics editor for digital painters with a focus on painting rather than image manipulation.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/mypaint/mypaint'>Repo</a></li>
        <li><a href='http://mypaint.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/MyPaint'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://gitlab.gnome.org/GNOME/ocrfeeder</id>
    <title>OCRFeeder</title>
    <link rel="alternate" type="text/html" href="https://gitlab.gnome.org/GNOME/ocrfeeder" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://gitlab.gnome.org/GNOME/ocrfeeder">OCRFeeder</a></strong>: An optical character recognition suite for GNOME, with support for command-line OCR engines like CuneiForm, GOCR, Ocrad and Tesseract.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://gitlab.gnome.org/GNOME/ocrfeeder'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/OCRFeeder'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/tmbdev/ocropy</id>
    <title>OCRopus</title>
    <link rel="alternate" type="text/html" href="https://github.com/tmbdev/ocropy" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/tmbdev/ocropy">OCRopus</a></strong>: Document analysis and optical character recognition (OCR) system.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/tmbdev/ocropy'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/OCRopus'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/sk1project/sk1-wx</id>
    <title>SK1</title>
    <link rel="alternate" type="text/html" href="https://github.com/sk1project/sk1-wx" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/sk1project/sk1-wx">SK1</a></strong>: Feature-rich, cross-platform illustration program.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/sk1project/sk1-wx'>Repo</a></li>
        <li><a href='https://sk1project.net/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/SK1_%28program%29'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/fofix/fofix</id>
    <title>Frets on Fire X</title>
    <link rel="alternate" type="text/html" href="https://github.com/fofix/fofix" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/fofix/fofix">Frets on Fire X</a></strong>: Highly customizable rhythm game supporting many modes of guitar, bass, drum, and vocal gameplay for up to four players.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/fofix/fofix'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/pychess/pychess</id>
    <title>PyChess</title>
    <link rel="alternate" type="text/html" href="https://github.com/pychess/pychess" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/pychess/pychess">PyChess</a></strong>: Advanced chess client, suitable for new, casual, and competitive play.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/pychess/pychess'>Repo</a></li>
        <li><a href='http://pychess.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/PyChess'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/shlomif/PySolFC</id>
    <title>PySolFC</title>
    <link rel="alternate" type="text/html" href="https://github.com/shlomif/PySolFC" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/shlomif/PySolFC">PySolFC</a></strong>: Highly-portable collection of solitaire card games.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/shlomif/PySolFC'>Repo</a></li>
        <li><a href='https://pysolfc.sourceforge.io/'>Home</a></li>
        <li><a href='https://f-droid.org/en/packages/org.lufebe16.pysolfc'>Android</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/unknown-horizons/unknown-horizons</id>
    <title>Unknown Horizons</title>
    <link rel="alternate" type="text/html" href="https://github.com/unknown-horizons/unknown-horizons" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/unknown-horizons/unknown-horizons">Unknown Horizons</a></strong>: 2D real-time strategy simulation with an emphasis on economy and city building. (Not unlike Age of Empires)</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/unknown-horizons/unknown-horizons'>Repo</a></li>
        <li><a href='http://unknown-horizons.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/autokey/autokey</id>
    <title>Autokey</title>
    <link rel="alternate" type="text/html" href="https://github.com/autokey/autokey" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/autokey/autokey">Autokey</a></strong>: Desktop automation utility for Linux and X11.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/autokey/autokey'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/AutoKey'>WP</a></li>
        <li><a href='https://pypi.org/project/autokey'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/bleachbit/bleachbit</id>
    <title>Bleachbit</title>
    <link rel="alternate" type="text/html" href="https://github.com/bleachbit/bleachbit" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/bleachbit/bleachbit">Bleachbit</a></strong>: System cleaner designed to free disk space and maintain privacy.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/bleachbit/bleachbit'>Repo</a></li>
        <li><a href='https://www.bleachbit.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/Bup/Bup</id>
    <title>Bup</title>
    <link rel="alternate" type="text/html" href="https://github.com/Bup/Bup" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/Bup/Bup">Bup</a></strong>: Efficient backup system based on the git packfile format, providing fast incremental saves and global deduplication.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/Bup/Bup'>Repo</a></li>
        <li><a href='https://bup.github.io/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/gaubert/gmvault</id>
    <title>gmvault</title>
    <link rel="alternate" type="text/html" href="https://github.com/gaubert/gmvault" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/gaubert/gmvault">gmvault</a></strong>: Tool for backing up gmail accounts.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/gaubert/gmvault'>Repo</a></li>
        <li><a href='http://gmvault.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/metamorphose/metamorphose2</id>
    <title>Metamorphose</title>
    <link rel="alternate" type="text/html" href="https://github.com/metamorphose/metamorphose2" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/metamorphose/metamorphose2">Metamorphose</a></strong>: Graphical mass renaming program for files and folders.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/metamorphose/metamorphose2'>Repo</a></li>
        <li><a href='http://file-folder-ren.sourceforge.net/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/nvaccess/nvda</id>
    <title>nvda</title>
    <link rel="alternate" type="text/html" href="https://github.com/nvaccess/nvda" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/nvaccess/nvda">nvda</a></strong>: Non-Visual Desktop Access, a powerful screen reader for Windows.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/nvaccess/nvda'>Repo</a></li>
        <li><a href='https://www.nvaccess.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/ranger/ranger</id>
    <title>Ranger</title>
    <link rel="alternate" type="text/html" href="https://github.com/ranger/ranger" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/ranger/ranger">Ranger</a></strong>: TUI ([Text User Interface](https://en.wikipedia.org/wiki/Text-based_user_interface)) file manager, inspired by vim.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/ranger/ranger'>Repo</a></li>
        <li><a href='https://ranger.github.io/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/kovidgoyal/calibre</id>
    <title>Calibre</title>
    <link rel="alternate" type="text/html" href="https://github.com/kovidgoyal/calibre" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/kovidgoyal/calibre">Calibre</a></strong>: E-book manager designed for viewing, converting, editing, and cataloging e-books in all major formats.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/kovidgoyal/calibre'>Repo</a></li>
        <li><a href='https://calibre-ebook.com/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Calibre_%28software%29'>WP</a></li>
        <li><a href='https://www.patreon.com/kovidgoyal'>Fund</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/gramps-project/gramps</id>
    <title>Gramps</title>
    <link rel="alternate" type="text/html" href="https://github.com/gramps-project/gramps" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/gramps-project/gramps">Gramps</a></strong>: Genealogy software that is both intuitive for hobbyists and feature-complete for professional genealogists.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/gramps-project/gramps'>Repo</a></li>
        <li><a href='https://gramps-project.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/inveniosoftware/invenio</id>
    <title>Invenio</title>
    <link rel="alternate" type="text/html" href="https://github.com/inveniosoftware/invenio" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/inveniosoftware/invenio">Invenio</a></strong>: Customizable platform for running a trusted digital repository.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/inveniosoftware/invenio'>Repo</a></li>
        <li><a href='https://invenio.readthedocs.io/'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/internetarchive/openlibrary</id>
    <title>OpenLibrary</title>
    <link rel="alternate" type="text/html" href="https://github.com/internetarchive/openlibrary" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/internetarchive/openlibrary">OpenLibrary</a></strong>: Web application for an open, editable library catalog, used by [The Internet Archive](https://archive.org/) towards building a web page for every book ever published.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/internetarchive/openlibrary'>Repo</a></li>
        <li><a href='https://openlibrary.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Open_Library'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/pymedusa/Medusa</id>
    <title>PyMedusa</title>
    <link rel="alternate" type="text/html" href="https://github.com/pymedusa/Medusa" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/pymedusa/Medusa">PyMedusa</a></strong>: Video library manager for TV shows, with automatic download support.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/pymedusa/Medusa'>Repo</a></li>
        <li><a href='https://pymedusa.com/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/WikidPad/WikidPad</id>
    <title>Wikid Pad</title>
    <link rel="alternate" type="text/html" href="https://github.com/WikidPad/WikidPad" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/WikidPad/WikidPad">Wikid Pad</a></strong>: Desktop wiki notebook for storing your thoughts and ideas.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/WikidPad/WikidPad'>Repo</a></li>
        <li><a href='http://wikidpad.sourceforge.net/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/jaap-karssenberg/zim-desktop-wiki</id>
    <title>Zim Wiki</title>
    <link rel="alternate" type="text/html" href="https://github.com/jaap-karssenberg/zim-desktop-wiki" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/jaap-karssenberg/zim-desktop-wiki">Zim Wiki</a></strong>: Desktop wiki designed for note-taking, list-making, and drafting.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/jaap-karssenberg/zim-desktop-wiki'>Repo</a></li>
        <li><a href='http://zim-wiki.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/Bitmessage/PyBitmessage</id>
    <title>Bitmessage</title>
    <link rel="alternate" type="text/html" href="https://github.com/Bitmessage/PyBitmessage" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/Bitmessage/PyBitmessage">Bitmessage</a></strong>: Reference client for Bitmessage, a peer-to-peer encrypted decentralised communication protocol.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/Bitmessage/PyBitmessage'>Repo</a></li>
        <li><a href='https://bitmessage.org/wiki/Main_Page'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://dev.gajim.org/gajim/gajim</id>
    <title>Gajim</title>
    <link rel="alternate" type="text/html" href="https://dev.gajim.org/gajim/gajim" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://dev.gajim.org/gajim/gajim">Gajim</a></strong>: Lightweight, cross-platform instant messaging client for the XMPP protocol.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://dev.gajim.org/gajim/gajim'>Repo</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Gajim'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/globaleaks/GlobaLeaks</id>
    <title>GlobaLeaks</title>
    <link rel="alternate" type="text/html" href="https://github.com/globaleaks/GlobaLeaks" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/globaleaks/GlobaLeaks">GlobaLeaks</a></strong>: Web application to enable secure and anonymous whistleblowing initiatives.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/globaleaks/GlobaLeaks'>Repo</a></li>
        <li><a href='https://www.globaleaks.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://gitlab.com/mailman/mailman</id>
    <title>Mailman</title>
    <link rel="alternate" type="text/html" href="https://gitlab.com/mailman/mailman" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://gitlab.com/mailman/mailman">Mailman</a></strong>: The original listserv, a web application and email server for managing subscriptions and discussion archives.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://gitlab.com/mailman/mailman'>Repo</a></li>
        <li><a href='http://www.list.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/GNU_Mailman'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/mailpile/Mailpile</id>
    <title>Mailpile</title>
    <link rel="alternate" type="text/html" href="https://github.com/mailpile/Mailpile" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/mailpile/Mailpile">Mailpile</a></strong>: Fast email client with user-friendly encryption and privacy features.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/mailpile/Mailpile'>Repo</a></li>
        <li><a href='https://mailpile.is/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/rapidsms/rapidsms</id>
    <title>RapidSMS</title>
    <link rel="alternate" type="text/html" href="https://github.com/rapidsms/rapidsms" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/rapidsms/rapidsms">RapidSMS</a></strong>: Interactive SMS text messaging platform.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/rapidsms/rapidsms'>Repo</a></li>
        <li><a href='http://rapidsms.org/'>Home</a></li>
        <li><a href='https://rapidsms.readthedocs.io/en/develop'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/matrix-org/synapse</id>
    <title>Synapse</title>
    <link rel="alternate" type="text/html" href="https://github.com/matrix-org/synapse" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/matrix-org/synapse">Synapse</a></strong>: Reference server for the [matrix.org](https://matrix.org) distributed chat protocol. Used daily by tens of thousands at [riot.im](https://riot.im/app/).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/matrix-org/synapse'>Repo</a></li>
        <li><a href='https://riot.im/app#/home'>Home</a></li>
        <li><a href='https://www.patreon.com/matrixdotorg/overview'>Fund</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/dae/anki</id>
    <title>Anki</title>
    <link rel="alternate" type="text/html" href="https://github.com/dae/anki" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/dae/anki">Anki</a></strong>: Powerful desktop application for flash cards and memorization.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/dae/anki'>Repo</a></li>
        <li><a href='https://apps.ankiweb.net/'>Home</a></li>
        <li><a href='https://apps.ankiweb.net/docs/manual.html'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/mnemosyne-proj/mnemosyne</id>
    <title>Mnemosyne</title>
    <link rel="alternate" type="text/html" href="https://github.com/mnemosyne-proj/mnemosyne" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/mnemosyne-proj/mnemosyne">Mnemosyne</a></strong>: Spaced-repetition flashcard program for efficient memorization.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/mnemosyne-proj/mnemosyne'>Repo</a></li>
        <li><a href='https://mnemosyne-proj.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/edx/edx-platform</id>
    <title>Open edX Platform</title>
    <link rel="alternate" type="text/html" href="https://github.com/edx/edx-platform" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/edx/edx-platform">Open edX Platform</a></strong>: Platform for online education providers, powering [edX](https://en.wikipedia.org/wiki/EdX).</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/edx/edx-platform'>Repo</a></li>
        <li><a href='http://open.edx.org/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/EdX#Open_edX'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/GeoscienceAustralia/anuga_core</id>
    <title>AnuGA</title>
    <link rel="alternate" type="text/html" href="https://github.com/GeoscienceAustralia/anuga_core" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/GeoscienceAustralia/anuga_core">AnuGA</a></strong>: Advanced simulation of the shallow water equation, for modeling tsunamis, dam breaks, and floods.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/GeoscienceAustralia/anuga_core'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>http://code.ascend4.org/ascend/trunk</id>
    <title>ASCEND</title>
    <link rel="alternate" type="text/html" href="http://code.ascend4.org/ascend/trunk" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="http://code.ascend4.org/ascend/trunk">ASCEND</a></strong>: Mathematical chemical process modelling system developed at Carnegie Mellon University since late 1978.</p>
      <p>Links:</p>
      <ul>
        <li><a href='http://code.ascend4.org/ascend/trunk'>Repo</a></li>
        <li><a href='http://ascend4.org/Main_Page'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/ASCEND'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/CellProfiler/CellProfiler</id>
    <title>CellProfiler</title>
    <link rel="alternate" type="text/html" href="https://github.com/CellProfiler/CellProfiler" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/CellProfiler/CellProfiler">CellProfiler</a></strong>: Interactive data exploration, analysis, and classification of biological image sets.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/CellProfiler/CellProfiler'>Repo</a></li>
        <li><a href='http://cellprofiler.org/'>Home</a></li>
        <li><a href='https://cellprofiler.org/cpa'>Manual</a></li>
        <li><a href='https://github.com/CellProfiler/CellProfiler/wiki'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/enthought/mayavi</id>
    <title>Mayavi</title>
    <link rel="alternate" type="text/html" href="https://github.com/enthought/mayavi" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/enthought/mayavi">Mayavi</a></strong>: General purpose, cross-platform tool for 2-D and 3-D scientific data visualization.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/enthought/mayavi'>Repo</a></li>
        <li><a href='http://docs.enthought.com/mayavi/mayavi'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/biolab/orange3</id>
    <title>Orange</title>
    <link rel="alternate" type="text/html" href="https://github.com/biolab/orange3" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/biolab/orange3">Orange</a></strong>: Component-based data mining software for graphical interactive data analysis and visualization.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/biolab/orange3'>Repo</a></li>
        <li><a href='https://orange.biolab.si/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Orange_%28software%29'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/GNOME/pybliographer</id>
    <title>Pybliographer</title>
    <link rel="alternate" type="text/html" href="https://github.com/GNOME/pybliographer" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/GNOME/pybliographer">Pybliographer</a></strong>: Bibliographic database manager with a user-friendly desktop UI.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/GNOME/pybliographer'>Repo</a></li>
        <li><a href='https://pybliographer.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/veusz/veusz</id>
    <title>Veusz</title>
    <link rel="alternate" type="text/html" href="https://github.com/veusz/veusz" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/veusz/veusz">Veusz</a></strong>: 2D and 3D scientific plotting, designed to produce publication-ready PDF or SVG graphs.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/veusz/veusz'>Repo</a></li>
        <li><a href='https://veusz.github.io/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/divio/django-cms</id>
    <title>Django-CMS</title>
    <link rel="alternate" type="text/html" href="https://github.com/divio/django-cms" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/divio/django-cms">Django-CMS</a></strong>: Enterprise content management system based on the Django framework with version control, multi-site support, and more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/divio/django-cms'>Repo</a></li>
        <li><a href='https://www.django-cms.org/en'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/ella/ella</id>
    <title>Ella</title>
    <link rel="alternate" type="text/html" href="https://github.com/ella/ella" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/ella/ella">Ella</a></strong>: Django-based content management system with a focus on high-traffic news sites and Internet magazines.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/ella/ella'>Repo</a></li>
        <li><a href='https://ella.readthedocs.io/en/latest/index.html'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/stephenmcd/mezzanine</id>
    <title>Mezzanine</title>
    <link rel="alternate" type="text/html" href="https://github.com/stephenmcd/mezzanine" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/stephenmcd/mezzanine">Mezzanine</a></strong>: Consistent and flexible content management platform built on the Django framework.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/stephenmcd/mezzanine'>Repo</a></li>
        <li><a href='http://mezzanine.jupo.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/mirumee/saleor</id>
    <title>Saleor</title>
    <link rel="alternate" type="text/html" href="https://github.com/mirumee/saleor" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/mirumee/saleor">Saleor</a></strong>: Modular, high-performance e-commerce storefront built with Django, GraphQL, and ReactJS.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/mirumee/saleor'>Repo</a></li>
        <li><a href='https://getsaleor.com/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/wagtail/wagtail</id>
    <title>Wagtail</title>
    <link rel="alternate" type="text/html" href="https://github.com/wagtail/wagtail" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/wagtail/wagtail">Wagtail</a></strong>: A Django content management system focused on flexibility and user experience.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/wagtail/wagtail'>Repo</a></li>
        <li><a href='https://wagtail.io/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/frappe/erpnext</id>
    <title>ERPNext</title>
    <link rel="alternate" type="text/html" href="https://github.com/frappe/erpnext" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/frappe/erpnext">ERPNext</a></strong>: Web-based ERP system with accounting, inventory, CRM, sales, procurement, project management, and HR. Built on [Frappe](https://github.com/frappe/frappe) and MariaDB.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/frappe/erpnext'>Repo</a></li>
        <li><a href='https://erpnext.com/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/ERPNext'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/odoo/odoo</id>
    <title>Odoo</title>
    <link rel="alternate" type="text/html" href="https://github.com/odoo/odoo" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/odoo/odoo">Odoo</a></strong>: Web-based ERP and CRM with many built-in modules, plus thousands of apps to suit any business.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/odoo/odoo'>Repo</a></li>
        <li><a href='https://www.odoo.com/'>Home</a></li>
        <li><a href='https://en.wikipedia.org/wiki/Odoo'>WP</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/eudicots/Cactus</id>
    <title>Cactus</title>
    <link rel="alternate" type="text/html" href="https://github.com/eudicots/Cactus" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/eudicots/Cactus">Cactus</a></strong>: Static website generator using Django templates.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/eudicots/Cactus'>Repo</a></li>
        <li><a href='https://pypi.org/project/cactus'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/lektor/lektor</id>
    <title>Lektor</title>
    <link rel="alternate" type="text/html" href="https://github.com/lektor/lektor" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/lektor/lektor">Lektor</a></strong>: Static site generator with built-in admin console and minimal desktop application.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/lektor/lektor'>Repo</a></li>
        <li><a href='https://www.getlektor.com/'>Home</a></li>
        <li><a href='https://pypi.org/project/Lektor'>PyPI</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/cowrie/cowrie</id>
    <title>Cowrie</title>
    <link rel="alternate" type="text/html" href="https://github.com/cowrie/cowrie" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/cowrie/cowrie">Cowrie</a></strong>: Medium interaction SSH and Telnet honeypot designed to log brute force attacks and the shell interaction performed by the attacker.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/cowrie/cowrie'>Repo</a></li>
        <li><a href='http://www.cowrie.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/mitmproxy/mitmproxy</id>
    <title>MITMproxy</title>
    <link rel="alternate" type="text/html" href="https://github.com/mitmproxy/mitmproxy" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/mitmproxy/mitmproxy">MITMproxy</a></strong>: Interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/mitmproxy/mitmproxy'>Repo</a></li>
        <li><a href='https://mitmproxy.org/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/joxeankoret/pyew</id>
    <title>PyEW</title>
    <link rel="alternate" type="text/html" href="https://github.com/joxeankoret/pyew" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/joxeankoret/pyew">PyEW</a></strong>: Malware analysis tool, with support for hexadecimal viewing, disassembly, PE and ELF formats, plugins, and more.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/joxeankoret/pyew'>Repo</a></li>
        <li><a href='https://github.com/joxeankoret/pyew/wiki'>Docs</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/s0md3v/XSStrike</id>
    <title>XSStrike</title>
    <link rel="alternate" type="text/html" href="https://github.com/s0md3v/XSStrike" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/s0md3v/XSStrike">XSStrike</a></strong>: [Cross Site Scripting](https://en.wikipedia.org/wiki/Cross-site_scripting) (XSS) detection suite equipped with multiple hand-written parsers, a payload generator, a fuzzing engine, and a performance-focused crawler.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/s0md3v/XSStrike'>Repo</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
  <entry>
    <id>https://github.com/getsentry/sentry</id>
    <title>Sentry</title>
    <link rel="alternate" type="text/html" href="https://github.com/getsentry/sentry" />
    <published>2018-11-24T02:37:00Z</published>
    <updated>2018-11-24T02:37:00Z</updated>
    <category term="audio"/><category term="audio"/><category term="audio"/><category term="audio"/>

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="https://github.com/getsentry/sentry">Sentry</a></strong>: Web service and frontend for cross-platform application monitoring, with a focus on error reporting.</p>
      <p>Links:</p>
      <ul>
        <li><a href='https://github.com/getsentry/sentry'>Repo</a></li>
        <li><a href='https://sentry.io/'>Home</a></li>
        
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  
</feed>


================================================
FILE: notebooks/apa_basic_breakdowns.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime\n",
    "#from bokeh.models import HoverTool\n",
    "import seaborn as sns\n",
    "import matplotlib \n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "matplotlib.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "apa_df = pd.read_csv(r'/home/mayoubi/apatite_export_20191002.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 360 entries, 0 to 359\n",
      "Columns: 186 entries, name to vcs.vcs_name\n",
      "dtypes: float64(167), object(19)\n",
      "memory usage: 523.2+ KB\n"
     ]
    }
   ],
   "source": [
    "apa_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>arch.compat.min_py2</th>\n",
       "      <th>arch.compat.min_py3</th>\n",
       "      <th>arch.dep.concurrency</th>\n",
       "      <th>arch.dep.gui_framework</th>\n",
       "      <th>arch.dep.server_framework</th>\n",
       "      <th>arch.pkg.container</th>\n",
       "      <th>arch.pkg.freezer</th>\n",
       "      <th>arch.type</th>\n",
       "      <th>gh.forks</th>\n",
       "      <th>gh.has_wiki</th>\n",
       "      <th>gh.license</th>\n",
       "      <th>gh.open_issues</th>\n",
       "      <th>gh.size</th>\n",
       "      <th>gh.stars</th>\n",
       "      <th>gh.watchers</th>\n",
       "      <th>license.hereditary</th>\n",
       "      <th>license.license</th>\n",
       "      <th>license.license_group</th>\n",
       "      <th>sloc.RATIO.OTHER</th>\n",
       "      <th>sloc.RATIO.autoconf</th>\n",
       "      <th>sloc.RATIO.c</th>\n",
       "      <th>sloc.RATIO.coffeescript</th>\n",
       "      <th>sloc.RATIO.coq</th>\n",
       "      <th>sloc.RATIO.cpp</th>\n",
       "      <th>sloc.RATIO.css</th>\n",
       "      <th>sloc.RATIO.dockerfile</th>\n",
       "      <th>sloc.RATIO.go</th>\n",
       "      <th>sloc.RATIO.haskell</th>\n",
       "      <th>sloc.RATIO.html</th>\n",
       "      <th>sloc.RATIO.java</th>\n",
       "      <th>sloc.RATIO.javascript</th>\n",
       "      <th>sloc.RATIO.jsx</th>\n",
       "      <th>sloc.RATIO.less</th>\n",
       "      <th>sloc.RATIO.lua</th>\n",
       "      <th>sloc.RATIO.markdown</th>\n",
       "      <th>sloc.RATIO.meson</th>\n",
       "      <th>sloc.RATIO.objectivec</th>\n",
       "      <th>sloc.RATIO.python</th>\n",
       "      <th>sloc.RATIO.qml</th>\n",
       "      <th>sloc.RATIO.restructuredtext</th>\n",
       "      <th>sloc.RATIO.rust</th>\n",
       "      <th>sloc.RATIO.sass</th>\n",
       "      <th>sloc.RATIO.sh</th>\n",
       "      <th>sloc.RATIO.sql</th>\n",
       "      <th>sloc.RATIO.systemverilog</th>\n",
       "      <th>sloc.RATIO.tex</th>\n",
       "      <th>sloc.RATIO.typescript</th>\n",
       "      <th>sloc.RATIO.vue</th>\n",
       "      <th>sloc.RATIO.xml</th>\n",
       "      <th>sloc.RATIO.xsl</th>\n",
       "      <th>sloc.RATIO.yaml</th>\n",
       "      <th>sloc.TOTAL_blanks</th>\n",
       "      <th>sloc.TOTAL_code</th>\n",
       "      <th>sloc.TOTAL_comments</th>\n",
       "      <th>sloc.TOTAL_dirs</th>\n",
       "      <th>sloc.TOTAL_files</th>\n",
       "      <th>sloc.TOTAL_lines</th>\n",
       "      <th>sloc.actionscript</th>\n",
       "      <th>sloc.asp</th>\n",
       "      <th>sloc.assembly</th>\n",
       "      <th>sloc.autoconf</th>\n",
       "      <th>sloc.automake</th>\n",
       "      <th>sloc.bash</th>\n",
       "      <th>sloc.batch</th>\n",
       "      <th>sloc.c</th>\n",
       "      <th>sloc.c_code</th>\n",
       "      <th>sloc.c_comments</th>\n",
       "      <th>sloc.c_files</th>\n",
       "      <th>sloc.cabal</th>\n",
       "      <th>sloc.cmake</th>\n",
       "      <th>sloc.coffeescript</th>\n",
       "      <th>sloc.coq</th>\n",
       "      <th>sloc.cpp</th>\n",
       "      <th>sloc.cpp_code</th>\n",
       "      <th>sloc.cpp_comments</th>\n",
       "      <th>sloc.cpp_files</th>\n",
       "      <th>sloc.csharp</th>\n",
       "      <th>sloc.cshell</th>\n",
       "      <th>sloc.css</th>\n",
       "      <th>sloc.d</th>\n",
       "      <th>sloc.dockerfile</th>\n",
       "      <th>sloc.dotnetresource</th>\n",
       "      <th>sloc.elisp</th>\n",
       "      <th>sloc.elixir</th>\n",
       "      <th>sloc.fish</th>\n",
       "      <th>sloc.forth</th>\n",
       "      <th>sloc.fortranlegacy</th>\n",
       "      <th>sloc.fortranmodern</th>\n",
       "      <th>sloc.glsl</th>\n",
       "      <th>sloc.go</th>\n",
       "      <th>sloc.graphql</th>\n",
       "      <th>sloc.groovy</th>\n",
       "      <th>sloc.handlebars</th>\n",
       "      <th>sloc.happy</th>\n",
       "      <th>sloc.haskell</th>\n",
       "      <th>sloc.hcl</th>\n",
       "      <th>sloc.html</th>\n",
       "      <th>sloc.java</th>\n",
       "      <th>sloc.javascript</th>\n",
       "      <th>sloc.jsx</th>\n",
       "      <th>sloc.less</th>\n",
       "      <th>sloc.llvm</th>\n",
       "      <th>sloc.lua</th>\n",
       "      <th>sloc.makefile</th>\n",
       "      <th>sloc.markdown</th>\n",
       "      <th>sloc.meson</th>\n",
       "      <th>sloc.moduledef</th>\n",
       "      <th>sloc.msbuild</th>\n",
       "      <th>sloc.mustache</th>\n",
       "      <th>sloc.nix</th>\n",
       "      <th>sloc.objectivec</th>\n",
       "      <th>sloc.objectivecpp</th>\n",
       "      <th>sloc.org</th>\n",
       "      <th>sloc.pascal</th>\n",
       "      <th>sloc.perl</th>\n",
       "      <th>sloc.php</th>\n",
       "      <th>sloc.prolog</th>\n",
       "      <th>sloc.protobuf</th>\n",
       "      <th>sloc.python</th>\n",
       "      <th>sloc.python_code</th>\n",
       "      <th>sloc.python_comments</th>\n",
       "      <th>sloc.python_files</th>\n",
       "      <th>sloc.qml</th>\n",
       "      <th>sloc.r</th>\n",
       "      <th>sloc.rakefile</th>\n",
       "      <th>sloc.restructuredtext</th>\n",
       "      <th>sloc.rpmspecfile</th>\n",
       "      <th>sloc.ruby</th>\n",
       "      <th>sloc.rubyhtml</th>\n",
       "      <th>sloc.rust</th>\n",
       "      <th>sloc.sass</th>\n",
       "      <th>sloc.scala</th>\n",
       "      <th>sloc.scheme</th>\n",
       "      <th>sloc.scons</th>\n",
       "      <th>sloc.sh</th>\n",
       "      <th>sloc.sql</th>\n",
       "      <th>sloc.srecode</th>\n",
       "      <th>sloc.swift</th>\n",
       "      <th>sloc.swig</th>\n",
       "      <th>sloc.systemverilog</th>\n",
       "      <th>sloc.tcl</th>\n",
       "      <th>sloc.tex</th>\n",
       "      <th>sloc.toml</th>\n",
       "      <th>sloc.typescript</th>\n",
       "      <th>sloc.vala</th>\n",
       "      <th>sloc.vb6</th>\n",
       "      <th>sloc.vimscript</th>\n",
       "      <th>sloc.visualstudioproject</th>\n",
       "      <th>sloc.visualstudiosolution</th>\n",
       "      <th>sloc.vue</th>\n",
       "      <th>sloc.xml</th>\n",
       "      <th>sloc.xsl</th>\n",
       "      <th>sloc.yaml</th>\n",
       "      <th>sloc.zsh</th>\n",
       "      <th>topic.primary</th>\n",
       "      <th>topic.primary_fq</th>\n",
       "      <th>topic.secondary</th>\n",
       "      <th>topic.secondary_fq</th>\n",
       "      <th>vcs.commit_count</th>\n",
       "      <th>vcs.committer_count</th>\n",
       "      <th>vcs.committer_percent_dist.10</th>\n",
       "      <th>vcs.committer_percent_dist.100</th>\n",
       "      <th>vcs.committer_percent_dist.20</th>\n",
       "      <th>vcs.committer_percent_dist.30</th>\n",
       "      <th>vcs.committer_percent_dist.40</th>\n",
       "      <th>vcs.committer_percent_dist.50</th>\n",
       "      <th>vcs.committer_percent_dist.60</th>\n",
       "      <th>vcs.committer_percent_dist.70</th>\n",
       "      <th>vcs.committer_percent_dist.80</th>\n",
       "      <th>vcs.committer_percent_dist.90</th>\n",
       "      <th>vcs.committer_percent_dist.95</th>\n",
       "      <th>vcs.committer_percent_dist.99</th>\n",
       "      <th>vcs.committer_top_5.0</th>\n",
       "      <th>vcs.committer_top_5.1</th>\n",
       "      <th>vcs.committer_top_5.2</th>\n",
       "      <th>vcs.committer_top_5.3</th>\n",
       "      <th>vcs.committer_top_5.4</th>\n",
       "      <th>vcs.first_commit</th>\n",
       "      <th>vcs.latest_commit</th>\n",
       "      <th>vcs.minor_committer_counts.1</th>\n",
       "      <th>vcs.minor_committer_counts.2</th>\n",
       "      <th>vcs.minor_committer_counts.3</th>\n",
       "      <th>vcs.minor_committer_counts.4</th>\n",
       "      <th>vcs.minor_committer_counts.5</th>\n",
       "      <th>vcs.vcs_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>archivebox</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>docker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>desktop</td>\n",
       "      <td>306.0</td>\n",
       "      <td>True</td>\n",
       "      <td>MIT License</td>\n",
       "      <td>64.0</td>\n",
       "      <td>3841.0</td>\n",
       "      <td>5450.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>False</td>\n",
       "      <td>MIT</td>\n",
       "      <td>MIT</td>\n",
       "      <td>0.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.64</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>512.0</td>\n",
       "      <td>3458.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>4203.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>674.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>314.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2690.0</td>\n",
       "      <td>2031.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>233.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>organization</td>\n",
       "      <td>organization</td>\n",
       "      <td>943.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.9046</td>\n",
       "      <td>0.0085</td>\n",
       "      <td>0.0053</td>\n",
       "      <td>0.0053</td>\n",
       "      <td>0.0053</td>\n",
       "      <td>2017-05-05T08:50:15</td>\n",
       "      <td>2019-10-01T21:05:32</td>\n",
       "      <td>21.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>git</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>archivematica</td>\n",
       "      <td>2.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>django</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>server</td>\n",
       "      <td>69.0</td>\n",
       "      <td>False</td>\n",
       "      <td>Other</td>\n",
       "      <td>100.0</td>\n",
       "      <td>36631.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>True</td>\n",
       "      <td>AGPL</td>\n",
       "      <td>AGPL</td>\n",
       "      <td>0.69</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13746.0</td>\n",
       "      <td>277514.0</td>\n",
       "      <td>8613.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>1128.0</td>\n",
       "      <td>299873.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>119.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1411.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>243.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9240.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10009.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.0</td>\n",
       "      <td>2160.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92983.0</td>\n",
       "      <td>75579.0</td>\n",
       "      <td>7116.0</td>\n",
       "      <td>485.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>133.0</td>\n",
       "      <td>970.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7975.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>752.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>organization</td>\n",
       "      <td>organization</td>\n",
       "      <td>3917.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.2339</td>\n",
       "      <td>0.1698</td>\n",
       "      <td>0.1557</td>\n",
       "      <td>0.1021</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>2012-09-15T06:37:51</td>\n",
       "      <td>2019-08-22T03:28:15</td>\n",
       "      <td>17.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>git</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>canto</td>\n",
       "      <td>2.7</td>\n",
       "      <td>3.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>desktop</td>\n",
       "      <td>8.0</td>\n",
       "      <td>True</td>\n",
       "      <td>GNU General Public License v2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>768.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>True</td>\n",
       "      <td>GPL v2</td>\n",
       "      <td>GPL</td>\n",
       "      <td>0.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1355.0</td>\n",
       "      <td>3822.0</td>\n",
       "      <td>638.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>5815.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5767.0</td>\n",
       "      <td>3774.0</td>\n",
       "      <td>638.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>511.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9961</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2010-03-19T06:22:20</td>\n",
       "      <td>2018-08-02T02:17:33</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>git</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>deluge</td>\n",
       "      <td>2.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>twisted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>zope</td>\n",
       "      <td>NaN</td>\n",
       "      <td>py2app</td>\n",
       "      <td>server</td>\n",
       "      <td>198.0</td>\n",
       "      <td>False</td>\n",
       "      <td>Other</td>\n",
       "      <td>18.0</td>\n",
       "      <td>61758.0</td>\n",
       "      <td>730.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Other</td>\n",
       "      <td>Other</td>\n",
       "      <td>0.14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27448.0</td>\n",
       "      <td>124420.0</td>\n",
       "      <td>8151.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>2054.0</td>\n",
       "      <td>160019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>141.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13600.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>209.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73373.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1658.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63864.0</td>\n",
       "      <td>48382.0</td>\n",
       "      <td>4775.0</td>\n",
       "      <td>272.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>295.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>450.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8741.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.2333</td>\n",
       "      <td>0.2116</td>\n",
       "      <td>0.1679</td>\n",
       "      <td>0.1403</td>\n",
       "      <td>0.0469</td>\n",
       "      <td>2006-11-28T17:22:48</td>\n",
       "      <td>2019-06-25T10:51:59</td>\n",
       "      <td>34.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>git</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>elixire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.6</td>\n",
       "      <td>asyncio</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>docker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>server</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>AGPL</td>\n",
       "      <td>AGPL</td>\n",
       "      <td>0.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2689.0</td>\n",
       "      <td>8070.0</td>\n",
       "      <td>883.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>11642.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>310.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10993.0</td>\n",
       "      <td>7519.0</td>\n",
       "      <td>839.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>208.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1588.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.5088</td>\n",
       "      <td>0.2311</td>\n",
       "      <td>0.1738</td>\n",
       "      <td>0.0573</td>\n",
       "      <td>0.0170</td>\n",
       "      <td>2018-02-05T04:48:13</td>\n",
       "      <td>2019-09-21T01:07:41</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>git</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            name  arch.compat.min_py2  arch.compat.min_py3  \\\n",
       "0     archivebox                  NaN                  3.5   \n",
       "1  archivematica                  2.7                  NaN   \n",
       "2          canto                  2.7                  3.1   \n",
       "3         deluge                  2.7                  NaN   \n",
       "4        elixire                  NaN                  3.6   \n",
       "\n",
       "  arch.dep.concurrency arch.dep.gui_framework arch.dep.server_framework  \\\n",
       "0                  NaN                    NaN                       NaN   \n",
       "1                  NaN                    NaN                    django   \n",
       "2                  NaN                    NaN                       NaN   \n",
       "3              twisted                    NaN                      zope   \n",
       "4              asyncio                    NaN                       NaN   \n",
       "\n",
       "  arch.pkg.container arch.pkg.freezer arch.type  gh.forks gh.has_wiki  \\\n",
       "0             docker              NaN   desktop     306.0        True   \n",
       "1                NaN              NaN    server      69.0       False   \n",
       "2                NaN              NaN   desktop       8.0        True   \n",
       "3                NaN           py2app    server     198.0       False   \n",
       "4             docker              NaN    server       NaN         NaN   \n",
       "\n",
       "                        gh.license  gh.open_issues  gh.size  gh.stars  \\\n",
       "0                      MIT License            64.0   3841.0    5450.0   \n",
       "1                            Other           100.0  36631.0     179.0   \n",
       "2  GNU General Public License v2.0             6.0    768.0     128.0   \n",
       "3                            Other            18.0  61758.0     730.0   \n",
       "4                              NaN             NaN      NaN       NaN   \n",
       "\n",
       "   gh.watchers license.hereditary license.license license.license_group  \\\n",
       "0        106.0              False             MIT                   MIT   \n",
       "1         39.0               True            AGPL                  AGPL   \n",
       "2          6.0               True          GPL v2                   GPL   \n",
       "3         72.0                NaN           Other                 Other   \n",
       "4          NaN               True            AGPL                  AGPL   \n",
       "\n",
       "   sloc.RATIO.OTHER  sloc.RATIO.autoconf  sloc.RATIO.c  \\\n",
       "0              0.20                  NaN           NaN   \n",
       "1              0.69                  NaN           NaN   \n",
       "2              0.01                  NaN           NaN   \n",
       "3              0.14                  NaN           NaN   \n",
       "4              0.06                  NaN           NaN   \n",
       "\n",
       "   sloc.RATIO.coffeescript  sloc.RATIO.coq  sloc.RATIO.cpp  sloc.RATIO.css  \\\n",
       "0                      NaN             NaN             NaN             NaN   \n",
       "1                      NaN             NaN             NaN             NaN   \n",
       "2                      NaN             NaN             NaN             NaN   \n",
       "3                      NaN             NaN             NaN             NaN   \n",
       "4                      NaN             NaN             NaN             NaN   \n",
       "\n",
       "   sloc.RATIO.dockerfile  sloc.RATIO.go  sloc.RATIO.haskell  sloc.RATIO.html  \\\n",
       "0                    NaN            NaN                 NaN             0.16   \n",
       "1                    NaN            NaN                 NaN              NaN   \n",
       "2                    NaN            NaN                 NaN              NaN   \n",
       "3                    NaN            NaN                 NaN              NaN   \n",
       "4                    NaN            NaN                 NaN              NaN   \n",
       "\n",
       "   sloc.RATIO.java  sloc.RATIO.javascript  sloc.RATIO.jsx  sloc.RATIO.less  \\\n",
       "0              NaN                    NaN             NaN              NaN   \n",
       "1              NaN                    NaN             NaN              NaN   \n",
       "2              NaN                    NaN             NaN              NaN   \n",
       "3              NaN                   0.46             NaN              NaN   \n",
       "4              NaN                    NaN             NaN              NaN   \n",
       "\n",
       "   sloc.RATIO.lua  sloc.RATIO.markdown  sloc.RATIO.meson  \\\n",
       "0             NaN                  NaN               NaN   \n",
       "1             NaN                  NaN               NaN   \n",
       "2             NaN                  NaN               NaN   \n",
       "3             NaN                  NaN               NaN   \n",
       "4             NaN                  NaN               NaN   \n",
       "\n",
       "   sloc.RATIO.objectivec  sloc.RATIO.python  sloc.RATIO.qml  \\\n",
       "0                    NaN               0.64             NaN   \n",
       "1                    NaN               0.31             NaN   \n",
       "2                    NaN               0.99             NaN   \n",
       "3                    NaN               0.40             NaN   \n",
       "4                    NaN               0.94             NaN   \n",
       "\n",
       "   sloc.RATIO.restructuredtext  sloc.RATIO.rust  sloc.RATIO.sass  \\\n",
       "0                          NaN              NaN              NaN   \n",
       "1                          NaN              NaN              NaN   \n",
       "2                          NaN              NaN              NaN   \n",
       "3                          NaN              NaN              NaN   \n",
       "4                          NaN              NaN              NaN   \n",
       "\n",
       "   sloc.RATIO.sh  sloc.RATIO.sql  sloc.RATIO.systemverilog  sloc.RATIO.tex  \\\n",
       "0            NaN             NaN                       NaN             NaN   \n",
       "1            NaN             NaN                       NaN             NaN   \n",
       "2            NaN             NaN                       NaN             NaN   \n",
       "3            NaN             NaN                       NaN             NaN   \n",
       "4            NaN             NaN                       NaN             NaN   \n",
       "\n",
       "   sloc.RATIO.typescript  sloc.RATIO.vue  sloc.RATIO.xml  sloc.RATIO.xsl  \\\n",
       "0                    NaN             NaN             NaN             NaN   \n",
       "1                    NaN             NaN             NaN             NaN   \n",
       "2                    NaN             NaN             NaN             NaN   \n",
       "3                    NaN             NaN             NaN             NaN   \n",
       "4                    NaN             NaN             NaN             NaN   \n",
       "\n",
       "   sloc.RATIO.yaml  sloc.TOTAL_blanks  sloc.TOTAL_code  sloc.TOTAL_comments  \\\n",
       "0              NaN              512.0           3458.0                233.0   \n",
       "1              NaN            13746.0         277514.0               8613.0   \n",
       "2              NaN             1355.0           3822.0                638.0   \n",
       "3              NaN            27448.0         124420.0               8151.0   \n",
       "4              NaN             2689.0           8070.0                883.0   \n",
       "\n",
       "   sloc.TOTAL_dirs  sloc.TOTAL_files  sloc.TOTAL_lines  sloc.actionscript  \\\n",
       "0             87.0             156.0            4203.0                NaN   \n",
       "1            245.0            1128.0          299873.0                NaN   \n",
       "2             23.0              61.0            5815.0                NaN   \n",
       "3            238.0            2054.0          160019.0                NaN   \n",
       "4             42.0             157.0           11642.0                NaN   \n",
       "\n",
       "   sloc.asp  sloc.assembly  sloc.autoconf  sloc.automake  sloc.bash  \\\n",
       "0       NaN            NaN            NaN            NaN        NaN   \n",
       "1       NaN            NaN          119.0            NaN        NaN   \n",
       "2       NaN            NaN            NaN            NaN        NaN   \n",
       "3       NaN            NaN          141.0            NaN        NaN   \n",
       "4       NaN            NaN            NaN            NaN        NaN   \n",
       "\n",
       "   sloc.batch  sloc.c  sloc.c_code  sloc.c_comments  sloc.c_files  sloc.cabal  \\\n",
       "0         NaN     NaN          NaN              NaN           NaN         NaN   \n",
       "1         NaN     NaN          NaN              NaN           NaN         NaN   \n",
       "2         NaN     NaN          NaN              NaN           NaN         NaN   \n",
       "3         NaN     NaN          NaN              NaN           NaN         NaN   \n",
       "4         NaN     NaN          NaN              NaN           NaN         NaN   \n",
       "\n",
       "   sloc.cmake  sloc.coffeescript  sloc.coq  sloc.cpp  sloc.cpp_code  \\\n",
       "0         NaN                NaN       NaN       NaN            NaN   \n",
       "1         NaN                NaN       NaN       NaN            NaN   \n",
       "2         NaN                NaN       NaN       NaN            NaN   \n",
       "3         NaN                NaN       NaN       NaN            NaN   \n",
       "4         NaN                NaN       NaN       NaN            NaN   \n",
       "\n",
       "   sloc.cpp_comments  sloc.cpp_files  sloc.csharp  sloc.cshell  sloc.css  \\\n",
       "0                NaN             NaN          NaN          NaN       NaN   \n",
       "1                NaN             NaN          NaN          NaN    1411.0   \n",
       "2                NaN             NaN          NaN          NaN       NaN   \n",
       "3                NaN             NaN          NaN          NaN   13600.0   \n",
       "4                NaN             NaN          NaN          NaN       NaN   \n",
       "\n",
       "   sloc.d  sloc.dockerfile  sloc.dotnetresource  sloc.elisp  sloc.elixir  \\\n",
       "0     NaN             74.0                  NaN         NaN          NaN   \n",
       "1     NaN            243.0                  NaN         NaN          NaN   \n",
       "2     NaN              NaN                  NaN         NaN          NaN   \n",
       "3     NaN              NaN                  NaN         NaN          NaN   \n",
       "4     NaN              NaN                  NaN         NaN          NaN   \n",
       "\n",
       "   sloc.fish  sloc.forth  sloc.fortranlegacy  sloc.fortranmodern  sloc.glsl  \\\n",
       "0        NaN         NaN                 NaN                 NaN        NaN   \n",
       "1        NaN         NaN                 NaN                 NaN        NaN   \n",
       "2        NaN         NaN                 NaN                 NaN        NaN   \n",
       "3        NaN         NaN                 NaN                 NaN        NaN   \n",
       "4        NaN         NaN                 NaN                 NaN        NaN   \n",
       "\n",
       "   sloc.go  sloc.graphql  sloc.groovy  sloc.handlebars  sloc.happy  \\\n",
       "0      NaN           NaN          NaN              NaN         NaN   \n",
       "1      NaN           NaN          NaN              NaN         NaN   \n",
       "2      NaN           NaN          NaN              NaN         NaN   \n",
       "3      NaN           NaN          NaN              NaN         NaN   \n",
       "4      NaN           NaN          NaN              NaN         NaN   \n",
       "\n",
       "   sloc.haskell  sloc.hcl  sloc.html  sloc.java  sloc.javascript  sloc.jsx  \\\n",
       "0           NaN       NaN      674.0        NaN            168.0       NaN   \n",
       "1           NaN       NaN     9240.0        NaN          10009.0       NaN   \n",
       "2           NaN       NaN        NaN        NaN              NaN       NaN   \n",
       "3           NaN       NaN      209.0        NaN          73373.0       NaN   \n",
       "4           NaN       NaN        NaN        NaN              NaN       NaN   \n",
       "\n",
       "   sloc.less  sloc.llvm  sloc.lua  sloc.makefile  sloc.markdown  sloc.meson  \\\n",
       "0        NaN        NaN       NaN            NaN          314.0         NaN   \n",
       "1        NaN        NaN       NaN           92.0         2160.0         NaN   \n",
       "2        NaN        NaN       NaN            NaN            NaN         NaN   \n",
       "3        NaN        NaN       NaN            NaN         1658.0         NaN   \n",
       "4        NaN        NaN       NaN            NaN          310.0         NaN   \n",
       "\n",
       "   sloc.moduledef  sloc.msbuild  sloc.mustache  sloc.nix  sloc.objectivec  \\\n",
       "0             NaN           NaN            NaN       NaN              NaN   \n",
       "1             NaN           NaN            NaN       NaN              NaN   \n",
       "2             NaN           NaN            NaN       NaN              NaN   \n",
       "3             NaN           NaN            NaN       NaN              NaN   \n",
       "4             NaN           NaN            NaN       NaN              NaN   \n",
       "\n",
       "   sloc.objectivecpp  sloc.org  sloc.pascal  sloc.perl  sloc.php  sloc.prolog  \\\n",
       "0                NaN       NaN          NaN        NaN       NaN          NaN   \n",
       "1                NaN       NaN          NaN        NaN       NaN          NaN   \n",
       "2                NaN       NaN          NaN        NaN       NaN          NaN   \n",
       "3                NaN       NaN          NaN        NaN       NaN          NaN   \n",
       "4                NaN       NaN          NaN        NaN       NaN          NaN   \n",
       "\n",
       "   sloc.protobuf  sloc.python  sloc.python_code  sloc.python_comments  \\\n",
       "0            NaN       2690.0            2031.0                 188.0   \n",
       "1            NaN      92983.0           75579.0                7116.0   \n",
       "2            NaN       5767.0            3774.0                 638.0   \n",
       "3            NaN      63864.0           48382.0                4775.0   \n",
       "4            NaN      10993.0            7519.0                 839.0   \n",
       "\n",
       "   sloc.python_files  sloc.qml  sloc.r  sloc.rakefile  sloc.restructuredtext  \\\n",
       "0               11.0       NaN     NaN            NaN                    NaN   \n",
       "1              485.0       NaN     NaN            NaN                    NaN   \n",
       "2               29.0       NaN     NaN            NaN                    NaN   \n",
       "3              272.0       NaN     NaN            NaN                  295.0   \n",
       "4               98.0       NaN     NaN            NaN                    NaN   \n",
       "\n",
       "   sloc.rpmspecfile  sloc.ruby  sloc.rubyhtml  sloc.rust  sloc.sass  \\\n",
       "0               NaN        NaN            NaN        NaN        NaN   \n",
       "1               NaN        NaN            NaN        NaN        NaN   \n",
       "2               NaN        NaN            NaN        NaN        NaN   \n",
       "3               NaN        NaN            NaN        NaN        NaN   \n",
       "4               NaN        NaN            NaN        NaN        NaN   \n",
       "\n",
       "   sloc.scala  sloc.scheme  sloc.scons  sloc.sh  sloc.sql  sloc.srecode  \\\n",
       "0         NaN          NaN         NaN      NaN       NaN           NaN   \n",
       "1         NaN          NaN         NaN    133.0     970.0           NaN   \n",
       "2         NaN          NaN         NaN      NaN       NaN           NaN   \n",
       "3         NaN          NaN         NaN      NaN       NaN           NaN   \n",
       "4         NaN          NaN         NaN      NaN     208.0           NaN   \n",
       "\n",
       "   sloc.swift  sloc.swig  sloc.systemverilog  sloc.tcl  sloc.tex  sloc.toml  \\\n",
       "0         NaN        NaN                 NaN       NaN       NaN        NaN   \n",
       "1         NaN        NaN                 NaN       NaN       NaN        NaN   \n",
       "2         NaN        NaN                 NaN       NaN       NaN        NaN   \n",
       "3         NaN        NaN                 NaN       NaN       NaN        NaN   \n",
       "4         NaN        NaN                 NaN       NaN       NaN        NaN   \n",
       "\n",
       "   sloc.typescript  sloc.vala  sloc.vb6  sloc.vimscript  \\\n",
       "0              NaN        NaN       NaN             NaN   \n",
       "1              NaN        NaN       NaN             NaN   \n",
       "2              NaN        NaN       NaN             NaN   \n",
       "3              NaN        NaN       NaN             NaN   \n",
       "4              NaN        NaN       NaN             NaN   \n",
       "\n",
       "   sloc.visualstudioproject  sloc.visualstudiosolution  sloc.vue  sloc.xml  \\\n",
       "0                       NaN                        NaN       NaN     233.0   \n",
       "1                       NaN                        NaN       NaN    7975.0   \n",
       "2                       NaN                        NaN       NaN       NaN   \n",
       "3                       NaN                        NaN       NaN       NaN   \n",
       "4                       NaN                        NaN       NaN       NaN   \n",
       "\n",
       "   sloc.xsl  sloc.yaml  sloc.zsh topic.primary topic.primary_fq  \\\n",
       "0       NaN        NaN       NaN      internet         internet   \n",
       "1       NaN      752.0       NaN      internet         internet   \n",
       "2       NaN        NaN       NaN      internet         internet   \n",
       "3     450.0       53.0       NaN      internet         internet   \n",
       "4       NaN        NaN       NaN      internet         internet   \n",
       "\n",
       "  topic.secondary topic.secondary_fq  vcs.commit_count  vcs.committer_count  \\\n",
       "0    organization       organization             943.0                 43.0   \n",
       "1    organization       organization            3917.0                 49.0   \n",
       "2             NaN                NaN             511.0                  3.0   \n",
       "3             NaN                NaN            8741.0                 70.0   \n",
       "4             NaN                NaN            1588.0                 11.0   \n",
       "\n",
       "   vcs.committer_percent_dist.10  vcs.committer_percent_dist.100  \\\n",
       "0                            1.0                            43.0   \n",
       "1                            1.0                            49.0   \n",
       "2                            1.0                             3.0   \n",
       "3                            1.0                            70.0   \n",
       "4                            1.0                            11.0   \n",
       "\n",
       "   vcs.committer_percent_dist.20  vcs.committer_percent_dist.30  \\\n",
       "0                            1.0                            1.0   \n",
       "1                            1.0                            2.0   \n",
       "2                            1.0                            1.0   \n",
       "3                            1.0                            2.0   \n",
       "4                            1.0                            1.0   \n",
       "\n",
       "   vcs.committer_percent_dist.40  vcs.committer_percent_dist.50  \\\n",
       "0                            1.0                            1.0   \n",
       "1                            2.0                            3.0   \n",
       "2                            1.0                            1.0   \n",
       "3                            2.0                            3.0   \n",
       "4                            1.0                            1.0   \n",
       "\n",
       "   vcs.committer_percent_dist.60  vcs.committer_percent_dist.70  \\\n",
       "0                            1.0                            1.0   \n",
       "1                            4.0                            5.0   \n",
       "2                            1.0                            1.0   \n",
       "3                            3.0                            4.0   \n",
       "4                            2.0                            2.0   \n",
       "\n",
       "   vcs.committer_percent_dist.80  vcs.committer_percent_dist.90  \\\n",
       "0                            1.0                            1.0   \n",
       "1                            6.0                            8.0   \n",
       "2                            1.0                            1.0   \n",
       "3                            5.0                            9.0   \n",
       "4                            3.0                            3.0   \n",
       "\n",
       "   vcs.committer_percent_dist.95  vcs.committer_percent_dist.99  \\\n",
       "0                           10.0                           34.0   \n",
       "1                           13.0                           23.0   \n",
       "2                            1.0                            1.0   \n",
       "3                           11.0                           20.0   \n",
       "4                            4.0                            6.0   \n",
       "\n",
       "   vcs.committer_top_5.0  vcs.committer_top_5.1  vcs.committer_top_5.2  \\\n",
       "0                 0.9046                 0.0085                 0.0053   \n",
       "1                 0.2339                 0.1698                 0.1557   \n",
       "2                 0.9961                 0.0020                 0.0020   \n",
       "3                 0.2333                 0.2116                 0.1679   \n",
       "4                 0.5088                 0.2311                 0.1738   \n",
       "\n",
       "   vcs.committer_top_5.3  vcs.committer_top_5.4     vcs.first_commit  \\\n",
       "0                 0.0053                 0.0053  2017-05-05T08:50:15   \n",
       "1                 0.1021                 0.0968  2012-09-15T06:37:51   \n",
       "2                    NaN                    NaN  2010-03-19T06:22:20   \n",
       "3                 0.1403                 0.0469  2006-11-28T17:22:48   \n",
       "4                 0.0573                 0.0170  2018-02-05T04:48:13   \n",
       "\n",
       "     vcs.latest_commit  vcs.minor_committer_counts.1  \\\n",
       "0  2019-10-01T21:05:32                          21.0   \n",
       "1  2019-08-22T03:28:15                          17.0   \n",
       "2  2018-08-02T02:17:33                           2.0   \n",
       "3  2019-06-25T10:51:59                          34.0   \n",
       "4  2019-09-21T01:07:41                           3.0   \n",
       "\n",
       "   vcs.minor_committer_counts.2  vcs.minor_committer_counts.3  \\\n",
       "0                          31.0                          34.0   \n",
       "1                          24.0                          27.0   \n",
       "2                           2.0                           2.0   \n",
       "3                          42.0                          44.0   \n",
       "4                           5.0                           5.0   \n",
       "\n",
       "   vcs.minor_committer_counts.4  vcs.minor_committer_counts.5 vcs.vcs_name  \n",
       "0                          37.0                          41.0          git  \n",
       "1                          27.0                          29.0          git  \n",
       "2                           2.0                           2.0          git  \n",
       "3                          48.0                          49.0          git  \n",
       "4                           5.0                           5.0          git  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_columns', len(apa_df.columns))\n",
    "apa_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>arch.compat.min_py2</th>\n",
       "      <th>arch.compat.min_py3</th>\n",
       "      <th>gh.forks</th>\n",
       "      <th>gh.open_issues</th>\n",
       "      <th>gh.size</th>\n",
       "      <th>gh.stars</th>\n",
       "      <th>gh.watchers</th>\n",
       "      <th>sloc.RATIO.OTHER</th>\n",
       "      <th>sloc.RATIO.autoconf</th>\n",
       "      <th>sloc.RATIO.c</th>\n",
       "      <th>sloc.RATIO.coffeescript</th>\n",
       "      <th>sloc.RATIO.coq</th>\n",
       "      <th>sloc.RATIO.cpp</th>\n",
       "      <th>sloc.RATIO.css</th>\n",
       "      <th>sloc.RATIO.dockerfile</th>\n",
       "      <th>sloc.RATIO.go</th>\n",
       "      <th>sloc.RATIO.haskell</th>\n",
       "      <th>sloc.RATIO.html</th>\n",
       "      <th>sloc.RATIO.java</th>\n",
       "      <th>sloc.RATIO.javascript</th>\n",
       "      <th>sloc.RATIO.jsx</th>\n",
       "      <th>sloc.RATIO.less</th>\n",
       "      <th>sloc.RATIO.lua</th>\n",
       "      <th>sloc.RATIO.markdown</th>\n",
       "      <th>sloc.RATIO.meson</th>\n",
       "      <th>sloc.RATIO.objectivec</th>\n",
       "      <th>sloc.RATIO.python</th>\n",
       "      <th>sloc.RATIO.qml</th>\n",
       "      <th>sloc.RATIO.restructuredtext</th>\n",
       "      <th>sloc.RATIO.rust</th>\n",
       "      <th>sloc.RATIO.sass</th>\n",
       "      <th>sloc.RATIO.sh</th>\n",
       "      <th>sloc.RATIO.sql</th>\n",
       "      <th>sloc.RATIO.systemverilog</th>\n",
       "      <th>sloc.RATIO.tex</th>\n",
       "      <th>sloc.RATIO.typescript</th>\n",
       "      <th>sloc.RATIO.vue</th>\n",
       "      <th>sloc.RATIO.xml</th>\n",
       "      <th>sloc.RATIO.xsl</th>\n",
       "      <th>sloc.RATIO.yaml</th>\n",
       "      <th>sloc.TOTAL_blanks</th>\n",
       "      <th>sloc.TOTAL_code</th>\n",
       "      <th>sloc.TOTAL_comments</th>\n",
       "      <th>sloc.TOTAL_dirs</th>\n",
       "      <th>sloc.TOTAL_files</th>\n",
       "      <th>sloc.TOTAL_lines</th>\n",
       "      <th>sloc.actionscript</th>\n",
       "      <th>sloc.asp</th>\n",
       "      <th>sloc.assembly</th>\n",
       "      <th>sloc.autoconf</th>\n",
       "      <th>sloc.automake</th>\n",
       "      <th>sloc.bash</th>\n",
       "      <th>sloc.batch</th>\n",
       "      <th>sloc.c</th>\n",
       "      <th>sloc.c_code</th>\n",
       "      <th>sloc.c_comments</th>\n",
       "      <th>sloc.c_files</th>\n",
       "      <th>sloc.cabal</th>\n",
       "      <th>sloc.cmake</th>\n",
       "      <th>sloc.coffeescript</th>\n",
       "      <th>sloc.coq</th>\n",
       "      <th>sloc.cpp</th>\n",
       "      <th>sloc.cpp_code</th>\n",
       "      <th>sloc.cpp_comments</th>\n",
       "      <th>sloc.cpp_files</th>\n",
       "      <th>sloc.csharp</th>\n",
       "      <th>sloc.cshell</th>\n",
       "      <th>sloc.css</th>\n",
       "      <th>sloc.d</th>\n",
       "      <th>sloc.dockerfile</th>\n",
       "      <th>sloc.dotnetresource</th>\n",
       "      <th>sloc.elisp</th>\n",
       "      <th>sloc.elixir</th>\n",
       "      <th>sloc.fish</th>\n",
       "      <th>sloc.forth</th>\n",
       "      <th>sloc.fortranlegacy</th>\n",
       "      <th>sloc.fortranmodern</th>\n",
       "      <th>sloc.glsl</th>\n",
       "      <th>sloc.go</th>\n",
       "      <th>sloc.graphql</th>\n",
       "      <th>sloc.groovy</th>\n",
       "      <th>sloc.handlebars</th>\n",
       "      <th>sloc.happy</th>\n",
       "      <th>sloc.haskell</th>\n",
       "      <th>sloc.hcl</th>\n",
       "      <th>sloc.html</th>\n",
       "      <th>sloc.java</th>\n",
       "      <th>sloc.javascript</th>\n",
       "      <th>sloc.jsx</th>\n",
       "      <th>sloc.less</th>\n",
       "      <th>sloc.llvm</th>\n",
       "      <th>sloc.lua</th>\n",
       "      <th>sloc.makefile</th>\n",
       "      <th>sloc.markdown</th>\n",
       "      <th>sloc.meson</th>\n",
       "      <th>sloc.moduledef</th>\n",
       "      <th>sloc.msbuild</th>\n",
       "      <th>sloc.mustache</th>\n",
       "      <th>sloc.nix</th>\n",
       "      <th>sloc.objectivec</th>\n",
       "      <th>sloc.objectivecpp</th>\n",
       "      <th>sloc.org</th>\n",
       "      <th>sloc.pascal</th>\n",
       "      <th>sloc.perl</th>\n",
       "      <th>sloc.php</th>\n",
       "      <th>sloc.prolog</th>\n",
       "      <th>sloc.protobuf</th>\n",
       "      <th>sloc.python</th>\n",
       "      <th>sloc.python_code</th>\n",
       "      <th>sloc.python_comments</th>\n",
       "      <th>sloc.python_files</th>\n",
       "      <th>sloc.qml</th>\n",
       "      <th>sloc.r</th>\n",
       "      <th>sloc.rakefile</th>\n",
       "      <th>sloc.restructuredtext</th>\n",
       "      <th>sloc.rpmspecfile</th>\n",
       "      <th>sloc.ruby</th>\n",
       "      <th>sloc.rubyhtml</th>\n",
       "      <th>sloc.rust</th>\n",
       "      <th>sloc.sass</th>\n",
       "      <th>sloc.scala</th>\n",
       "      <th>sloc.scheme</th>\n",
       "      <th>sloc.scons</th>\n",
       "      <th>sloc.sh</th>\n",
       "      <th>sloc.sql</th>\n",
       "      <th>sloc.srecode</th>\n",
       "      <th>sloc.swift</th>\n",
       "      <th>sloc.swig</th>\n",
       "      <th>sloc.systemverilog</th>\n",
       "      <th>sloc.tcl</th>\n",
       "      <th>sloc.tex</th>\n",
       "      <th>sloc.toml</th>\n",
       "      <th>sloc.typescript</th>\n",
       "      <th>sloc.vala</th>\n",
       "      <th>sloc.vb6</th>\n",
       "      <th>sloc.vimscript</th>\n",
       "      <th>sloc.visualstudioproject</th>\n",
       "      <th>sloc.visualstudiosolution</th>\n",
       "      <th>sloc.vue</th>\n",
       "      <th>sloc.xml</th>\n",
       "      <th>sloc.xsl</th>\n",
       "      <th>sloc.yaml</th>\n",
       "      <th>sloc.zsh</th>\n",
       "      <th>vcs.commit_count</th>\n",
       "      <th>vcs.committer_count</th>\n",
       "      <th>vcs.committer_percent_dist.10</th>\n",
       "      <th>vcs.committer_percent_dist.100</th>\n",
       "      <th>vcs.committer_percent_dist.20</th>\n",
       "      <th>vcs.committer_percent_dist.30</th>\n",
       "      <th>vcs.committer_percent_dist.40</th>\n",
       "      <th>vcs.committer_percent_dist.50</th>\n",
       "      <th>vcs.committer_percent_dist.60</th>\n",
       "      <th>vcs.committer_percent_dist.70</th>\n",
       "      <th>vcs.committer_percent_dist.80</th>\n",
       "      <th>vcs.committer_percent_dist.90</th>\n",
       "      <th>vcs.committer_percent_dist.95</th>\n",
       "      <th>vcs.committer_percent_dist.99</th>\n",
       "      <th>vcs.committer_top_5.0</th>\n",
       "      <th>vcs.committer_top_5.1</th>\n",
       "      <th>vcs.committer_top_5.2</th>\n",
       "      <th>vcs.committer_top_5.3</th>\n",
       "      <th>vcs.committer_top_5.4</th>\n",
       "      <th>vcs.minor_committer_counts.1</th>\n",
       "      <th>vcs.minor_committer_counts.2</th>\n",
       "      <th>vcs.minor_committer_counts.3</th>\n",
       "      <th>vcs.minor_committer_counts.4</th>\n",
       "      <th>vcs.minor_committer_counts.5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      <td>143.000000</td>\n",
       "      <td>253.000000</td>\n",
       "      <td>313.000000</td>\n",
       "      <td>313.000000</td>\n",
       "      <td>3.130000e+02</td>\n",
       "      <td>313.000000</td>\n",
       "      <td>313.000000</td>\n",
       "      <td>357.000000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>84.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>357.000000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>357.000000</td>\n",
       "      <td>3.570000e+02</td>\n",
       "      <td>357.000000</td>\n",
       "      <td>357.000000</td>\n",
       "      <td>357.000000</td>\n",
       "      <td>3.570000e+02</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>84.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.00000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>187.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>205.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>1.720000e+02</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>186.000000</td>\n",
       "      <td>249.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>3.570000e+02</td>\n",
       "      <td>3.570000e+02</td>\n",
       "      <td>357.000000</td>\n",
       "      <td>357.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>213.000000</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>190.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.00000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.140000e+02</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>131.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>343.000000</td>\n",
       "      <td>343.000000</td>\n",
       "      <td>343.000000</td>\n",
       "      <td>343.000000</td>\n",
       "      <td>343.000000</td>\n",
       "      <td>343.000000</td>\n",
       "      <td>343.000000</td>\n",
       "      <td>343.000000</td>\n",
       "      <td>343.000000</td>\n",
       "      <td>343.000000</td>\n",
       "      <td>343.000000</td>\n",
       "      <td>343.000000</td>\n",
       "      <td>343.000000</td>\n",
       "      <td>343.000000</td>\n",
       "      <td>343.000000</td>\n",
       "      <td>340.000000</td>\n",
       "      <td>337.000000</td>\n",
       "      <td>332.000000</td>\n",
       "      <td>328.000000</td>\n",
       "      <td>343.000000</td>\n",
       "      <td>343.000000</td>\n",
       "      <td>343.000000</td>\n",
       "      <td>343.000000</td>\n",
       "      <td>343.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      <td>2.658741</td>\n",
       "      <td>3.405929</td>\n",
       "      <td>643.399361</td>\n",
       "      <td>249.338658</td>\n",
       "      <td>7.075303e+04</td>\n",
       "      <td>3269.121406</td>\n",
       "      <td>156.702875</td>\n",
       "      <td>0.192493</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.115306</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.115000</td>\n",
       "      <td>0.175517</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.181034</td>\n",
       "      <td>0.385000</td>\n",
       "      <td>0.282619</td>\n",
       "      <td>0.236000</td>\n",
       "      <td>0.182000</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.183000</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.601961</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.179839</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.193333</td>\n",
       "      <td>0.304000</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.357143</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>0.351818</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>18778.042017</td>\n",
       "      <td>1.634161e+05</td>\n",
       "      <td>11649.907563</td>\n",
       "      <td>295.700280</td>\n",
       "      <td>1578.717087</td>\n",
       "      <td>1.938440e+05</td>\n",
       "      <td>191.500000</td>\n",
       "      <td>129.0</td>\n",
       "      <td>5284.400000</td>\n",
       "      <td>964.782609</td>\n",
       "      <td>864.166667</td>\n",
       "      <td>645.129032</td>\n",
       "      <td>221.154762</td>\n",
       "      <td>26709.325000</td>\n",
       "      <td>12374.737500</td>\n",
       "      <td>2862.277778</td>\n",
       "      <td>37.458333</td>\n",
       "      <td>116.0</td>\n",
       "      <td>6211.50000</td>\n",
       "      <td>17915.400000</td>\n",
       "      <td>27894.0</td>\n",
       "      <td>46245.365854</td>\n",
       "      <td>31536.878049</td>\n",
       "      <td>5601.750000</td>\n",
       "      <td>113.875000</td>\n",
       "      <td>809.000000</td>\n",
       "      <td>51.0</td>\n",
       "      <td>5462.112299</td>\n",
       "      <td>185.600000</td>\n",
       "      <td>215.959184</td>\n",
       "      <td>69.500000</td>\n",
       "      <td>505.000000</td>\n",
       "      <td>527.500000</td>\n",
       "      <td>256.400000</td>\n",
       "      <td>146.0</td>\n",
       "      <td>4875.250000</td>\n",
       "      <td>227.750000</td>\n",
       "      <td>262.000000</td>\n",
       "      <td>922.833333</td>\n",
       "      <td>2290.000000</td>\n",
       "      <td>406.0</td>\n",
       "      <td>4394.0</td>\n",
       "      <td>951.800000</td>\n",
       "      <td>68320.0</td>\n",
       "      <td>517.000000</td>\n",
       "      <td>7391.482927</td>\n",
       "      <td>15073.615385</td>\n",
       "      <td>4.243221e+04</td>\n",
       "      <td>22161.000000</td>\n",
       "      <td>6424.384615</td>\n",
       "      <td>259.0</td>\n",
       "      <td>3201.333333</td>\n",
       "      <td>282.102151</td>\n",
       "      <td>1789.345382</td>\n",
       "      <td>4007.000000</td>\n",
       "      <td>365.500000</td>\n",
       "      <td>131.666667</td>\n",
       "      <td>2443.250000</td>\n",
       "      <td>13235.0</td>\n",
       "      <td>11871.833333</td>\n",
       "      <td>1178.500000</td>\n",
       "      <td>79.000000</td>\n",
       "      <td>1268.000000</td>\n",
       "      <td>2422.941176</td>\n",
       "      <td>1938.285714</td>\n",
       "      <td>193.000000</td>\n",
       "      <td>2504.000000</td>\n",
       "      <td>8.479750e+04</td>\n",
       "      <td>6.617975e+04</td>\n",
       "      <td>5850.470588</td>\n",
       "      <td>368.016807</td>\n",
       "      <td>4451.333333</td>\n",
       "      <td>3966.000000</td>\n",
       "      <td>112.0</td>\n",
       "      <td>7331.868545</td>\n",
       "      <td>394.904762</td>\n",
       "      <td>3340.800000</td>\n",
       "      <td>496.0</td>\n",
       "      <td>17247.000000</td>\n",
       "      <td>6947.534884</td>\n",
       "      <td>1876.0000</td>\n",
       "      <td>74.0</td>\n",
       "      <td>1530.333333</td>\n",
       "      <td>1327.852632</td>\n",
       "      <td>6215.833333</td>\n",
       "      <td>61213.0</td>\n",
       "      <td>89.000000</td>\n",
       "      <td>1401.250000</td>\n",
       "      <td>10614.000000</td>\n",
       "      <td>5189.50000</td>\n",
       "      <td>2045.692308</td>\n",
       "      <td>206.307692</td>\n",
       "      <td>69898.578947</td>\n",
       "      <td>274.000000</td>\n",
       "      <td>1027.000000</td>\n",
       "      <td>227.333333</td>\n",
       "      <td>1182.000000</td>\n",
       "      <td>243.666667</td>\n",
       "      <td>15095.000000</td>\n",
       "      <td>8.306599e+04</td>\n",
       "      <td>12857.631579</td>\n",
       "      <td>4612.206107</td>\n",
       "      <td>191.250000</td>\n",
       "      <td>7397.574344</td>\n",
       "      <td>148.644315</td>\n",
       "      <td>1.011662</td>\n",
       "      <td>148.644315</td>\n",
       "      <td>1.125364</td>\n",
       "      <td>1.309038</td>\n",
       "      <td>1.638484</td>\n",
       "      <td>2.177843</td>\n",
       "      <td>3.020408</td>\n",
       "      <td>4.586006</td>\n",
       "      <td>8.332362</td>\n",
       "      <td>21.104956</td>\n",
       "      <td>42.781341</td>\n",
       "      <td>101.443149</td>\n",
       "      <td>0.554508</td>\n",
       "      <td>0.144576</td>\n",
       "      <td>0.068397</td>\n",
       "      <td>0.042494</td>\n",
       "      <td>0.028759</td>\n",
       "      <td>65.373178</td>\n",
       "      <td>87.807580</td>\n",
       "      <td>98.973761</td>\n",
       "      <td>106.346939</td>\n",
       "      <td>111.198251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      <td>0.102317</td>\n",
       "      <td>0.194988</td>\n",
       "      <td>1496.067845</td>\n",
       "      <td>529.721305</td>\n",
       "      <td>1.955378e+05</td>\n",
       "      <td>5758.914421</td>\n",
       "      <td>242.849981</td>\n",
       "      <td>0.177687</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.155659</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.143585</td>\n",
       "      <td>0.086420</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.116231</td>\n",
       "      <td>0.162635</td>\n",
       "      <td>0.175658</td>\n",
       "      <td>0.167123</td>\n",
       "      <td>0.058052</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.120748</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.263538</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.124473</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.074476</td>\n",
       "      <td>0.271256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.203365</td>\n",
       "      <td>0.014142</td>\n",
       "      <td>0.289061</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.054314</td>\n",
       "      <td>38411.949559</td>\n",
       "      <td>6.161890e+05</td>\n",
       "      <td>27763.930115</td>\n",
       "      <td>863.850634</td>\n",
       "      <td>4978.212587</td>\n",
       "      <td>6.630166e+05</td>\n",
       "      <td>103.944697</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9859.720878</td>\n",
       "      <td>1845.637885</td>\n",
       "      <td>1054.310445</td>\n",
       "      <td>1107.802291</td>\n",
       "      <td>169.024023</td>\n",
       "      <td>70624.128447</td>\n",
       "      <td>38784.263341</td>\n",
       "      <td>8360.165296</td>\n",
       "      <td>97.379747</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9313.49923</td>\n",
       "      <td>36395.685037</td>\n",
       "      <td>NaN</td>\n",
       "      <td>169348.652551</td>\n",
       "      <td>113000.259890</td>\n",
       "      <td>20170.136183</td>\n",
       "      <td>351.200957</td>\n",
       "      <td>1336.212408</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13904.533833</td>\n",
       "      <td>104.459562</td>\n",
       "      <td>520.907860</td>\n",
       "      <td>6.363961</td>\n",
       "      <td>510.933133</td>\n",
       "      <td>491.439213</td>\n",
       "      <td>200.456479</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8011.112797</td>\n",
       "      <td>181.943902</td>\n",
       "      <td>2.828427</td>\n",
       "      <td>1121.542049</td>\n",
       "      <td>2920.351006</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1019.502673</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201.477046</td>\n",
       "      <td>26041.006349</td>\n",
       "      <td>38143.225616</td>\n",
       "      <td>1.548581e+05</td>\n",
       "      <td>41463.426101</td>\n",
       "      <td>5875.301178</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2948.970046</td>\n",
       "      <td>472.931428</td>\n",
       "      <td>6537.408574</td>\n",
       "      <td>6596.600488</td>\n",
       "      <td>334.250056</td>\n",
       "      <td>110.192256</td>\n",
       "      <td>3608.514688</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26458.326759</td>\n",
       "      <td>989.938214</td>\n",
       "      <td>26.286879</td>\n",
       "      <td>1585.333403</td>\n",
       "      <td>5472.642694</td>\n",
       "      <td>2882.479934</td>\n",
       "      <td>114.763525</td>\n",
       "      <td>3928.761891</td>\n",
       "      <td>1.810153e+05</td>\n",
       "      <td>1.459953e+05</td>\n",
       "      <td>11041.551110</td>\n",
       "      <td>687.358676</td>\n",
       "      <td>4625.711008</td>\n",
       "      <td>3896.158364</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17731.845895</td>\n",
       "      <td>682.609584</td>\n",
       "      <td>7003.378735</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16233.757482</td>\n",
       "      <td>12560.414359</td>\n",
       "      <td>2179.3031</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1209.563695</td>\n",
       "      <td>6252.744126</td>\n",
       "      <td>15968.853696</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46.669048</td>\n",
       "      <td>2584.795849</td>\n",
       "      <td>14813.887066</td>\n",
       "      <td>1320.16836</td>\n",
       "      <td>3052.281698</td>\n",
       "      <td>303.496948</td>\n",
       "      <td>224881.815979</td>\n",
       "      <td>271.529004</td>\n",
       "      <td>1468.189702</td>\n",
       "      <td>116.980055</td>\n",
       "      <td>2078.414396</td>\n",
       "      <td>150.141045</td>\n",
       "      <td>20422.909509</td>\n",
       "      <td>7.765389e+05</td>\n",
       "      <td>53810.665871</td>\n",
       "      <td>31778.957981</td>\n",
       "      <td>119.477683</td>\n",
       "      <td>14537.787904</td>\n",
       "      <td>378.710472</td>\n",
       "      <td>0.152497</td>\n",
       "      <td>378.710472</td>\n",
       "      <td>0.506130</td>\n",
       "      <td>0.935402</td>\n",
       "      <td>1.586835</td>\n",
       "      <td>2.654661</td>\n",
       "      <td>4.521184</td>\n",
       "      <td>8.574274</td>\n",
       "      <td>22.217697</td>\n",
       "      <td>79.340708</td>\n",
       "      <td>167.431094</td>\n",
       "      <td>312.310474</td>\n",
       "      <td>0.260920</td>\n",
       "      <td>0.105307</td>\n",
       "      <td>0.054320</td>\n",
       "      <td>0.036107</td>\n",
       "      <td>0.024929</td>\n",
       "      <td>190.081409</td>\n",
       "      <td>249.249853</td>\n",
       "      <td>277.846200</td>\n",
       "      <td>296.437856</td>\n",
       "      <td>309.182881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.330000e+02</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.270000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.170000</td>\n",
       "      <td>0.230000</td>\n",
       "      <td>0.140000</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.140000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>5.900000e+01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>8.500000e+01</td>\n",
       "      <td>118.000000</td>\n",
       "      <td>129.0</td>\n",
       "      <td>61.000000</td>\n",
       "      <td>51.000000</td>\n",
       "      <td>86.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>116.0</td>\n",
       "      <td>91.00000</td>\n",
       "      <td>165.000000</td>\n",
       "      <td>27894.0</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>63.000000</td>\n",
       "      <td>51.0</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>121.000000</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>111.000000</td>\n",
       "      <td>146.0</td>\n",
       "      <td>109.000000</td>\n",
       "      <td>79.000000</td>\n",
       "      <td>260.000000</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>225.000000</td>\n",
       "      <td>406.0</td>\n",
       "      <td>4394.0</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>68320.0</td>\n",
       "      <td>308.000000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>5.700000e+01</td>\n",
       "      <td>117.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>259.0</td>\n",
       "      <td>1027.000000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>222.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>13235.0</td>\n",
       "      <td>82.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>147.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>73.000000</td>\n",
       "      <td>63.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>5.100000e+01</td>\n",
       "      <td>4.200000e+01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>73.000000</td>\n",
       "      <td>1211.000000</td>\n",
       "      <td>112.0</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>496.0</td>\n",
       "      <td>5768.000000</td>\n",
       "      <td>53.000000</td>\n",
       "      <td>335.0000</td>\n",
       "      <td>74.0</td>\n",
       "      <td>262.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>61213.0</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>139.000000</td>\n",
       "      <td>4256.00000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>53.000000</td>\n",
       "      <td>102.000000</td>\n",
       "      <td>82.000000</td>\n",
       "      <td>151.000000</td>\n",
       "      <td>139.000000</td>\n",
       "      <td>225.000000</td>\n",
       "      <td>84.000000</td>\n",
       "      <td>587.000000</td>\n",
       "      <td>5.200000e+01</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>53.000000</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>108.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.049200</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25%</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>5.171000e+03</td>\n",
       "      <td>301.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>0.070000</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>0.327500</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>0.140000</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.390000</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.135000</td>\n",
       "      <td>0.130000</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.220000</td>\n",
       "      <td>0.235000</td>\n",
       "      <td>0.165000</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>2702.000000</td>\n",
       "      <td>1.953200e+04</td>\n",
       "      <td>1031.000000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>252.000000</td>\n",
       "      <td>2.374400e+04</td>\n",
       "      <td>154.750000</td>\n",
       "      <td>129.0</td>\n",
       "      <td>221.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>154.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>116.750000</td>\n",
       "      <td>151.250000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>10.750000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>116.0</td>\n",
       "      <td>223.50000</td>\n",
       "      <td>558.000000</td>\n",
       "      <td>27894.0</td>\n",
       "      <td>165.000000</td>\n",
       "      <td>121.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>101.750000</td>\n",
       "      <td>51.0</td>\n",
       "      <td>397.500000</td>\n",
       "      <td>113.000000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>67.250000</td>\n",
       "      <td>257.500000</td>\n",
       "      <td>353.750000</td>\n",
       "      <td>112.000000</td>\n",
       "      <td>146.0</td>\n",
       "      <td>653.500000</td>\n",
       "      <td>143.500000</td>\n",
       "      <td>261.000000</td>\n",
       "      <td>167.500000</td>\n",
       "      <td>1257.500000</td>\n",
       "      <td>406.0</td>\n",
       "      <td>4394.0</td>\n",
       "      <td>341.000000</td>\n",
       "      <td>68320.0</td>\n",
       "      <td>420.500000</td>\n",
       "      <td>443.000000</td>\n",
       "      <td>181.000000</td>\n",
       "      <td>8.855000e+02</td>\n",
       "      <td>3188.500000</td>\n",
       "      <td>1370.500000</td>\n",
       "      <td>259.0</td>\n",
       "      <td>1523.000000</td>\n",
       "      <td>130.000000</td>\n",
       "      <td>157.000000</td>\n",
       "      <td>269.250000</td>\n",
       "      <td>146.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>213.000000</td>\n",
       "      <td>13235.0</td>\n",
       "      <td>313.500000</td>\n",
       "      <td>495.750000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>707.500000</td>\n",
       "      <td>175.000000</td>\n",
       "      <td>195.500000</td>\n",
       "      <td>118.500000</td>\n",
       "      <td>123.750000</td>\n",
       "      <td>1.296100e+04</td>\n",
       "      <td>1.018200e+04</td>\n",
       "      <td>670.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>2032.000000</td>\n",
       "      <td>2588.500000</td>\n",
       "      <td>112.0</td>\n",
       "      <td>540.000000</td>\n",
       "      <td>91.750000</td>\n",
       "      <td>222.000000</td>\n",
       "      <td>496.0</td>\n",
       "      <td>11507.500000</td>\n",
       "      <td>772.000000</td>\n",
       "      <td>1105.5000</td>\n",
       "      <td>74.0</td>\n",
       "      <td>960.000000</td>\n",
       "      <td>131.250000</td>\n",
       "      <td>201.250000</td>\n",
       "      <td>61213.0</td>\n",
       "      <td>72.500000</td>\n",
       "      <td>61.250000</td>\n",
       "      <td>5376.500000</td>\n",
       "      <td>4722.75000</td>\n",
       "      <td>203.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>823.500000</td>\n",
       "      <td>178.000000</td>\n",
       "      <td>179.500000</td>\n",
       "      <td>161.000000</td>\n",
       "      <td>250.250000</td>\n",
       "      <td>174.500000</td>\n",
       "      <td>2332.750000</td>\n",
       "      <td>2.002500e+02</td>\n",
       "      <td>74.500000</td>\n",
       "      <td>88.500000</td>\n",
       "      <td>108.000000</td>\n",
       "      <td>1050.500000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.352400</td>\n",
       "      <td>0.056200</td>\n",
       "      <td>0.019800</td>\n",
       "      <td>0.012200</td>\n",
       "      <td>0.008150</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>14.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50%</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>236.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>1.782300e+04</td>\n",
       "      <td>1169.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>0.140000</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.140000</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>0.385000</td>\n",
       "      <td>0.205000</td>\n",
       "      <td>0.160000</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.140000</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.640000</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.140000</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.185000</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.290000</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.170000</td>\n",
       "      <td>7820.000000</td>\n",
       "      <td>5.243600e+04</td>\n",
       "      <td>3800.000000</td>\n",
       "      <td>114.000000</td>\n",
       "      <td>597.000000</td>\n",
       "      <td>6.343800e+04</td>\n",
       "      <td>191.500000</td>\n",
       "      <td>129.0</td>\n",
       "      <td>1343.000000</td>\n",
       "      <td>271.000000</td>\n",
       "      <td>457.000000</td>\n",
       "      <td>164.000000</td>\n",
       "      <td>190.000000</td>\n",
       "      <td>1566.500000</td>\n",
       "      <td>343.500000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>116.0</td>\n",
       "      <td>413.00000</td>\n",
       "      <td>2563.000000</td>\n",
       "      <td>27894.0</td>\n",
       "      <td>1448.000000</td>\n",
       "      <td>935.000000</td>\n",
       "      <td>115.500000</td>\n",
       "      <td>8.500000</td>\n",
       "      <td>217.000000</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1272.000000</td>\n",
       "      <td>159.000000</td>\n",
       "      <td>102.000000</td>\n",
       "      <td>69.500000</td>\n",
       "      <td>320.500000</td>\n",
       "      <td>527.500000</td>\n",
       "      <td>139.000000</td>\n",
       "      <td>146.0</td>\n",
       "      <td>1270.000000</td>\n",
       "      <td>169.500000</td>\n",
       "      <td>262.000000</td>\n",
       "      <td>434.500000</td>\n",
       "      <td>2290.000000</td>\n",
       "      <td>406.0</td>\n",
       "      <td>4394.0</td>\n",
       "      <td>728.000000</td>\n",
       "      <td>68320.0</td>\n",
       "      <td>533.000000</td>\n",
       "      <td>2113.000000</td>\n",
       "      <td>1738.000000</td>\n",
       "      <td>7.350000e+03</td>\n",
       "      <td>5425.000000</td>\n",
       "      <td>5253.000000</td>\n",
       "      <td>259.0</td>\n",
       "      <td>2019.000000</td>\n",
       "      <td>192.500000</td>\n",
       "      <td>356.000000</td>\n",
       "      <td>977.500000</td>\n",
       "      <td>234.000000</td>\n",
       "      <td>88.000000</td>\n",
       "      <td>967.000000</td>\n",
       "      <td>13235.0</td>\n",
       "      <td>690.000000</td>\n",
       "      <td>1177.000000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>1268.000000</td>\n",
       "      <td>372.000000</td>\n",
       "      <td>352.000000</td>\n",
       "      <td>195.000000</td>\n",
       "      <td>953.000000</td>\n",
       "      <td>3.544100e+04</td>\n",
       "      <td>2.672900e+04</td>\n",
       "      <td>2263.000000</td>\n",
       "      <td>169.000000</td>\n",
       "      <td>3991.000000</td>\n",
       "      <td>3966.000000</td>\n",
       "      <td>112.0</td>\n",
       "      <td>2534.000000</td>\n",
       "      <td>190.000000</td>\n",
       "      <td>230.000000</td>\n",
       "      <td>496.0</td>\n",
       "      <td>17247.000000</td>\n",
       "      <td>2196.000000</td>\n",
       "      <td>1876.0000</td>\n",
       "      <td>74.0</td>\n",
       "      <td>1658.000000</td>\n",
       "      <td>302.500000</td>\n",
       "      <td>607.000000</td>\n",
       "      <td>61213.0</td>\n",
       "      <td>89.000000</td>\n",
       "      <td>136.000000</td>\n",
       "      <td>10614.000000</td>\n",
       "      <td>5189.50000</td>\n",
       "      <td>442.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>3719.000000</td>\n",
       "      <td>274.000000</td>\n",
       "      <td>208.000000</td>\n",
       "      <td>183.000000</td>\n",
       "      <td>373.000000</td>\n",
       "      <td>265.000000</td>\n",
       "      <td>5372.000000</td>\n",
       "      <td>7.045000e+02</td>\n",
       "      <td>272.000000</td>\n",
       "      <td>192.000000</td>\n",
       "      <td>202.000000</td>\n",
       "      <td>2993.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.524600</td>\n",
       "      <td>0.129950</td>\n",
       "      <td>0.055900</td>\n",
       "      <td>0.033900</td>\n",
       "      <td>0.021500</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>41.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75%</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>3.600000</td>\n",
       "      <td>593.000000</td>\n",
       "      <td>249.000000</td>\n",
       "      <td>6.094200e+04</td>\n",
       "      <td>3807.000000</td>\n",
       "      <td>185.000000</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.115000</td>\n",
       "      <td>0.230000</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.180000</td>\n",
       "      <td>0.442500</td>\n",
       "      <td>0.360000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.230000</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.175000</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.820000</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.310000</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.435000</td>\n",
       "      <td>0.245000</td>\n",
       "      <td>0.505000</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.220000</td>\n",
       "      <td>18487.000000</td>\n",
       "      <td>1.283750e+05</td>\n",
       "      <td>9779.000000</td>\n",
       "      <td>247.000000</td>\n",
       "      <td>1337.000000</td>\n",
       "      <td>1.580770e+05</td>\n",
       "      <td>228.250000</td>\n",
       "      <td>129.0</td>\n",
       "      <td>1930.000000</td>\n",
       "      <td>641.000000</td>\n",
       "      <td>826.750000</td>\n",
       "      <td>526.500000</td>\n",
       "      <td>263.000000</td>\n",
       "      <td>11063.500000</td>\n",
       "      <td>4769.500000</td>\n",
       "      <td>928.250000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>116.0</td>\n",
       "      <td>11988.25000</td>\n",
       "      <td>3312.000000</td>\n",
       "      <td>27894.0</td>\n",
       "      <td>8848.000000</td>\n",
       "      <td>6099.000000</td>\n",
       "      <td>1193.250000</td>\n",
       "      <td>27.750000</td>\n",
       "      <td>663.750000</td>\n",
       "      <td>51.0</td>\n",
       "      <td>6052.000000</td>\n",
       "      <td>281.000000</td>\n",
       "      <td>202.000000</td>\n",
       "      <td>71.750000</td>\n",
       "      <td>568.000000</td>\n",
       "      <td>701.250000</td>\n",
       "      <td>355.000000</td>\n",
       "      <td>146.0</td>\n",
       "      <td>5491.750000</td>\n",
       "      <td>253.750000</td>\n",
       "      <td>263.000000</td>\n",
       "      <td>1311.250000</td>\n",
       "      <td>3322.500000</td>\n",
       "      <td>406.0</td>\n",
       "      <td>4394.0</td>\n",
       "      <td>913.000000</td>\n",
       "      <td>68320.0</td>\n",
       "      <td>621.500000</td>\n",
       "      <td>6055.000000</td>\n",
       "      <td>7881.000000</td>\n",
       "      <td>2.378075e+04</td>\n",
       "      <td>18402.000000</td>\n",
       "      <td>10389.500000</td>\n",
       "      <td>259.0</td>\n",
       "      <td>4288.500000</td>\n",
       "      <td>278.750000</td>\n",
       "      <td>1295.000000</td>\n",
       "      <td>4715.250000</td>\n",
       "      <td>464.500000</td>\n",
       "      <td>172.500000</td>\n",
       "      <td>3197.250000</td>\n",
       "      <td>13235.0</td>\n",
       "      <td>1867.500000</td>\n",
       "      <td>1859.750000</td>\n",
       "      <td>88.500000</td>\n",
       "      <td>1828.500000</td>\n",
       "      <td>1296.000000</td>\n",
       "      <td>2794.000000</td>\n",
       "      <td>269.500000</td>\n",
       "      <td>2432.000000</td>\n",
       "      <td>9.070700e+04</td>\n",
       "      <td>6.479900e+04</td>\n",
       "      <td>6381.000000</td>\n",
       "      <td>383.000000</td>\n",
       "      <td>6640.500000</td>\n",
       "      <td>5343.500000</td>\n",
       "      <td>112.0</td>\n",
       "      <td>6503.000000</td>\n",
       "      <td>320.500000</td>\n",
       "      <td>303.000000</td>\n",
       "      <td>496.0</td>\n",
       "      <td>22986.500000</td>\n",
       "      <td>6777.500000</td>\n",
       "      <td>2646.5000</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2164.500000</td>\n",
       "      <td>735.250000</td>\n",
       "      <td>3829.250000</td>\n",
       "      <td>61213.0</td>\n",
       "      <td>105.500000</td>\n",
       "      <td>1476.000000</td>\n",
       "      <td>15851.500000</td>\n",
       "      <td>5656.25000</td>\n",
       "      <td>3403.000000</td>\n",
       "      <td>130.000000</td>\n",
       "      <td>26915.500000</td>\n",
       "      <td>370.000000</td>\n",
       "      <td>1465.000000</td>\n",
       "      <td>271.500000</td>\n",
       "      <td>462.750000</td>\n",
       "      <td>323.500000</td>\n",
       "      <td>20169.000000</td>\n",
       "      <td>3.317500e+03</td>\n",
       "      <td>578.500000</td>\n",
       "      <td>745.500000</td>\n",
       "      <td>285.250000</td>\n",
       "      <td>7895.000000</td>\n",
       "      <td>147.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>147.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>94.500000</td>\n",
       "      <td>0.788200</td>\n",
       "      <td>0.201600</td>\n",
       "      <td>0.110300</td>\n",
       "      <td>0.063250</td>\n",
       "      <td>0.045850</td>\n",
       "      <td>65.500000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>103.000000</td>\n",
       "      <td>106.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>3.700000</td>\n",
       "      <td>16910.000000</td>\n",
       "      <td>6174.000000</td>\n",
       "      <td>2.699683e+06</td>\n",
       "      <td>56117.000000</td>\n",
       "      <td>2030.000000</td>\n",
       "      <td>0.970000</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.780000</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.510000</td>\n",
       "      <td>0.440000</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.640000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.790000</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.490000</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.990000</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.840000</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.290000</td>\n",
       "      <td>0.770000</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.730000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.920000</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.270000</td>\n",
       "      <td>337516.000000</td>\n",
       "      <td>1.056406e+07</td>\n",
       "      <td>276967.000000</td>\n",
       "      <td>13636.000000</td>\n",
       "      <td>83711.000000</td>\n",
       "      <td>1.113608e+07</td>\n",
       "      <td>265.000000</td>\n",
       "      <td>129.0</td>\n",
       "      <td>22867.000000</td>\n",
       "      <td>9906.000000</td>\n",
       "      <td>3069.000000</td>\n",
       "      <td>4761.000000</td>\n",
       "      <td>1195.000000</td>\n",
       "      <td>455233.000000</td>\n",
       "      <td>293290.000000</td>\n",
       "      <td>43762.000000</td>\n",
       "      <td>616.000000</td>\n",
       "      <td>116.0</td>\n",
       "      <td>20345.00000</td>\n",
       "      <td>82979.000000</td>\n",
       "      <td>27894.0</td>\n",
       "      <td>948559.000000</td>\n",
       "      <td>626928.000000</td>\n",
       "      <td>115575.000000</td>\n",
       "      <td>1916.000000</td>\n",
       "      <td>3481.000000</td>\n",
       "      <td>51.0</td>\n",
       "      <td>151827.000000</td>\n",
       "      <td>307.000000</td>\n",
       "      <td>3721.000000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>1258.000000</td>\n",
       "      <td>875.000000</td>\n",
       "      <td>565.000000</td>\n",
       "      <td>146.0</td>\n",
       "      <td>16852.000000</td>\n",
       "      <td>493.000000</td>\n",
       "      <td>264.000000</td>\n",
       "      <td>2910.000000</td>\n",
       "      <td>4355.000000</td>\n",
       "      <td>406.0</td>\n",
       "      <td>4394.0</td>\n",
       "      <td>2683.000000</td>\n",
       "      <td>68320.0</td>\n",
       "      <td>710.000000</td>\n",
       "      <td>326264.000000</td>\n",
       "      <td>139675.000000</td>\n",
       "      <td>1.772457e+06</td>\n",
       "      <td>141029.000000</td>\n",
       "      <td>24491.000000</td>\n",
       "      <td>259.0</td>\n",
       "      <td>6558.000000</td>\n",
       "      <td>5995.000000</td>\n",
       "      <td>86199.000000</td>\n",
       "      <td>13851.000000</td>\n",
       "      <td>967.000000</td>\n",
       "      <td>257.000000</td>\n",
       "      <td>7749.000000</td>\n",
       "      <td>13235.0</td>\n",
       "      <td>80056.000000</td>\n",
       "      <td>2261.000000</td>\n",
       "      <td>109.000000</td>\n",
       "      <td>2389.000000</td>\n",
       "      <td>21126.000000</td>\n",
       "      <td>7164.000000</td>\n",
       "      <td>319.000000</td>\n",
       "      <td>11390.000000</td>\n",
       "      <td>1.870620e+06</td>\n",
       "      <td>1.529822e+06</td>\n",
       "      <td>92639.000000</td>\n",
       "      <td>7054.000000</td>\n",
       "      <td>9290.000000</td>\n",
       "      <td>6721.000000</td>\n",
       "      <td>112.0</td>\n",
       "      <td>193402.000000</td>\n",
       "      <td>3542.000000</td>\n",
       "      <td>15868.000000</td>\n",
       "      <td>496.0</td>\n",
       "      <td>28726.000000</td>\n",
       "      <td>73521.000000</td>\n",
       "      <td>3417.0000</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2671.000000</td>\n",
       "      <td>81711.000000</td>\n",
       "      <td>63598.000000</td>\n",
       "      <td>61213.0</td>\n",
       "      <td>122.000000</td>\n",
       "      <td>5277.000000</td>\n",
       "      <td>21089.000000</td>\n",
       "      <td>6123.00000</td>\n",
       "      <td>10079.000000</td>\n",
       "      <td>1077.000000</td>\n",
       "      <td>987568.000000</td>\n",
       "      <td>466.000000</td>\n",
       "      <td>2722.000000</td>\n",
       "      <td>360.000000</td>\n",
       "      <td>5419.000000</td>\n",
       "      <td>382.000000</td>\n",
       "      <td>52818.000000</td>\n",
       "      <td>8.289791e+06</td>\n",
       "      <td>235042.000000</td>\n",
       "      <td>360943.000000</td>\n",
       "      <td>304.000000</td>\n",
       "      <td>140877.000000</td>\n",
       "      <td>5168.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>5168.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>88.000000</td>\n",
       "      <td>314.000000</td>\n",
       "      <td>1298.000000</td>\n",
       "      <td>2770.000000</td>\n",
       "      <td>4689.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.481600</td>\n",
       "      <td>0.274800</td>\n",
       "      <td>0.170200</td>\n",
       "      <td>0.111900</td>\n",
       "      <td>2999.000000</td>\n",
       "      <td>3817.000000</td>\n",
       "      <td>4193.000000</td>\n",
       "      <td>4415.000000</td>\n",
       "      <td>4577.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       arch.compat.min_py2  arch.compat.min_py3      gh.forks  gh.open_issues  \\\n",
       "count           143.000000           253.000000    313.000000      313.000000   \n",
       "mean              2.658741             3.405929    643.399361      249.338658   \n",
       "std               0.102317             0.194988   1496.067845      529.721305   \n",
       "min               2.000000             3.000000      0.000000        0.000000   \n",
       "25%               2.700000             3.300000     72.000000       29.000000   \n",
       "50%               2.700000             3.500000    236.000000       90.000000   \n",
       "75%               2.700000             3.600000    593.000000      249.000000   \n",
       "max               2.700000             3.700000  16910.000000     6174.000000   \n",
       "\n",
       "            gh.size      gh.stars  gh.watchers  sloc.RATIO.OTHER  \\\n",
       "count  3.130000e+02    313.000000   313.000000        357.000000   \n",
       "mean   7.075303e+04   3269.121406   156.702875          0.192493   \n",
       "std    1.955378e+05   5758.914421   242.849981          0.177687   \n",
       "min    1.330000e+02      7.000000     2.000000          0.000000   \n",
       "25%    5.171000e+03    301.000000    33.000000          0.070000   \n",
       "50%    1.782300e+04   1169.000000    75.000000          0.140000   \n",
       "75%    6.094200e+04   3807.000000   185.000000          0.240000   \n",
       "max    2.699683e+06  56117.000000  2030.000000          0.970000   \n",
       "\n",
       "       sloc.RATIO.autoconf  sloc.RATIO.c  sloc.RATIO.coffeescript  \\\n",
       "count                 1.00     49.000000                     1.00   \n",
       "mean                  0.11      0.115306                     0.16   \n",
       "std                    NaN      0.155659                      NaN   \n",
       "min                   0.11      0.010000                     0.16   \n",
       "25%                   0.11      0.020000                     0.16   \n",
       "50%                   0.11      0.050000                     0.16   \n",
       "75%                   0.11      0.150000                     0.16   \n",
       "max                   0.11      0.780000                     0.16   \n",
       "\n",
       "       sloc.RATIO.coq  sloc.RATIO.cpp  sloc.RATIO.css  sloc.RATIO.dockerfile  \\\n",
       "count            1.00       22.000000       29.000000                   1.00   \n",
       "mean             0.15        0.115000        0.175517                   0.11   \n",
       "std               NaN        0.143585        0.086420                    NaN   \n",
       "min              0.15        0.010000        0.100000                   0.11   \n",
       "25%              0.15        0.020000        0.110000                   0.11   \n",
       "50%              0.15        0.080000        0.140000                   0.11   \n",
       "75%              0.15        0.115000        0.230000                   0.11   \n",
       "max              0.15        0.510000        0.440000                   0.11   \n",
       "\n",
       "       sloc.RATIO.go  sloc.RATIO.haskell  sloc.RATIO.html  sloc.RATIO.java  \\\n",
       "count           1.00                1.00        29.000000         2.000000   \n",
       "mean            0.46                0.22         0.181034         0.385000   \n",
       "std              NaN                 NaN         0.116231         0.162635   \n",
       "min             0.46                0.22         0.100000         0.270000   \n",
       "25%             0.46                0.22         0.110000         0.327500   \n",
       "50%             0.46                0.22         0.150000         0.385000   \n",
       "75%             0.46                0.22         0.180000         0.442500   \n",
       "max             0.46                0.22         0.640000         0.500000   \n",
       "\n",
       "       sloc.RATIO.javascript  sloc.RATIO.jsx  sloc.RATIO.less  sloc.RATIO.lua  \\\n",
       "count              84.000000        5.000000         5.000000             1.0   \n",
       "mean                0.282619        0.236000         0.182000             0.1   \n",
       "std                 0.175658        0.167123         0.058052             NaN   \n",
       "min                 0.100000        0.110000         0.100000             0.1   \n",
       "25%                 0.150000        0.140000         0.150000             0.1   \n",
       "50%                 0.205000        0.160000         0.190000             0.1   \n",
       "75%                 0.360000        0.250000         0.230000             0.1   \n",
       "max                 0.790000        0.520000         0.240000             0.1   \n",
       "\n",
       "       sloc.RATIO.markdown  sloc.RATIO.meson  sloc.RATIO.objectivec  \\\n",
       "count            20.000000              1.00                   1.00   \n",
       "mean              0.183000              0.12                   0.25   \n",
       "std               0.120748               NaN                    NaN   \n",
       "min               0.100000              0.12                   0.25   \n",
       "25%               0.110000              0.12                   0.25   \n",
       "50%               0.140000              0.12                   0.25   \n",
       "75%               0.175000              0.12                   0.25   \n",
       "max               0.490000              0.12                   0.25   \n",
       "\n",
       "       sloc.RATIO.python  sloc.RATIO.qml  sloc.RATIO.restructuredtext  \\\n",
       "count         357.000000            1.00                    62.000000   \n",
       "mean            0.601961            0.39                     0.179839   \n",
       "std             0.263538             NaN                     0.124473   \n",
       "min             0.010000            0.39                     0.100000   \n",
       "25%             0.390000            0.39                     0.120000   \n",
       "50%             0.640000            0.39                     0.140000   \n",
       "75%             0.820000            0.39                     0.190000   \n",
       "max             0.990000            0.39                     0.840000   \n",
       "\n",
       "       sloc.RATIO.rust  sloc.RATIO.sass  sloc.RATIO.sh  sloc.RATIO.sql  \\\n",
       "count             1.00         6.000000       5.000000            1.00   \n",
       "mean              0.11         0.193333       0.304000            0.27   \n",
       "std                NaN         0.074476       0.271256             NaN   \n",
       "min               0.11         0.110000       0.120000            0.27   \n",
       "25%               0.11         0.135000       0.130000            0.27   \n",
       "50%               0.11         0.185000       0.190000            0.27   \n",
       "75%               0.11         0.250000       0.310000            0.27   \n",
       "max               0.11         0.290000       0.770000            0.27   \n",
       "\n",
       "       sloc.RATIO.systemverilog  sloc.RATIO.tex  sloc.RATIO.typescript  \\\n",
       "count                      1.00            1.00               7.000000   \n",
       "mean                       0.11            0.11               0.357143   \n",
       "std                         NaN             NaN               0.203365   \n",
       "min                        0.11            0.11               0.170000   \n",
       "25%                        0.11            0.11               0.220000   \n",
       "50%                        0.11            0.11               0.290000   \n",
       "75%                        0.11            0.11               0.435000   \n",
       "max                        0.11            0.11               0.730000   \n",
       "\n",
       "       sloc.RATIO.vue  sloc.RATIO.xml  sloc.RATIO.xsl  sloc.RATIO.yaml  \\\n",
       "count        2.000000       11.000000             1.0         5.000000   \n",
       "mean         0.240000        0.351818             0.3         0.190000   \n",
       "std          0.014142        0.289061             NaN         0.054314   \n",
       "min          0.230000        0.140000             0.3         0.140000   \n",
       "25%          0.235000        0.165000             0.3         0.150000   \n",
       "50%          0.240000        0.200000             0.3         0.170000   \n",
       "75%          0.245000        0.505000             0.3         0.220000   \n",
       "max          0.250000        0.920000             0.3         0.270000   \n",
       "\n",
       "       sloc.TOTAL_blanks  sloc.TOTAL_code  sloc.TOTAL_comments  \\\n",
       "count         357.000000     3.570000e+02           357.000000   \n",
       "mean        18778.042017     1.634161e+05         11649.907563   \n",
       "std         38411.949559     6.161890e+05         27763.930115   \n",
       "min             2.000000     5.900000e+01             0.000000   \n",
       "25%          2702.000000     1.953200e+04          1031.000000   \n",
       "50%          7820.000000     5.243600e+04          3800.000000   \n",
       "75%         18487.000000     1.283750e+05          9779.000000   \n",
       "max        337516.000000     1.056406e+07        276967.000000   \n",
       "\n",
       "       sloc.TOTAL_dirs  sloc.TOTAL_files  sloc.TOTAL_lines  sloc.actionscript  \\\n",
       "count       357.000000        357.000000      3.570000e+02           2.000000   \n",
       "mean        295.700280       1578.717087      1.938440e+05         191.500000   \n",
       "std         863.850634       4978.212587      6.630166e+05         103.944697   \n",
       "min          19.000000         50.000000      8.500000e+01         118.000000   \n",
       "25%          59.000000        252.000000      2.374400e+04         154.750000   \n",
       "50%         114.000000        597.000000      6.343800e+04         191.500000   \n",
       "75%         247.000000       1337.000000      1.580770e+05         228.250000   \n",
       "max       13636.000000      83711.000000      1.113608e+07         265.000000   \n",
       "\n",
       "       sloc.asp  sloc.assembly  sloc.autoconf  sloc.automake    sloc.bash  \\\n",
       "count       1.0       5.000000      69.000000      12.000000    31.000000   \n",
       "mean      129.0    5284.400000     964.782609     864.166667   645.129032   \n",
       "std         NaN    9859.720878    1845.637885    1054.310445  1107.802291   \n",
       "min       129.0      61.000000      51.000000      86.000000    55.000000   \n",
       "25%       129.0     221.000000      95.000000     154.000000    98.000000   \n",
       "50%       129.0    1343.000000     271.000000     457.000000   164.000000   \n",
       "75%       129.0    1930.000000     641.000000     826.750000   526.500000   \n",
       "max       129.0   22867.000000    9906.000000    3069.000000  4761.000000   \n",
       "\n",
       "        sloc.batch         sloc.c    sloc.c_code  sloc.c_comments  \\\n",
       "count    84.000000      80.000000      80.000000        72.000000   \n",
       "mean    221.154762   26709.325000   12374.737500      2862.277778   \n",
       "std     169.024023   70624.128447   38784.263341      8360.165296   \n",
       "min      50.000000       2.000000       0.000000         0.000000   \n",
       "25%     116.750000     151.250000      48.000000        10.750000   \n",
       "50%     190.000000    1566.500000     343.500000        81.000000   \n",
       "75%     263.000000   11063.500000    4769.500000       928.250000   \n",
       "max    1195.000000  455233.000000  293290.000000     43762.000000   \n",
       "\n",
       "       sloc.c_files  sloc.cabal   sloc.cmake  sloc.coffeescript  sloc.coq  \\\n",
       "count     72.000000         1.0      6.00000           5.000000       1.0   \n",
       "mean      37.458333       116.0   6211.50000       17915.400000   27894.0   \n",
       "std       97.379747         NaN   9313.49923       36395.685037       NaN   \n",
       "min        1.000000       116.0     91.00000         165.000000   27894.0   \n",
       "25%        1.000000       116.0    223.50000         558.000000   27894.0   \n",
       "50%        4.000000       116.0    413.00000        2563.000000   27894.0   \n",
       "75%       25.000000       116.0  11988.25000        3312.000000   27894.0   \n",
       "max      616.000000       116.0  20345.00000       82979.000000   27894.0   \n",
       "\n",
       "            sloc.cpp  sloc.cpp_code  sloc.cpp_comments  sloc.cpp_files  \\\n",
       "count      41.000000      41.000000          40.000000       40.000000   \n",
       "mean    46245.365854   31536.878049        5601.750000      113.875000   \n",
       "std    169348.652551  113000.259890       20170.136183      351.200957   \n",
       "min        23.000000       0.000000           0.000000        1.000000   \n",
       "25%       165.000000     121.000000          14.000000        2.000000   \n",
       "50%      1448.000000     935.000000         115.500000        8.500000   \n",
       "75%      8848.000000    6099.000000        1193.250000       27.750000   \n",
       "max    948559.000000  626928.000000      115575.000000     1916.000000   \n",
       "\n",
       "       sloc.csharp  sloc.cshell       sloc.css      sloc.d  sloc.dockerfile  \\\n",
       "count     6.000000          1.0     187.000000    5.000000        49.000000   \n",
       "mean    809.000000         51.0    5462.112299  185.600000       215.959184   \n",
       "std    1336.212408          NaN   13904.533833  104.459562       520.907860   \n",
       "min      63.000000         51.0      54.000000   68.000000        50.000000   \n",
       "25%     101.750000         51.0     397.500000  113.000000        74.000000   \n",
       "50%     217.000000         51.0    1272.000000  159.000000       102.000000   \n",
       "75%     663.750000         51.0    6052.000000  281.000000       202.000000   \n",
       "max    3481.000000         51.0  151827.000000  307.000000      3721.000000   \n",
       "\n",
       "       sloc.dotnetresource   sloc.elisp  sloc.elixir   sloc.fish  sloc.forth  \\\n",
       "count             2.000000     4.000000     2.000000    5.000000         1.0   \n",
       "mean             69.500000   505.000000   527.500000  256.400000       146.0   \n",
       "std               6.363961   510.933133   491.439213  200.456479         NaN   \n",
       "min              65.000000   121.000000   180.000000  111.000000       146.0   \n",
       "25%              67.250000   257.500000   353.750000  112.000000       146.0   \n",
       "50%              69.500000   320.500000   527.500000  139.000000       146.0   \n",
       "75%              71.750000   568.000000   701.250000  355.000000       146.0   \n",
       "max              74.000000  1258.000000   875.000000  565.000000       146.0   \n",
       "\n",
       "       sloc.fortranlegacy  sloc.fortranmodern   sloc.glsl      sloc.go  \\\n",
       "count            4.000000            4.000000    2.000000     6.000000   \n",
       "mean          4875.250000          227.750000  262.000000   922.833333   \n",
       "std           8011.112797          181.943902    2.828427  1121.542049   \n",
       "min            109.000000           79.000000  260.000000    76.000000   \n",
       "25%            653.500000          143.500000  261.000000   167.500000   \n",
       "50%           1270.000000          169.500000  262.000000   434.500000   \n",
       "75%           5491.750000          253.750000  263.000000  1311.250000   \n",
       "max          16852.000000          493.000000  264.000000  2910.000000   \n",
       "\n",
       "       sloc.graphql  sloc.groovy  sloc.handlebars   sloc.happy  sloc.haskell  \\\n",
       "count      2.000000          1.0              1.0     5.000000           1.0   \n",
       "mean    2290.000000        406.0           4394.0   951.800000       68320.0   \n",
       "std     2920.351006          NaN              NaN  1019.502673           NaN   \n",
       "min      225.000000        406.0           4394.0    94.000000       68320.0   \n",
       "25%     1257.500000        406.0           4394.0   341.000000       68320.0   \n",
       "50%     2290.000000        406.0           4394.0   728.000000       68320.0   \n",
       "75%     3322.500000        406.0           4394.0   913.000000       68320.0   \n",
       "max     4355.000000        406.0           4394.0  2683.000000       68320.0   \n",
       "\n",
       "         sloc.hcl      sloc.html      sloc.java  sloc.javascript  \\\n",
       "count    3.000000     205.000000      13.000000     1.720000e+02   \n",
       "mean   517.000000    7391.482927   15073.615385     4.243221e+04   \n",
       "std    201.477046   26041.006349   38143.225616     1.548581e+05   \n",
       "min    308.000000      52.000000      75.000000     5.700000e+01   \n",
       "25%    420.500000     443.000000     181.000000     8.855000e+02   \n",
       "50%    533.000000    2113.000000    1738.000000     7.350000e+03   \n",
       "75%    621.500000    6055.000000    7881.000000     2.378075e+04   \n",
       "max    710.000000  326264.000000  139675.000000     1.772457e+06   \n",
       "\n",
       "            sloc.jsx     sloc.less  sloc.llvm     sloc.lua  sloc.makefile  \\\n",
       "count      11.000000     39.000000        1.0     3.000000     186.000000   \n",
       "mean    22161.000000   6424.384615      259.0  3201.333333     282.102151   \n",
       "std     41463.426101   5875.301178        NaN  2948.970046     472.931428   \n",
       "min       117.000000     60.000000      259.0  1027.000000      54.000000   \n",
       "25%      3188.500000   1370.500000      259.0  1523.000000     130.000000   \n",
       "50%      5425.000000   5253.000000      259.0  2019.000000     192.500000   \n",
       "75%     18402.000000  10389.500000      259.0  4288.500000     278.750000   \n",
       "max    141029.000000  24491.000000      259.0  6558.000000    5995.000000   \n",
       "\n",
       "       sloc.markdown    sloc.meson  sloc.moduledef  sloc.msbuild  \\\n",
       "count     249.000000      4.000000        6.000000      3.000000   \n",
       "mean     1789.345382   4007.000000      365.500000    131.666667   \n",
       "std      6537.408574   6596.600488      334.250056    110.192256   \n",
       "min        52.000000    222.000000      100.000000     50.000000   \n",
       "25%       157.000000    269.250000      146.000000     69.000000   \n",
       "50%       356.000000    977.500000      234.000000     88.000000   \n",
       "75%      1295.000000   4715.250000      464.500000    172.500000   \n",
       "max     86199.000000  13851.000000      967.000000    257.000000   \n",
       "\n",
       "       sloc.mustache  sloc.nix  sloc.objectivec  sloc.objectivecpp  \\\n",
       "count       4.000000       1.0        12.000000           4.000000   \n",
       "mean     2443.250000   13235.0     11871.833333        1178.500000   \n",
       "std      3608.514688       NaN     26458.326759         989.938214   \n",
       "min        90.000000   13235.0        82.000000          99.000000   \n",
       "25%       213.000000   13235.0       313.500000         495.750000   \n",
       "50%       967.000000   13235.0       690.000000        1177.000000   \n",
       "75%      3197.250000   13235.0      1867.500000        1859.750000   \n",
       "max      7749.000000   13235.0     80056.000000        2261.000000   \n",
       "\n",
       "         sloc.org  sloc.pascal     sloc.perl     sloc.php  sloc.prolog  \\\n",
       "count    3.000000     2.000000     17.000000     7.000000     4.000000   \n",
       "mean    79.000000  1268.000000   2422.941176  1938.285714   193.000000   \n",
       "std     26.286879  1585.333403   5472.642694  2882.479934   114.763525   \n",
       "min     60.000000   147.000000     62.000000    73.000000    63.000000   \n",
       "25%     64.000000   707.500000    175.000000   195.500000   118.500000   \n",
       "50%     68.000000  1268.000000    372.000000   352.000000   195.000000   \n",
       "75%     88.500000  1828.500000   1296.000000  2794.000000   269.500000   \n",
       "max    109.000000  2389.000000  21126.000000  7164.000000   319.000000   \n",
       "\n",
       "       sloc.protobuf   sloc.python  sloc.python_code  sloc.python_comments  \\\n",
       "count       8.000000  3.570000e+02      3.570000e+02            357.000000   \n",
       "mean     2504.000000  8.479750e+04      6.617975e+04           5850.470588   \n",
       "std      3928.761891  1.810153e+05      1.459953e+05          11041.551110   \n",
       "min        69.000000  5.100000e+01      4.200000e+01              0.000000   \n",
       "25%       123.750000  1.296100e+04      1.018200e+04            670.000000   \n",
       "50%       953.000000  3.544100e+04      2.672900e+04           2263.000000   \n",
       "75%      2432.000000  9.070700e+04      6.479900e+04           6381.000000   \n",
       "max     11390.000000  1.870620e+06      1.529822e+06          92639.000000   \n",
       "\n",
       "       sloc.python_files     sloc.qml       sloc.r  sloc.rakefile  \\\n",
       "count         357.000000     3.000000     2.000000            1.0   \n",
       "mean          368.016807  4451.333333  3966.000000          112.0   \n",
       "std           687.358676  4625.711008  3896.158364            NaN   \n",
       "min             1.000000    73.000000  1211.000000          112.0   \n",
       "25%            64.000000  2032.000000  2588.500000          112.0   \n",
       "50%           169.000000  3991.000000  3966.000000          112.0   \n",
       "75%           383.000000  6640.500000  5343.500000          112.0   \n",
       "max          7054.000000  9290.000000  6721.000000          112.0   \n",
       "\n",
       "       sloc.restructuredtext  sloc.rpmspecfile     sloc.ruby  sloc.rubyhtml  \\\n",
       "count             213.000000         42.000000      5.000000            1.0   \n",
       "mean             7331.868545        394.904762   3340.800000          496.0   \n",
       "std             17731.845895        682.609584   7003.378735            NaN   \n",
       "min                57.000000         50.000000     81.000000          496.0   \n",
       "25%               540.000000         91.750000    222.000000          496.0   \n",
       "50%              2534.000000        190.000000    230.000000          496.0   \n",
       "75%              6503.000000        320.500000    303.000000          496.0   \n",
       "max            193402.000000       3542.000000  15868.000000          496.0   \n",
       "\n",
       "          sloc.rust     sloc.sass  sloc.scala  sloc.scheme   sloc.scons  \\\n",
       "count      2.000000     43.000000      2.0000          1.0     3.000000   \n",
       "mean   17247.000000   6947.534884   1876.0000         74.0  1530.333333   \n",
       "std    16233.757482  12560.414359   2179.3031          NaN  1209.563695   \n",
       "min     5768.000000     53.000000    335.0000         74.0   262.000000   \n",
       "25%    11507.500000    772.000000   1105.5000         74.0   960.000000   \n",
       "50%    17247.000000   2196.000000   1876.0000         74.0  1658.000000   \n",
       "75%    22986.500000   6777.500000   2646.5000         74.0  2164.500000   \n",
       "max    28726.000000  73521.000000   3417.0000         74.0  2671.000000   \n",
       "\n",
       "            sloc.sh      sloc.sql  sloc.srecode  sloc.swift    sloc.swig  \\\n",
       "count    190.000000     30.000000           1.0    2.000000     4.000000   \n",
       "mean    1327.852632   6215.833333       61213.0   89.000000  1401.250000   \n",
       "std     6252.744126  15968.853696           NaN   46.669048  2584.795849   \n",
       "min       50.000000     50.000000       61213.0   56.000000    56.000000   \n",
       "25%      131.250000    201.250000       61213.0   72.500000    61.250000   \n",
       "50%      302.500000    607.000000       61213.0   89.000000   136.000000   \n",
       "75%      735.250000   3829.250000       61213.0  105.500000  1476.000000   \n",
       "max    81711.000000  63598.000000       61213.0  122.000000  5277.000000   \n",
       "\n",
       "       sloc.systemverilog    sloc.tcl      sloc.tex    sloc.toml  \\\n",
       "count            2.000000     2.00000     13.000000    13.000000   \n",
       "mean         10614.000000  5189.50000   2045.692308   206.307692   \n",
       "std          14813.887066  1320.16836   3052.281698   303.496948   \n",
       "min            139.000000  4256.00000     52.000000    53.000000   \n",
       "25%           5376.500000  4722.75000    203.000000    72.000000   \n",
       "50%          10614.000000  5189.50000    442.000000    94.000000   \n",
       "75%          15851.500000  5656.25000   3403.000000   130.000000   \n",
       "max          21089.000000  6123.00000  10079.000000  1077.000000   \n",
       "\n",
       "       sloc.typescript   sloc.vala     sloc.vb6  sloc.vimscript  \\\n",
       "count        19.000000    2.000000     3.000000        3.000000   \n",
       "mean      69898.578947  274.000000  1027.000000      227.333333   \n",
       "std      224881.815979  271.529004  1468.189702      116.980055   \n",
       "min         102.000000   82.000000   151.000000      139.000000   \n",
       "25%         823.500000  178.000000   179.500000      161.000000   \n",
       "50%        3719.000000  274.000000   208.000000      183.000000   \n",
       "75%       26915.500000  370.000000  1465.000000      271.500000   \n",
       "max      987568.000000  466.000000  2722.000000      360.000000   \n",
       "\n",
       "       sloc.visualstudioproject  sloc.visualstudiosolution      sloc.vue  \\\n",
       "count                  6.000000                   3.000000      6.000000   \n",
       "mean                1182.000000                 243.666667  15095.000000   \n",
       "std                 2078.414396                 150.141045  20422.909509   \n",
       "min                  225.000000                  84.000000    587.000000   \n",
       "25%                  250.250000                 174.500000   2332.750000   \n",
       "50%                  373.000000                 265.000000   5372.000000   \n",
       "75%                  462.750000                 323.500000  20169.000000   \n",
       "max                 5419.000000                 382.000000  52818.000000   \n",
       "\n",
       "           sloc.xml       sloc.xsl      sloc.yaml    sloc.zsh  \\\n",
       "count  1.140000e+02      19.000000     131.000000    4.000000   \n",
       "mean   8.306599e+04   12857.631579    4612.206107  191.250000   \n",
       "std    7.765389e+05   53810.665871   31778.957981  119.477683   \n",
       "min    5.200000e+01      50.000000      53.000000   57.000000   \n",
       "25%    2.002500e+02      74.500000      88.500000  108.000000   \n",
       "50%    7.045000e+02     272.000000     192.000000  202.000000   \n",
       "75%    3.317500e+03     578.500000     745.500000  285.250000   \n",
       "max    8.289791e+06  235042.000000  360943.000000  304.000000   \n",
       "\n",
       "       vcs.commit_count  vcs.committer_count  vcs.committer_percent_dist.10  \\\n",
       "count        343.000000           343.000000                     343.000000   \n",
       "mean        7397.574344           148.644315                       1.011662   \n",
       "std        14537.787904           378.710472                       0.152497   \n",
       "min          108.000000             1.000000                       1.000000   \n",
       "25%         1050.500000            21.000000                       1.000000   \n",
       "50%         2993.000000            64.000000                       1.000000   \n",
       "75%         7895.000000           147.000000                       1.000000   \n",
       "max       140877.000000          5168.000000                       3.000000   \n",
       "\n",
       "       vcs.committer_percent_dist.100  vcs.committer_percent_dist.20  \\\n",
       "count                      343.000000                     343.000000   \n",
       "mean                       148.644315                       1.125364   \n",
       "std                        378.710472                       0.506130   \n",
       "min                          1.000000                       1.000000   \n",
       "25%                         21.000000                       1.000000   \n",
       "50%                         64.000000                       1.000000   \n",
       "75%                        147.000000                       1.000000   \n",
       "max                       5168.000000                       7.000000   \n",
       "\n",
       "       vcs.committer_percent_dist.30  vcs.committer_percent_dist.40  \\\n",
       "count                     343.000000                     343.000000   \n",
       "mean                        1.309038                       1.638484   \n",
       "std                         0.935402                       1.586835   \n",
       "min                         1.000000                       1.000000   \n",
       "25%                         1.000000                       1.000000   \n",
       "50%                         1.000000                       1.000000   \n",
       "75%                         1.000000                       2.000000   \n",
       "max                        12.000000                      19.000000   \n",
       "\n",
       "       vcs.committer_percent_dist.50  vcs.committer_percent_dist.60  \\\n",
       "count                     343.000000                     343.000000   \n",
       "mean                        2.177843                       3.020408   \n",
       "std                         2.654661                       4.521184   \n",
       "min                         1.000000                       1.000000   \n",
       "25%                         1.000000                       1.000000   \n",
       "50%                         1.000000                       2.000000   \n",
       "75%                         2.000000                       3.000000   \n",
       "max                        29.000000                      42.000000   \n",
       "\n",
       "       vcs.committer_percent_dist.70  vcs.committer_percent_dist.80  \\\n",
       "count                     343.000000                     343.000000   \n",
       "mean                        4.586006                       8.332362   \n",
       "std                         8.574274                      22.217697   \n",
       "min                         1.000000                       1.000000   \n",
       "25%                         1.000000                       2.000000   \n",
       "50%                         2.000000                       3.000000   \n",
       "75%                         4.000000                       8.000000   \n",
       "max                        88.000000                     314.000000   \n",
       "\n",
       "       vcs.committer_percent_dist.90  vcs.committer_percent_dist.95  \\\n",
       "count                     343.000000                     343.000000   \n",
       "mean                       21.104956                      42.781341   \n",
       "std                        79.340708                     167.431094   \n",
       "min                         1.000000                       1.000000   \n",
       "25%                         2.000000                       4.000000   \n",
       "50%                         7.000000                      12.000000   \n",
       "75%                        17.000000                      35.000000   \n",
       "max                      1298.000000                    2770.000000   \n",
       "\n",
       "       vcs.committer_percent_dist.99  vcs.committer_top_5.0  \\\n",
       "count                     343.000000             343.000000   \n",
       "mean                      101.443149               0.554508   \n",
       "std                       312.310474               0.260920   \n",
       "min                         1.000000               0.049200   \n",
       "25%                        10.000000               0.352400   \n",
       "50%                        32.000000               0.524600   \n",
       "75%                        94.500000               0.788200   \n",
       "max                      4689.000000               1.000000   \n",
       "\n",
       "       vcs.committer_top_5.1  vcs.committer_top_5.2  vcs.committer_top_5.3  \\\n",
       "count             340.000000             337.000000             332.000000   \n",
       "mean                0.144576               0.068397               0.042494   \n",
       "std                 0.105307               0.054320               0.036107   \n",
       "min                 0.000600               0.000300               0.000300   \n",
       "25%                 0.056200               0.019800               0.012200   \n",
       "50%                 0.129950               0.055900               0.033900   \n",
       "75%                 0.201600               0.110300               0.063250   \n",
       "max                 0.481600               0.274800               0.170200   \n",
       "\n",
       "       vcs.committer_top_5.4  vcs.minor_committer_counts.1  \\\n",
       "count             328.000000                    343.000000   \n",
       "mean                0.028759                     65.373178   \n",
       "std                 0.024929                    190.081409   \n",
       "min                 0.000300                      0.000000   \n",
       "25%                 0.008150                      8.000000   \n",
       "50%                 0.021500                     25.000000   \n",
       "75%                 0.045850                     65.500000   \n",
       "max                 0.111900                   2999.000000   \n",
       "\n",
       "       vcs.minor_committer_counts.2  vcs.minor_committer_counts.3  \\\n",
       "count                    343.000000                    343.000000   \n",
       "mean                      87.807580                     98.973761   \n",
       "std                      249.249853                    277.846200   \n",
       "min                        0.000000                      0.000000   \n",
       "25%                       11.000000                     12.500000   \n",
       "50%                       32.000000                     37.000000   \n",
       "75%                       90.000000                     98.000000   \n",
       "max                     3817.000000                   4193.000000   \n",
       "\n",
       "       vcs.minor_committer_counts.4  vcs.minor_committer_counts.5  \n",
       "count                    343.000000                    343.000000  \n",
       "mean                     106.346939                    111.198251  \n",
       "std                      296.437856                    309.182881  \n",
       "min                        0.000000                      0.000000  \n",
       "25%                       13.000000                     14.000000  \n",
       "50%                       38.000000                     41.000000  \n",
       "75%                      103.000000                    106.500000  \n",
       "max                     4415.000000                   4577.000000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apa_df.describe()\n",
    "#spot checking the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#csv_df=apa_df.describe()\n",
    "\n",
    "#from IPython.display import FileLink, FileLinks\n",
    "#SAVE_PATH = './saved_data'\n",
    "#from boltons.fileutils import mkdir_p\n",
    "#mkdir_p(SAVE_PATH)\n",
    "\n",
    "#csv_df.to_csv(SAVE_PATH + '/summary.csv', index=False)\n",
    "# csv_df.to_excel('/path/to/data.xlsx', index=False)\n",
    "\n",
    "#FileLinks(SAVE_PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "apa_df.columns = apa_df.columns.str.lower().str.replace('.', '_')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>arch_compat_min_py2</th>\n",
       "      <th>arch_compat_min_py3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2.7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2.7</td>\n",
       "      <td>3.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>2.7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>355</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>356</td>\n",
       "      <td>2.7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>357</td>\n",
       "      <td>2.6</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>358</td>\n",
       "      <td>2.3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>359</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>360 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     arch_compat_min_py2  arch_compat_min_py3\n",
       "0                    NaN                  3.5\n",
       "1                    2.7                  NaN\n",
       "2                    2.7                  3.1\n",
       "3                    2.7                  NaN\n",
       "4                    NaN                  3.6\n",
       "..                   ...                  ...\n",
       "355                  NaN                  3.5\n",
       "356                  2.7                  NaN\n",
       "357                  2.6                  NaN\n",
       "358                  2.3                  NaN\n",
       "359                  NaN                  NaN\n",
       "\n",
       "[360 rows x 2 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apa_df[['arch_compat_min_py2', 'arch_compat_min_py3']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def py23_compat(py2, py3):\n",
    "    if not pd.isnull(py2) and not pd.isnull(py3):\n",
    "        return 'py23'\n",
    "    if pd.isnull(py2):\n",
    "        return 'py3'\n",
    "    return 'py2'\n",
    "\n",
    "apa_df['py23_compat'] = apa_df[['arch_compat_min_py2','arch_compat_min_py3']].apply(lambda x: py23_compat(*x), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       879.0\n",
       "1      2532.0\n",
       "2      3058.0\n",
       "3      4592.0\n",
       "4       593.0\n",
       "        ...  \n",
       "355    4103.0\n",
       "356    2363.0\n",
       "357    4524.0\n",
       "358       NaN\n",
       "359       NaN\n",
       "Name: age_commit, Length: 360, dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apa_df['vcs_first_commit']  = pd.to_datetime(apa_df['vcs_first_commit'])\n",
    "apa_df['vcs_first_commit'] = pd.to_datetime(apa_df['vcs_first_commit']).dt.date\n",
    "apa_df['vcs_latest_commit']  = pd.to_datetime(apa_df['vcs_latest_commit'])\n",
    "apa_df['vcs_latest_commit'] = pd.to_datetime(apa_df['vcs_latest_commit']).dt.date\n",
    "\n",
    "apa_df['age_commit'] =   pd.to_datetime(apa_df.vcs_latest_commit)-pd.to_datetime(apa_df.vcs_first_commit)\n",
    "apa_df['age_commit'] / pd.Timedelta(1, unit='d')\n",
    "apa_df['age_commit'].astype('timedelta64[D]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "apa_df['age_commit'] = pd.to_numeric(apa_df['age_commit'].dt.days, downcast='integer')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1013908.0"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "age_df = apa_df.dropna(subset=['age_commit'])\n",
    "age_df['age_commit'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x72 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_email = '''\n",
    "light orange: #FFC800\n",
    "med turq: #66e5ff\n",
    "blue: #0588BA\n",
    "dark orange: #ED9E46\n",
    "dark rich orange: #eb8717\n",
    "dark blue: #046083\n",
    "'''\n",
    "# bgcolor / medium blue: #45AFDC\n",
    "# medium-dark blue: #1D98C7\n",
    "\n",
    "def _parse_colors(text):\n",
    "    return [x.split(':')[-1].strip() for x in text.splitlines() if x.strip()]\n",
    "\n",
    "COLORS = _parse_colors(_email)\n",
    "PALETTE = sns.color_palette(COLORS)\n",
    "sns.palplot(PALETTE)\n",
    "\n",
    "_alt_colors = '''\n",
    "dark orange: #ED9E46\n",
    "blue: #0588BA\n",
    "light orange: #FFC800\n",
    "med turq: #66e5ff\n",
    "dark rich orange: #eb8717\n",
    "dark blue: #046083\n",
    "'''\n",
    "ALT_COLORS = _parse_colors(_alt_colors)\n",
    "\n",
    "def m_swarmplot(*a, **kw):\n",
    "    kw.setdefault('palette', PALETTE)\n",
    "    kw.setdefault('size', 14)\n",
    "    ret = sns.swarmplot(*a, **kw)\n",
    "    ret.set_facecolor('#00000000')\n",
    "    ret.set_facecolor('#45AFDC00')\n",
    "    return ret\n",
    "\n",
    "def m_pieplot(df, *a, **kw):\n",
    "    kw.setdefault('y', 'name')\n",
    "    kw.setdefault('counterclock', True)\n",
    "    kw.setdefault('legend', False)\n",
    "    kw.setdefault('autopct', '%1.0f%%')\n",
    "    kw.setdefault('pctdistance', 1.1)\n",
    "    kw.setdefault('labeldistance', 1.25)\n",
    "    kw.setdefault('radius', 1.2)\n",
    "    kw.setdefault('figsize', (8, 8))\n",
    "    kw.setdefault('colors', ALT_COLORS[::-1])\n",
    "    kw.setdefault('textprops', {}).setdefault('fontsize', 20)\n",
    "    pie = df.plot.pie(*a, **kw)\n",
    "    return pie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>arch_compat_min_py2</th>\n",
       "      <th>arch_compat_min_py3</th>\n",
       "      <th>arch_dep_concurrency</th>\n",
       "      <th>arch_dep_gui_framework</th>\n",
       "      <th>arch_dep_server_framework</th>\n",
       "      <th>arch_pkg_container</th>\n",
       "      <th>arch_pkg_freezer</th>\n",
       "      <th>arch_type</th>\n",
       "      <th>gh_forks</th>\n",
       "      <th>gh_has_wiki</th>\n",
       "      <th>gh_license</th>\n",
       "      <th>gh_open_issues</th>\n",
       "      <th>gh_size</th>\n",
       "      <th>gh_stars</th>\n",
       "      <th>gh_watchers</th>\n",
       "      <th>license_hereditary</th>\n",
       "      <th>license_license</th>\n",
       "      <th>license_license_group</th>\n",
       "      <th>sloc_ratio_other</th>\n",
       "      <th>sloc_ratio_autoconf</th>\n",
       "      <th>sloc_ratio_c</th>\n",
       "      <th>sloc_ratio_coffeescript</th>\n",
       "      <th>sloc_ratio_coq</th>\n",
       "      <th>sloc_ratio_cpp</th>\n",
       "      <th>sloc_ratio_css</th>\n",
       "      <th>sloc_ratio_dockerfile</th>\n",
       "      <th>sloc_ratio_go</th>\n",
       "      <th>sloc_ratio_haskell</th>\n",
       "      <th>sloc_ratio_html</th>\n",
       "      <th>sloc_ratio_java</th>\n",
       "      <th>sloc_ratio_javascript</th>\n",
       "      <th>sloc_ratio_jsx</th>\n",
       "      <th>sloc_ratio_less</th>\n",
       "      <th>sloc_ratio_lua</th>\n",
       "      <th>sloc_ratio_markdown</th>\n",
       "      <th>sloc_ratio_meson</th>\n",
       "      <th>sloc_ratio_objectivec</th>\n",
       "      <th>sloc_ratio_python</th>\n",
       "      <th>sloc_ratio_qml</th>\n",
       "      <th>sloc_ratio_restructuredtext</th>\n",
       "      <th>sloc_ratio_rust</th>\n",
       "      <th>sloc_ratio_sass</th>\n",
       "      <th>sloc_ratio_sh</th>\n",
       "      <th>sloc_ratio_sql</th>\n",
       "      <th>sloc_ratio_systemverilog</th>\n",
       "      <th>sloc_ratio_tex</th>\n",
       "      <th>sloc_ratio_typescript</th>\n",
       "      <th>sloc_ratio_vue</th>\n",
       "      <th>sloc_ratio_xml</th>\n",
       "      <th>sloc_ratio_xsl</th>\n",
       "      <th>sloc_ratio_yaml</th>\n",
       "      <th>sloc_total_blanks</th>\n",
       "      <th>sloc_total_code</th>\n",
       "      <th>sloc_total_comments</th>\n",
       "      <th>sloc_total_dirs</th>\n",
       "      <th>sloc_total_files</th>\n",
       "      <th>sloc_total_lines</th>\n",
       "      <th>sloc_actionscript</th>\n",
       "      <th>sloc_asp</th>\n",
       "      <th>sloc_assembly</th>\n",
       "      <th>sloc_autoconf</th>\n",
       "      <th>sloc_automake</th>\n",
       "      <th>sloc_bash</th>\n",
       "      <th>sloc_batch</th>\n",
       "      <th>sloc_c</th>\n",
       "      <th>sloc_c_code</th>\n",
       "      <th>sloc_c_comments</th>\n",
       "      <th>sloc_c_files</th>\n",
       "      <th>sloc_cabal</th>\n",
       "      <th>sloc_cmake</th>\n",
       "      <th>sloc_coffeescript</th>\n",
       "      <th>sloc_coq</th>\n",
       "      <th>sloc_cpp</th>\n",
       "      <th>sloc_cpp_code</th>\n",
       "      <th>sloc_cpp_comments</th>\n",
       "      <th>sloc_cpp_files</th>\n",
       "      <th>sloc_csharp</th>\n",
       "      <th>sloc_cshell</th>\n",
       "      <th>sloc_css</th>\n",
       "      <th>sloc_d</th>\n",
       "      <th>sloc_dockerfile</th>\n",
       "      <th>sloc_dotnetresource</th>\n",
       "      <th>sloc_elisp</th>\n",
       "      <th>sloc_elixir</th>\n",
       "      <th>sloc_fish</th>\n",
       "      <th>sloc_forth</th>\n",
       "      <th>sloc_fortranlegacy</th>\n",
       "      <th>sloc_fortranmodern</th>\n",
       "      <th>sloc_glsl</th>\n",
       "      <th>sloc_go</th>\n",
       "      <th>sloc_graphql</th>\n",
       "      <th>sloc_groovy</th>\n",
       "      <th>...</th>\n",
       "      <th>sloc_haskell</th>\n",
       "      <th>sloc_hcl</th>\n",
       "      <th>sloc_html</th>\n",
       "      <th>sloc_java</th>\n",
       "      <th>sloc_javascript</th>\n",
       "      <th>sloc_jsx</th>\n",
       "      <th>sloc_less</th>\n",
       "      <th>sloc_llvm</th>\n",
       "      <th>sloc_lua</th>\n",
       "      <th>sloc_makefile</th>\n",
       "      <th>sloc_markdown</th>\n",
       "      <th>sloc_meson</th>\n",
       "      <th>sloc_moduledef</th>\n",
       "      <th>sloc_msbuild</th>\n",
       "      <th>sloc_mustache</th>\n",
       "      <th>sloc_nix</th>\n",
       "      <th>sloc_objectivec</th>\n",
       "      <th>sloc_objectivecpp</th>\n",
       "      <th>sloc_org</th>\n",
       "      <th>sloc_pascal</th>\n",
       "      <th>sloc_perl</th>\n",
       "      <th>sloc_php</th>\n",
       "      <th>sloc_prolog</th>\n",
       "      <th>sloc_protobuf</th>\n",
       "      <th>sloc_python</th>\n",
       "      <th>sloc_python_code</th>\n",
       "      <th>sloc_python_comments</th>\n",
       "      <th>sloc_python_files</th>\n",
       "      <th>sloc_qml</th>\n",
       "      <th>sloc_r</th>\n",
       "      <th>sloc_rakefile</th>\n",
       "      <th>sloc_restructuredtext</th>\n",
       "      <th>sloc_rpmspecfile</th>\n",
       "      <th>sloc_ruby</th>\n",
       "      <th>sloc_rubyhtml</th>\n",
       "      <th>sloc_rust</th>\n",
       "      <th>sloc_sass</th>\n",
       "      <th>sloc_scala</th>\n",
       "      <th>sloc_scheme</th>\n",
       "      <th>sloc_scons</th>\n",
       "      <th>sloc_sh</th>\n",
       "      <th>sloc_sql</th>\n",
       "      <th>sloc_srecode</th>\n",
       "      <th>sloc_swift</th>\n",
       "      <th>sloc_swig</th>\n",
       "      <th>sloc_systemverilog</th>\n",
       "      <th>sloc_tcl</th>\n",
       "      <th>sloc_tex</th>\n",
       "      <th>sloc_toml</th>\n",
       "      <th>sloc_typescript</th>\n",
       "      <th>sloc_vala</th>\n",
       "      <th>sloc_vb6</th>\n",
       "      <th>sloc_vimscript</th>\n",
       "      <th>sloc_visualstudioproject</th>\n",
       "      <th>sloc_visualstudiosolution</th>\n",
       "      <th>sloc_vue</th>\n",
       "      <th>sloc_xml</th>\n",
       "      <th>sloc_xsl</th>\n",
       "      <th>sloc_yaml</th>\n",
       "      <th>sloc_zsh</th>\n",
       "      <th>topic_primary</th>\n",
       "      <th>topic_primary_fq</th>\n",
       "      <th>topic_secondary</th>\n",
       "      <th>topic_secondary_fq</th>\n",
       "      <th>vcs_commit_count</th>\n",
       "      <th>vcs_committer_count</th>\n",
       "      <th>vcs_committer_percent_dist_10</th>\n",
       "      <th>vcs_committer_percent_dist_100</th>\n",
       "      <th>vcs_committer_percent_dist_20</th>\n",
       "      <th>vcs_committer_percent_dist_30</th>\n",
       "      <th>vcs_committer_percent_dist_40</th>\n",
       "      <th>vcs_committer_percent_dist_50</th>\n",
       "      <th>vcs_committer_percent_dist_60</th>\n",
       "      <th>vcs_committer_percent_dist_70</th>\n",
       "      <th>vcs_committer_percent_dist_80</th>\n",
       "      <th>vcs_committer_percent_dist_90</th>\n",
       "      <th>vcs_committer_percent_dist_95</th>\n",
       "      <th>vcs_committer_percent_dist_99</th>\n",
       "      <th>vcs_committer_top_5_0</th>\n",
       "      <th>vcs_committer_top_5_1</th>\n",
       "      <th>vcs_committer_top_5_2</th>\n",
       "      <th>vcs_committer_top_5_3</th>\n",
       "      <th>vcs_committer_top_5_4</th>\n",
       "      <th>vcs_first_commit</th>\n",
       "      <th>vcs_latest_commit</th>\n",
       "      <th>vcs_minor_committer_counts_1</th>\n",
       "      <th>vcs_minor_committer_counts_2</th>\n",
       "      <th>vcs_minor_committer_counts_3</th>\n",
       "      <th>vcs_minor_committer_counts_4</th>\n",
       "      <th>vcs_minor_committer_counts_5</th>\n",
       "      <th>vcs_vcs_name</th>\n",
       "      <th>py23_compat</th>\n",
       "      <th>age_commit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>archivebox</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>docker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>desktop</td>\n",
       "      <td>306.0</td>\n",
       "      <td>True</td>\n",
       "      <td>MIT License</td>\n",
       "      <td>64.0</td>\n",
       "      <td>3841.0</td>\n",
       "      <td>5450.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>False</td>\n",
       "      <td>MIT</td>\n",
       "      <td>MIT</td>\n",
       "      <td>0.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.64</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>512.0</td>\n",
       "      <td>3458.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>4203.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>674.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>314.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2690.0</td>\n",
       "      <td>2031.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>233.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>organization</td>\n",
       "      <td>organization</td>\n",
       "      <td>943.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.9046</td>\n",
       "      <td>0.0085</td>\n",
       "      <td>0.0053</td>\n",
       "      <td>0.0053</td>\n",
       "      <td>0.0053</td>\n",
       "      <td>2017-05-05</td>\n",
       "      <td>2019-10-01</td>\n",
       "      <td>21.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>git</td>\n",
       "      <td>py3</td>\n",
       "      <td>879.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>archivematica</td>\n",
       "      <td>2.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>django</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>server</td>\n",
       "      <td>69.0</td>\n",
       "      <td>False</td>\n",
       "      <td>Other</td>\n",
       "      <td>100.0</td>\n",
       "      <td>36631.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>True</td>\n",
       "      <td>AGPL</td>\n",
       "      <td>AGPL</td>\n",
       "      <td>0.69</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13746.0</td>\n",
       "      <td>277514.0</td>\n",
       "      <td>8613.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>1128.0</td>\n",
       "      <td>299873.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>119.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1411.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>243.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9240.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10009.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.0</td>\n",
       "      <td>2160.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92983.0</td>\n",
       "      <td>75579.0</td>\n",
       "      <td>7116.0</td>\n",
       "      <td>485.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>133.0</td>\n",
       "      <td>970.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7975.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>752.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>organization</td>\n",
       "      <td>organization</td>\n",
       "      <td>3917.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.2339</td>\n",
       "      <td>0.1698</td>\n",
       "      <td>0.1557</td>\n",
       "      <td>0.1021</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>2012-09-15</td>\n",
       "      <td>2019-08-22</td>\n",
       "      <td>17.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>git</td>\n",
       "      <td>py2</td>\n",
       "      <td>2532.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>canto</td>\n",
       "      <td>2.7</td>\n",
       "      <td>3.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>desktop</td>\n",
       "      <td>8.0</td>\n",
       "      <td>True</td>\n",
       "      <td>GNU General Public License v2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>768.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>True</td>\n",
       "      <td>GPL v2</td>\n",
       "      <td>GPL</td>\n",
       "      <td>0.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1355.0</td>\n",
       "      <td>3822.0</td>\n",
       "      <td>638.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>5815.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5767.0</td>\n",
       "      <td>3774.0</td>\n",
       "      <td>638.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>511.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9961</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2010-03-19</td>\n",
       "      <td>2018-08-02</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>git</td>\n",
       "      <td>py23</td>\n",
       "      <td>3058.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>deluge</td>\n",
       "      <td>2.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>twisted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>zope</td>\n",
       "      <td>NaN</td>\n",
       "      <td>py2app</td>\n",
       "      <td>server</td>\n",
       "      <td>198.0</td>\n",
       "      <td>False</td>\n",
       "      <td>Other</td>\n",
       "      <td>18.0</td>\n",
       "      <td>61758.0</td>\n",
       "      <td>730.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Other</td>\n",
       "      <td>Other</td>\n",
       "      <td>0.14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27448.0</td>\n",
       "      <td>124420.0</td>\n",
       "      <td>8151.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>2054.0</td>\n",
       "      <td>160019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>141.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13600.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>209.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73373.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1658.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63864.0</td>\n",
       "      <td>48382.0</td>\n",
       "      <td>4775.0</td>\n",
       "      <td>272.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>295.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>450.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8741.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.2333</td>\n",
       "      <td>0.2116</td>\n",
       "      <td>0.1679</td>\n",
       "      <td>0.1403</td>\n",
       "      <td>0.0469</td>\n",
       "      <td>2006-11-28</td>\n",
       "      <td>2019-06-25</td>\n",
       "      <td>34.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>git</td>\n",
       "      <td>py2</td>\n",
       "      <td>4592.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>elixire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.6</td>\n",
       "      <td>asyncio</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>docker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>server</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>AGPL</td>\n",
       "      <td>AGPL</td>\n",
       "      <td>0.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2689.0</td>\n",
       "      <td>8070.0</td>\n",
       "      <td>883.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>11642.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>310.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10993.0</td>\n",
       "      <td>7519.0</td>\n",
       "      <td>839.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>208.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1588.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.5088</td>\n",
       "      <td>0.2311</td>\n",
       "      <td>0.1738</td>\n",
       "      <td>0.0573</td>\n",
       "      <td>0.0170</td>\n",
       "      <td>2018-02-05</td>\n",
       "      <td>2019-09-21</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>git</td>\n",
       "      <td>py3</td>\n",
       "      <td>593.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 188 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            name  arch_compat_min_py2  arch_compat_min_py3  \\\n",
       "0     archivebox                  NaN                  3.5   \n",
       "1  archivematica                  2.7                  NaN   \n",
       "2          canto                  2.7                  3.1   \n",
       "3         deluge                  2.7                  NaN   \n",
       "4        elixire                  NaN                  3.6   \n",
       "\n",
       "  arch_dep_concurrency arch_dep_gui_framework arch_dep_server_framework  \\\n",
       "0                  NaN                    NaN                       NaN   \n",
       "1                  NaN                    NaN                    django   \n",
       "2                  NaN                    NaN                       NaN   \n",
       "3              twisted                    NaN                      zope   \n",
       "4              asyncio                    NaN                       NaN   \n",
       "\n",
       "  arch_pkg_container arch_pkg_freezer arch_type  gh_forks gh_has_wiki  \\\n",
       "0             docker              NaN   desktop     306.0        True   \n",
       "1                NaN              NaN    server      69.0       False   \n",
       "2                NaN              NaN   desktop       8.0        True   \n",
       "3                NaN           py2app    server     198.0       False   \n",
       "4             docker              NaN    server       NaN         NaN   \n",
       "\n",
       "                        gh_license  gh_open_issues  gh_size  gh_stars  \\\n",
       "0                      MIT License            64.0   3841.0    5450.0   \n",
       "1                            Other           100.0  36631.0     179.0   \n",
       "2  GNU General Public License v2.0             6.0    768.0     128.0   \n",
       "3                            Other            18.0  61758.0     730.0   \n",
       "4                              NaN             NaN      NaN       NaN   \n",
       "\n",
       "   gh_watchers license_hereditary license_license license_license_group  \\\n",
       "0        106.0              False             MIT                   MIT   \n",
       "1         39.0               True            AGPL                  AGPL   \n",
       "2          6.0               True          GPL v2                   GPL   \n",
       "3         72.0                NaN           Other                 Other   \n",
       "4          NaN               True            AGPL                  AGPL   \n",
       "\n",
       "   sloc_ratio_other  sloc_ratio_autoconf  sloc_ratio_c  \\\n",
       "0              0.20                  NaN           NaN   \n",
       "1              0.69                  NaN           NaN   \n",
       "2              0.01                  NaN           NaN   \n",
       "3              0.14                  NaN           NaN   \n",
       "4              0.06                  NaN           NaN   \n",
       "\n",
       "   sloc_ratio_coffeescript  sloc_ratio_coq  sloc_ratio_cpp  sloc_ratio_css  \\\n",
       "0                      NaN             NaN             NaN             NaN   \n",
       "1                      NaN             NaN             NaN             NaN   \n",
       "2                      NaN             NaN             NaN             NaN   \n",
       "3                      NaN             NaN             NaN             NaN   \n",
       "4                      NaN             NaN             NaN             NaN   \n",
       "\n",
       "   sloc_ratio_dockerfile  sloc_ratio_go  sloc_ratio_haskell  sloc_ratio_html  \\\n",
       "0                    NaN            NaN                 NaN             0.16   \n",
       "1                    NaN            NaN                 NaN              NaN   \n",
       "2                    NaN            NaN                 NaN              NaN   \n",
       "3                    NaN            NaN                 NaN              NaN   \n",
       "4                    NaN            NaN                 NaN              NaN   \n",
       "\n",
       "   sloc_ratio_java  sloc_ratio_javascript  sloc_ratio_jsx  sloc_ratio_less  \\\n",
       "0              NaN                    NaN             NaN              NaN   \n",
       "1              NaN                    NaN             NaN              NaN   \n",
       "2              NaN                    NaN             NaN              NaN   \n",
       "3              NaN                   0.46             NaN              NaN   \n",
       "4              NaN                    NaN             NaN              NaN   \n",
       "\n",
       "   sloc_ratio_lua  sloc_ratio_markdown  sloc_ratio_meson  \\\n",
       "0             NaN                  NaN               NaN   \n",
       "1             NaN                  NaN               NaN   \n",
       "2             NaN                  NaN               NaN   \n",
       "3             NaN                  NaN               NaN   \n",
       "4             NaN                  NaN               NaN   \n",
       "\n",
       "   sloc_ratio_objectivec  sloc_ratio_python  sloc_ratio_qml  \\\n",
       "0                    NaN               0.64             NaN   \n",
       "1                    NaN               0.31             NaN   \n",
       "2                    NaN               0.99             NaN   \n",
       "3                    NaN               0.40             NaN   \n",
       "4                    NaN               0.94             NaN   \n",
       "\n",
       "   sloc_ratio_restructuredtext  sloc_ratio_rust  sloc_ratio_sass  \\\n",
       "0                          NaN              NaN              NaN   \n",
       "1                          NaN              NaN              NaN   \n",
       "2                          NaN              NaN              NaN   \n",
       "3                          NaN              NaN              NaN   \n",
       "4                          NaN              NaN              NaN   \n",
       "\n",
       "   sloc_ratio_sh  sloc_ratio_sql  sloc_ratio_systemverilog  sloc_ratio_tex  \\\n",
       "0            NaN             NaN                       NaN             NaN   \n",
       "1            NaN             NaN                       NaN             NaN   \n",
       "2            NaN             NaN                       NaN             NaN   \n",
       "3            NaN             NaN                       NaN             NaN   \n",
       "4            NaN             NaN                       NaN             NaN   \n",
       "\n",
       "   sloc_ratio_typescript  sloc_ratio_vue  sloc_ratio_xml  sloc_ratio_xsl  \\\n",
       "0                    NaN             NaN             NaN             NaN   \n",
       "1                    NaN             NaN             NaN             NaN   \n",
       "2                    NaN             NaN             NaN             NaN   \n",
       "3                    NaN             NaN             NaN             NaN   \n",
       "4                    NaN             NaN             NaN             NaN   \n",
       "\n",
       "   sloc_ratio_yaml  sloc_total_blanks  sloc_total_code  sloc_total_comments  \\\n",
       "0              NaN              512.0           3458.0                233.0   \n",
       "1              NaN            13746.0         277514.0               8613.0   \n",
       "2              NaN             1355.0           3822.0                638.0   \n",
       "3              NaN            27448.0         124420.0               8151.0   \n",
       "4              NaN             2689.0           8070.0                883.0   \n",
       "\n",
       "   sloc_total_dirs  sloc_total_files  sloc_total_lines  sloc_actionscript  \\\n",
       "0             87.0             156.0            4203.0                NaN   \n",
       "1            245.0            1128.0          299873.0                NaN   \n",
       "2             23.0              61.0            5815.0                NaN   \n",
       "3            238.0            2054.0          160019.0                NaN   \n",
       "4             42.0             157.0           11642.0                NaN   \n",
       "\n",
       "   sloc_asp  sloc_assembly  sloc_autoconf  sloc_automake  sloc_bash  \\\n",
       "0       NaN            NaN            NaN            NaN        NaN   \n",
       "1       NaN            NaN          119.0            NaN        NaN   \n",
       "2       NaN            NaN            NaN            NaN        NaN   \n",
       "3       NaN            NaN          141.0            NaN        NaN   \n",
       "4       NaN            NaN            NaN            NaN        NaN   \n",
       "\n",
       "   sloc_batch  sloc_c  sloc_c_code  sloc_c_comments  sloc_c_files  sloc_cabal  \\\n",
       "0         NaN     NaN          NaN              NaN           NaN         NaN   \n",
       "1         NaN     NaN          NaN              NaN           NaN         NaN   \n",
       "2         NaN     NaN          NaN              NaN           NaN         NaN   \n",
       "3         NaN     NaN          NaN              NaN           NaN         NaN   \n",
       "4         NaN     NaN          NaN              NaN           NaN         NaN   \n",
       "\n",
       "   sloc_cmake  sloc_coffeescript  sloc_coq  sloc_cpp  sloc_cpp_code  \\\n",
       "0         NaN                NaN       NaN       NaN            NaN   \n",
       "1         NaN                NaN       NaN       NaN            NaN   \n",
       "2         NaN                NaN       NaN       NaN            NaN   \n",
       "3         NaN                NaN       NaN       NaN            NaN   \n",
       "4         NaN                NaN       NaN       NaN            NaN   \n",
       "\n",
       "   sloc_cpp_comments  sloc_cpp_files  sloc_csharp  sloc_cshell  sloc_css  \\\n",
       "0                NaN             NaN          NaN          NaN       NaN   \n",
       "1                NaN             NaN          NaN          NaN    1411.0   \n",
       "2                NaN             NaN          NaN          NaN       NaN   \n",
       "3                NaN             NaN          NaN          NaN   13600.0   \n",
       "4                NaN             NaN          NaN          NaN       NaN   \n",
       "\n",
       "   sloc_d  sloc_dockerfile  sloc_dotnetresource  sloc_elisp  sloc_elixir  \\\n",
       "0     NaN             74.0                  NaN         NaN          NaN   \n",
       "1     NaN            243.0                  NaN         NaN          NaN   \n",
       "2     NaN              NaN                  NaN         NaN          NaN   \n",
       "3     NaN              NaN                  NaN         NaN          NaN   \n",
       "4     NaN              NaN                  NaN         NaN          NaN   \n",
       "\n",
       "   sloc_fish  sloc_forth  sloc_fortranlegacy  sloc_fortranmodern  sloc_glsl  \\\n",
       "0        NaN         NaN                 NaN                 NaN        NaN   \n",
       "1        NaN         NaN                 NaN                 NaN        NaN   \n",
       "2        NaN         NaN                 NaN                 NaN        NaN   \n",
       "3        NaN         NaN                 NaN                 NaN        NaN   \n",
       "4        NaN         NaN                 NaN                 NaN        NaN   \n",
       "\n",
       "   sloc_go  sloc_graphql  sloc_groovy  ...  sloc_haskell  sloc_hcl  sloc_html  \\\n",
       "0      NaN           NaN          NaN  ...           NaN       NaN      674.0   \n",
       "1      NaN           NaN          NaN  ...           NaN       NaN     9240.0   \n",
       "2      NaN           NaN          NaN  ...           NaN       NaN        NaN   \n",
       "3      NaN           NaN          NaN  ...           NaN       NaN      209.0   \n",
       "4      NaN           NaN          NaN  ...           NaN       NaN        NaN   \n",
       "\n",
       "   sloc_java  sloc_javascript  sloc_jsx  sloc_less  sloc_llvm  sloc_lua  \\\n",
       "0        NaN            168.0       NaN        NaN        NaN       NaN   \n",
       "1        NaN          10009.0       NaN        NaN        NaN       NaN   \n",
       "2        NaN              NaN       NaN        NaN        NaN       NaN   \n",
       "3        NaN          73373.0       NaN        NaN        NaN       NaN   \n",
       "4        NaN              NaN       NaN        NaN        NaN       NaN   \n",
       "\n",
       "   sloc_makefile  sloc_markdown  sloc_meson  sloc_moduledef  sloc_msbuild  \\\n",
       "0            NaN          314.0         NaN             NaN           NaN   \n",
       "1           92.0         2160.0         NaN             NaN           NaN   \n",
       "2            NaN            NaN         NaN             NaN           NaN   \n",
       "3            NaN         1658.0         NaN             NaN           NaN   \n",
       "4            NaN          310.0         NaN             NaN           NaN   \n",
       "\n",
       "   sloc_mustache  sloc_nix  sloc_objectivec  sloc_objectivecpp  sloc_org  \\\n",
       "0            NaN       NaN              NaN                NaN       NaN   \n",
       "1            NaN       NaN              NaN                NaN       NaN   \n",
       "2            NaN       NaN              NaN                NaN       NaN   \n",
       "3            NaN       NaN              NaN                NaN       NaN   \n",
       "4            NaN       NaN              NaN                NaN       NaN   \n",
       "\n",
       "   sloc_pascal  sloc_perl  sloc_php  sloc_prolog  sloc_protobuf  sloc_python  \\\n",
       "0          NaN        NaN       NaN          NaN            NaN       2690.0   \n",
       "1          NaN        NaN       NaN          NaN            NaN      92983.0   \n",
       "2          NaN        NaN       NaN          NaN            NaN       5767.0   \n",
       "3          NaN        NaN       NaN          NaN            NaN      63864.0   \n",
       "4          NaN        NaN       NaN          NaN            NaN      10993.0   \n",
       "\n",
       "   sloc_python_code  sloc_python_comments  sloc_python_files  sloc_qml  \\\n",
       "0            2031.0                 188.0               11.0       NaN   \n",
       "1           75579.0                7116.0              485.0       NaN   \n",
       "2            3774.0                 638.0               29.0       NaN   \n",
       "3           48382.0                4775.0              272.0       NaN   \n",
       "4            7519.0                 839.0               98.0       NaN   \n",
       "\n",
       "   sloc_r  sloc_rakefile  sloc_restructuredtext  sloc_rpmspecfile  sloc_ruby  \\\n",
       "0     NaN            NaN                    NaN               NaN        NaN   \n",
       "1     NaN            NaN                    NaN               NaN        NaN   \n",
       "2     NaN            NaN                    NaN               NaN        NaN   \n",
       "3     NaN            NaN                  295.0               NaN        NaN   \n",
       "4     NaN            NaN                    NaN               NaN        NaN   \n",
       "\n",
       "   sloc_rubyhtml  sloc_rust  sloc_sass  sloc_scala  sloc_scheme  sloc_scons  \\\n",
       "0            NaN        NaN        NaN         NaN          NaN         NaN   \n",
       "1            NaN        NaN        NaN         NaN          NaN         NaN   \n",
       "2            NaN        NaN        NaN         NaN          NaN         NaN   \n",
       "3            NaN        NaN        NaN         NaN          NaN         NaN   \n",
       "4            NaN        NaN        NaN         NaN          NaN         NaN   \n",
       "\n",
       "   sloc_sh  sloc_sql  sloc_srecode  sloc_swift  sloc_swig  sloc_systemverilog  \\\n",
       "0      NaN       NaN           NaN         NaN        NaN                 NaN   \n",
       "1    133.0     970.0           NaN         NaN        NaN                 NaN   \n",
       "2      NaN       NaN           NaN         NaN        NaN                 NaN   \n",
       "3      NaN       NaN           NaN         NaN        NaN                 NaN   \n",
       "4      NaN     208.0           NaN         NaN        NaN                 NaN   \n",
       "\n",
       "   sloc_tcl  sloc_tex  sloc_toml  sloc_typescript  sloc_vala  sloc_vb6  \\\n",
       "0       NaN       NaN        NaN              NaN        NaN       NaN   \n",
       "1       NaN       NaN        NaN              NaN        NaN       NaN   \n",
       "2       NaN       NaN        NaN              NaN        NaN       NaN   \n",
       "3       NaN       NaN        NaN              NaN        NaN       NaN   \n",
       "4       NaN       NaN        NaN              NaN        NaN       NaN   \n",
       "\n",
       "   sloc_vimscript  sloc_visualstudioproject  sloc_visualstudiosolution  \\\n",
       "0             NaN                       NaN                        NaN   \n",
       "1             NaN                       NaN                        NaN   \n",
       "2             NaN                       NaN                        NaN   \n",
       "3             NaN                       NaN                        NaN   \n",
       "4             NaN                       NaN                        NaN   \n",
       "\n",
       "   sloc_vue  sloc_xml  sloc_xsl  sloc_yaml  sloc_zsh  topic_primary  \\\n",
       "0       NaN     233.0       NaN        NaN       NaN       internet   \n",
       "1       NaN    7975.0       NaN      752.0       NaN       internet   \n",
       "2       NaN       NaN       NaN        NaN       NaN       internet   \n",
       "3       NaN       NaN     450.0       53.0       NaN       internet   \n",
       "4       NaN       NaN       NaN        NaN       NaN       internet   \n",
       "\n",
       "   topic_primary_fq topic_secondary topic_secondary_fq vcs_commit_count  \\\n",
       "0          internet    organization       organization            943.0   \n",
       "1          internet    organization       organization           3917.0   \n",
       "2          internet             NaN                NaN            511.0   \n",
       "3          internet             NaN                NaN           8741.0   \n",
       "4          internet             NaN                NaN           1588.0   \n",
       "\n",
       "  vcs_committer_count  vcs_committer_percent_dist_10  \\\n",
       "0                43.0                            1.0   \n",
       "1                49.0                            1.0   \n",
       "2                 3.0                            1.0   \n",
       "3                70.0                            1.0   \n",
       "4                11.0                            1.0   \n",
       "\n",
       "   vcs_committer_percent_dist_100  vcs_committer_percent_dist_20  \\\n",
       "0                            43.0                            1.0   \n",
       "1                            49.0                            1.0   \n",
       "2                             3.0                            1.0   \n",
       "3                            70.0                            1.0   \n",
       "4                            11.0                            1.0   \n",
       "\n",
       "   vcs_committer_percent_dist_30  vcs_committer_percent_dist_40  \\\n",
       "0                            1.0                            1.0   \n",
       "1                            2.0                            2.0   \n",
       "2                            1.0                            1.0   \n",
       "3                            2.0                            2.0   \n",
       "4                            1.0                            1.0   \n",
       "\n",
       "   vcs_committer_percent_dist_50  vcs_committer_percent_dist_60  \\\n",
       "0                            1.0                            1.0   \n",
       "1                            3.0                            4.0   \n",
       "2                            1.0                            1.0   \n",
       "3                            3.0                            3.0   \n",
       "4                            1.0                            2.0   \n",
       "\n",
       "   vcs_committer_percent_dist_70  vcs_committer_percent_dist_80  \\\n",
       "0                            1.0                            1.0   \n",
       "1                            5.0                            6.0   \n",
       "2                            1.0                            1.0   \n",
       "3                            4.0                            5.0   \n",
       "4                            2.0                            3.0   \n",
       "\n",
       "   vcs_committer_percent_dist_90  vcs_committer_percent_dist_95  \\\n",
       "0                            1.0                           10.0   \n",
       "1                            8.0                           13.0   \n",
       "2                            1.0                            1.0   \n",
       "3                            9.0                           11.0   \n",
       "4                            3.0                            4.0   \n",
       "\n",
       "   vcs_committer_percent_dist_99  vcs_committer_top_5_0  \\\n",
       "0                           34.0                 0.9046   \n",
       "1                           23.0                 0.2339   \n",
       "2                            1.0                 0.9961   \n",
       "3                           20.0                 0.2333   \n",
       "4                            6.0                 0.5088   \n",
       "\n",
       "   vcs_committer_top_5_1  vcs_committer_top_5_2  vcs_committer_top_5_3  \\\n",
       "0                 0.0085                 0.0053                 0.0053   \n",
       "1                 0.1698                 0.1557                 0.1021   \n",
       "2                 0.0020                 0.0020                    NaN   \n",
       "3                 0.2116                 0.1679                 0.1403   \n",
       "4                 0.2311                 0.1738                 0.0573   \n",
       "\n",
       "   vcs_committer_top_5_4  vcs_first_commit  vcs_latest_commit  \\\n",
       "0                 0.0053        2017-05-05         2019-10-01   \n",
       "1                 0.0968        2012-09-15         2019-08-22   \n",
       "2                    NaN        2010-03-19         2018-08-02   \n",
       "3                 0.0469        2006-11-28         2019-06-25   \n",
       "4                 0.0170        2018-02-05         2019-09-21   \n",
       "\n",
       "  vcs_minor_committer_counts_1 vcs_minor_committer_counts_2  \\\n",
       "0                         21.0                         31.0   \n",
       "1                         17.0                         24.0   \n",
       "2                          2.0                          2.0   \n",
       "3                         34.0                         42.0   \n",
       "4                          3.0                          5.0   \n",
       "\n",
       "   vcs_minor_committer_counts_3  vcs_minor_committer_counts_4  \\\n",
       "0                          34.0                          37.0   \n",
       "1                          27.0                          27.0   \n",
       "2                           2.0                           2.0   \n",
       "3                          44.0                          48.0   \n",
       "4                           5.0                           5.0   \n",
       "\n",
       "   vcs_minor_committer_counts_5  vcs_vcs_name  py23_compat age_commit  \n",
       "0                          41.0           git          py3      879.0  \n",
       "1                          29.0           git          py2     2532.0  \n",
       "2                           2.0           git         py23     3058.0  \n",
       "3                          49.0           git          py2     4592.0  \n",
       "4                           5.0           git          py3      593.0  \n",
       "\n",
       "[5 rows x 188 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apa_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def committer_50(x):\n",
    "    if x < 2.0:\n",
    "        return \"Yes\"\n",
    "    return \"No\"\n",
    "\n",
    "apa_df['vcs_committer_percent_dist_50'] = apa_df['vcs_committer_percent_dist_50'].apply(committer_50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pie = m_pieplot(\n",
    "    apa_df\n",
    "    .groupby('py23_compat')\n",
    "    .count()\n",
    "    .sort_values('py23_compat', ascending=False))\n",
    "\n",
    "#plt.title(\"Python Compatibility\", weight='bold', pad = 40, size=20)\n",
    "plt.ylabel(\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Compatibility')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "apa_df['vcs_first_commit'] =  pd.to_datetime(apa_df['vcs_first_commit'])\n",
    "pytime_df = apa_df.dropna(subset=['vcs_first_commit'])\n",
    "\n",
    "fig = plt.figure(figsize = (13, 8))\n",
    "sns.set(font_scale=1.5)\n",
    "sns.set_style(\"white\")\n",
    "ax = m_swarmplot(x=\"vcs_first_commit\", y=\"py23_compat\", data=pytime_df)\n",
    "plt.xlabel(\"Start Date\")\n",
    "plt.ylabel(\"Compatibility\")\n",
    "#plt.title(\"Start Date / Python Compatibility\", weight='bold', size=20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def py_3_compat(x):\n",
    "    if x >= 3.0:\n",
    "        return 'True'\n",
    "    return 'False'\n",
    "\n",
    "apa_df['py3_compat'] = apa_df['arch_compat_min_py3'].apply(py_3_compat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0, 'py 2'), Text(0, 0, 'py 3')]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (13, 8))\n",
    "sns.set(font_scale = 1.5)\n",
    "sns.set(style=\"white\")\n",
    "result = apa_df.groupby([\"py3_compat\"])['vcs_committer_count'].aggregate(np.median).reset_index().sort_values('vcs_committer_count')\n",
    "ax = sns.barplot(x='vcs_committer_count', y=\"py3_compat\", data=result, ci=None, palette=PALETTE)\n",
    "plt.xlabel(\"Committer Count\")\n",
    "plt.ylabel(\"Python 3 Compatibility\")\n",
    "#plt.title(\"Figure 14: Average GitHub Stars / Primary Topics\", weight = 'bold')\n",
    "ax.set_yticklabels(('py 2', 'py 3'))\n",
    "\n",
    "#fig.set_facecolor('#45AFDC00')\n",
    "#ax.set_facecolor('#00000000')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0, 'py 3'), Text(0, 0, 'py 2')]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (13, 8))\n",
    "sns.set(font_scale = 1.5)\n",
    "sns.set(style=\"white\")\n",
    "ax = sns.boxplot(x='vcs_committer_count', y=\"py3_compat\",data=apa_df, palette=PALETTE, showfliers=False)\n",
    "plt.xlabel(\"Committer Count\")\n",
    "plt.ylabel(\"Python 3 Compatibility\")\n",
    "ax.set_yticklabels(('py 3', 'py 2'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Hereditary License')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "timelicense_df = apa_df.dropna(subset=['license_hereditary'])\n",
    "timelicense_df = timelicense_df.dropna(subset=['vcs_first_commit'])\n",
    "timelicense_df['license_hereditary'] = timelicense_df['license_hereditary'].astype(str)\n",
    "\n",
    "fig = plt.figure(figsize = (13, 8))\n",
    "#plt.yticks(rotation=90)\n",
    "sns.set(font_scale=1.5)\n",
    "sns.set_style(\"white\")\n",
    "ax = m_swarmplot(x=\"vcs_first_commit\", y=\"license_hereditary\", data=timelicense_df)\n",
    "plt.xlabel(\"Start Date\")\n",
    "plt.ylabel(\"Hereditary License\")\n",
    "#plt.title(\"Start Date / Hereditary License\", weight='bold')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'License Group')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "licensetime_df = apa_df.dropna(subset=['license_license_group'])\n",
    "licensetime_df = licensetime_df.dropna(subset=['vcs_first_commit'])\n",
    "licensetime_df['license_license_group'] = licensetime_df['license_license_group'].astype(str)\n",
    "\n",
    "fig = plt.figure(figsize = (13, 8))\n",
    "#plt.yticks(rotation=90)\n",
    "sns.set(font_scale=1.5)\n",
    "sns.set_style(\"white\")\n",
    "ax = m_swarmplot(x=\"vcs_first_commit\", y=\"license_license_group\", data=licensetime_df)\n",
    "plt.xlabel(\"Start Date\")\n",
    "plt.ylabel(\"License Group\")\n",
    "#plt.title(\"Start Date / License Group\", weight='bold')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "common_license_df = licensetime_df.loc[~licensetime_df['license_license_group'].isin(['Unlicense', 'AFL', 'ISC', 'CDDL'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'License Group')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (13, 8))\n",
    "#plt.yticks(rotation=90)\n",
    "sns.set(font_scale=1.5)\n",
    "sns.set_style(\"white\")\n",
    "ax = m_swarmplot(x=\"vcs_first_commit\", y=\"license_license_group\", data=common_license_df, order=['MIT', 'BSD', 'Apache', 'MPL', 'GPL', 'AGPL', 'LGPL'])\n",
    "plt.xlabel(\"Start Date\")\n",
    "plt.ylabel(\"License Group\")\n",
    "#plt.title(\"Start Date / License Group\", weight='bold')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "#countlicense_df = apa_df.dropna(subset=['license_hereditary'])\n",
    "#countlicense_df['license_hereditary'] = countlicense_df['license_hereditary'].astype(str)\n",
    "\n",
    "#fig = plt.figure(figsize = (13, 8))\n",
    "#sns.set(font_scale = 1.5)\n",
    "#sns.set(style=\"white\")\n",
    "#ax = sns.boxplot(x='vcs_committer_count', y='license_hereditary',data=countlicense_df, \n",
    "#                 palette=PALETTE, showfliers=False)\n",
    "#plt.xlabel('Committer Count')\n",
    "#plt.ylabel('Hereditary Licenses')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "topic_primary_fq    object\n",
       "dtype: object"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apa_df.dtypes[['topic_primary_fq']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "license_df = apa_df.dropna(subset=['topic_primary_fq'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mayoubi/.local/lib/python3.6/site-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  after removing the cwd from sys.path.\n"
     ]
    }
   ],
   "source": [
    "def is_topic_dev(x):\n",
    "    return x.startswith('dev')\n",
    "\n",
    "license_df['is_dev'] = license_df['topic_primary_fq'].apply(is_topic_dev)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>arch_compat_min_py2</th>\n",
       "      <th>arch_compat_min_py3</th>\n",
       "      <th>arch_dep_concurrency</th>\n",
       "      <th>arch_dep_gui_framework</th>\n",
       "      <th>arch_dep_server_framework</th>\n",
       "      <th>arch_pkg_container</th>\n",
       "      <th>arch_pkg_freezer</th>\n",
       "      <th>arch_type</th>\n",
       "      <th>gh_forks</th>\n",
       "      <th>gh_has_wiki</th>\n",
       "      <th>gh_license</th>\n",
       "      <th>gh_open_issues</th>\n",
       "      <th>gh_size</th>\n",
       "      <th>gh_stars</th>\n",
       "      <th>gh_watchers</th>\n",
       "      <th>license_hereditary</th>\n",
       "      <th>license_license</th>\n",
       "      <th>license_license_group</th>\n",
       "      <th>sloc_ratio_other</th>\n",
       "      <th>sloc_ratio_autoconf</th>\n",
       "      <th>sloc_ratio_c</th>\n",
       "      <th>sloc_ratio_coffeescript</th>\n",
       "      <th>sloc_ratio_coq</th>\n",
       "      <th>sloc_ratio_cpp</th>\n",
       "      <th>sloc_ratio_css</th>\n",
       "      <th>sloc_ratio_dockerfile</th>\n",
       "      <th>sloc_ratio_go</th>\n",
       "      <th>sloc_ratio_haskell</th>\n",
       "      <th>sloc_ratio_html</th>\n",
       "      <th>sloc_ratio_java</th>\n",
       "      <th>sloc_ratio_javascript</th>\n",
       "      <th>sloc_ratio_jsx</th>\n",
       "      <th>sloc_ratio_less</th>\n",
       "      <th>sloc_ratio_lua</th>\n",
       "      <th>sloc_ratio_markdown</th>\n",
       "      <th>sloc_ratio_meson</th>\n",
       "      <th>sloc_ratio_objectivec</th>\n",
       "      <th>sloc_ratio_python</th>\n",
       "      <th>sloc_ratio_qml</th>\n",
       "      <th>sloc_ratio_restructuredtext</th>\n",
       "      <th>sloc_ratio_rust</th>\n",
       "      <th>sloc_ratio_sass</th>\n",
       "      <th>sloc_ratio_sh</th>\n",
       "      <th>sloc_ratio_sql</th>\n",
       "      <th>sloc_ratio_systemverilog</th>\n",
       "      <th>sloc_ratio_tex</th>\n",
       "      <th>sloc_ratio_typescript</th>\n",
       "      <th>sloc_ratio_vue</th>\n",
       "      <th>sloc_ratio_xml</th>\n",
       "      <th>sloc_ratio_xsl</th>\n",
       "      <th>sloc_ratio_yaml</th>\n",
       "      <th>sloc_total_blanks</th>\n",
       "      <th>sloc_total_code</th>\n",
       "      <th>sloc_total_comments</th>\n",
       "      <th>sloc_total_dirs</th>\n",
       "      <th>sloc_total_files</th>\n",
       "      <th>sloc_total_lines</th>\n",
       "      <th>sloc_actionscript</th>\n",
       "      <th>sloc_asp</th>\n",
       "      <th>sloc_assembly</th>\n",
       "      <th>sloc_autoconf</th>\n",
       "      <th>sloc_automake</th>\n",
       "      <th>sloc_bash</th>\n",
       "      <th>sloc_batch</th>\n",
       "      <th>sloc_c</th>\n",
       "      <th>sloc_c_code</th>\n",
       "      <th>sloc_c_comments</th>\n",
       "      <th>sloc_c_files</th>\n",
       "      <th>sloc_cabal</th>\n",
       "      <th>sloc_cmake</th>\n",
       "      <th>sloc_coffeescript</th>\n",
       "      <th>sloc_coq</th>\n",
       "      <th>sloc_cpp</th>\n",
       "      <th>sloc_cpp_code</th>\n",
       "      <th>sloc_cpp_comments</th>\n",
       "      <th>sloc_cpp_files</th>\n",
       "      <th>sloc_csharp</th>\n",
       "      <th>sloc_cshell</th>\n",
       "      <th>sloc_css</th>\n",
       "      <th>sloc_d</th>\n",
       "      <th>sloc_dockerfile</th>\n",
       "      <th>sloc_dotnetresource</th>\n",
       "      <th>sloc_elisp</th>\n",
       "      <th>sloc_elixir</th>\n",
       "      <th>sloc_fish</th>\n",
       "      <th>sloc_forth</th>\n",
       "      <th>sloc_fortranlegacy</th>\n",
       "      <th>sloc_fortranmodern</th>\n",
       "      <th>sloc_glsl</th>\n",
       "      <th>sloc_go</th>\n",
       "      <th>sloc_graphql</th>\n",
       "      <th>sloc_groovy</th>\n",
       "      <th>...</th>\n",
       "      <th>sloc_html</th>\n",
       "      <th>sloc_java</th>\n",
       "      <th>sloc_javascript</th>\n",
       "      <th>sloc_jsx</th>\n",
       "      <th>sloc_less</th>\n",
       "      <th>sloc_llvm</th>\n",
       "      <th>sloc_lua</th>\n",
       "      <th>sloc_makefile</th>\n",
       "      <th>sloc_markdown</th>\n",
       "      <th>sloc_meson</th>\n",
       "      <th>sloc_moduledef</th>\n",
       "      <th>sloc_msbuild</th>\n",
       "      <th>sloc_mustache</th>\n",
       "      <th>sloc_nix</th>\n",
       "      <th>sloc_objectivec</th>\n",
       "      <th>sloc_objectivecpp</th>\n",
       "      <th>sloc_org</th>\n",
       "      <th>sloc_pascal</th>\n",
       "      <th>sloc_perl</th>\n",
       "      <th>sloc_php</th>\n",
       "      <th>sloc_prolog</th>\n",
       "      <th>sloc_protobuf</th>\n",
       "      <th>sloc_python</th>\n",
       "      <th>sloc_python_code</th>\n",
       "      <th>sloc_python_comments</th>\n",
       "      <th>sloc_python_files</th>\n",
       "      <th>sloc_qml</th>\n",
       "      <th>sloc_r</th>\n",
       "      <th>sloc_rakefile</th>\n",
       "      <th>sloc_restructuredtext</th>\n",
       "      <th>sloc_rpmspecfile</th>\n",
       "      <th>sloc_ruby</th>\n",
       "      <th>sloc_rubyhtml</th>\n",
       "      <th>sloc_rust</th>\n",
       "      <th>sloc_sass</th>\n",
       "      <th>sloc_scala</th>\n",
       "      <th>sloc_scheme</th>\n",
       "      <th>sloc_scons</th>\n",
       "      <th>sloc_sh</th>\n",
       "      <th>sloc_sql</th>\n",
       "      <th>sloc_srecode</th>\n",
       "      <th>sloc_swift</th>\n",
       "      <th>sloc_swig</th>\n",
       "      <th>sloc_systemverilog</th>\n",
       "      <th>sloc_tcl</th>\n",
       "      <th>sloc_tex</th>\n",
       "      <th>sloc_toml</th>\n",
       "      <th>sloc_typescript</th>\n",
       "      <th>sloc_vala</th>\n",
       "      <th>sloc_vb6</th>\n",
       "      <th>sloc_vimscript</th>\n",
       "      <th>sloc_visualstudioproject</th>\n",
       "      <th>sloc_visualstudiosolution</th>\n",
       "      <th>sloc_vue</th>\n",
       "      <th>sloc_xml</th>\n",
       "      <th>sloc_xsl</th>\n",
       "      <th>sloc_yaml</th>\n",
       "      <th>sloc_zsh</th>\n",
       "      <th>topic_primary</th>\n",
       "      <th>topic_primary_fq</th>\n",
       "      <th>topic_secondary</th>\n",
       "      <th>topic_secondary_fq</th>\n",
       "      <th>vcs_commit_count</th>\n",
       "      <th>vcs_committer_count</th>\n",
       "      <th>vcs_committer_percent_dist_10</th>\n",
       "      <th>vcs_committer_percent_dist_100</th>\n",
       "      <th>vcs_committer_percent_dist_20</th>\n",
       "      <th>vcs_committer_percent_dist_30</th>\n",
       "      <th>vcs_committer_percent_dist_40</th>\n",
       "      <th>vcs_committer_percent_dist_50</th>\n",
       "      <th>vcs_committer_percent_dist_60</th>\n",
       "      <th>vcs_committer_percent_dist_70</th>\n",
       "      <th>vcs_committer_percent_dist_80</th>\n",
       "      <th>vcs_committer_percent_dist_90</th>\n",
       "      <th>vcs_committer_percent_dist_95</th>\n",
       "      <th>vcs_committer_percent_dist_99</th>\n",
       "      <th>vcs_committer_top_5_0</th>\n",
       "      <th>vcs_committer_top_5_1</th>\n",
       "      <th>vcs_committer_top_5_2</th>\n",
       "      <th>vcs_committer_top_5_3</th>\n",
       "      <th>vcs_committer_top_5_4</th>\n",
       "      <th>vcs_first_commit</th>\n",
       "      <th>vcs_latest_commit</th>\n",
       "      <th>vcs_minor_committer_counts_1</th>\n",
       "      <th>vcs_minor_committer_counts_2</th>\n",
       "      <th>vcs_minor_committer_counts_3</th>\n",
       "      <th>vcs_minor_committer_counts_4</th>\n",
       "      <th>vcs_minor_committer_counts_5</th>\n",
       "      <th>vcs_vcs_name</th>\n",
       "      <th>py23_compat</th>\n",
       "      <th>age_commit</th>\n",
       "      <th>py3_compat</th>\n",
       "      <th>is_dev</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>archivebox</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>docker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>desktop</td>\n",
       "      <td>306.0</td>\n",
       "      <td>True</td>\n",
       "      <td>MIT License</td>\n",
       "      <td>64.0</td>\n",
       "      <td>3841.0</td>\n",
       "      <td>5450.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>False</td>\n",
       "      <td>MIT</td>\n",
       "      <td>MIT</td>\n",
       "      <td>0.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.64</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>512.0</td>\n",
       "      <td>3458.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>4203.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>674.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>314.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2690.0</td>\n",
       "      <td>2031.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>233.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>organization</td>\n",
       "      <td>organization</td>\n",
       "      <td>943.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.9046</td>\n",
       "      <td>0.0085</td>\n",
       "      <td>0.0053</td>\n",
       "      <td>0.0053</td>\n",
       "      <td>0.0053</td>\n",
       "      <td>2017-05-05</td>\n",
       "      <td>2019-10-01</td>\n",
       "      <td>21.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>git</td>\n",
       "      <td>py3</td>\n",
       "      <td>879.0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>archivematica</td>\n",
       "      <td>2.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>django</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>server</td>\n",
       "      <td>69.0</td>\n",
       "      <td>False</td>\n",
       "      <td>Other</td>\n",
       "      <td>100.0</td>\n",
       "      <td>36631.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>True</td>\n",
       "      <td>AGPL</td>\n",
       "      <td>AGPL</td>\n",
       "      <td>0.69</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13746.0</td>\n",
       "      <td>277514.0</td>\n",
       "      <td>8613.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>1128.0</td>\n",
       "      <td>299873.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>119.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1411.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>243.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>9240.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10009.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.0</td>\n",
       "      <td>2160.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92983.0</td>\n",
       "      <td>75579.0</td>\n",
       "      <td>7116.0</td>\n",
       "      <td>485.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>133.0</td>\n",
       "      <td>970.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7975.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>752.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>organization</td>\n",
       "      <td>organization</td>\n",
       "      <td>3917.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.2339</td>\n",
       "      <td>0.1698</td>\n",
       "      <td>0.1557</td>\n",
       "      <td>0.1021</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>2012-09-15</td>\n",
       "      <td>2019-08-22</td>\n",
       "      <td>17.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>git</td>\n",
       "      <td>py2</td>\n",
       "      <td>2532.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>canto</td>\n",
       "      <td>2.7</td>\n",
       "      <td>3.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>desktop</td>\n",
       "      <td>8.0</td>\n",
       "      <td>True</td>\n",
       "      <td>GNU General Public License v2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>768.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>True</td>\n",
       "      <td>GPL v2</td>\n",
       "      <td>GPL</td>\n",
       "      <td>0.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1355.0</td>\n",
       "      <td>3822.0</td>\n",
       "      <td>638.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>5815.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5767.0</td>\n",
       "      <td>3774.0</td>\n",
       "      <td>638.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>511.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9961</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2010-03-19</td>\n",
       "      <td>2018-08-02</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>git</td>\n",
       "      <td>py23</td>\n",
       "      <td>3058.0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>deluge</td>\n",
       "      <td>2.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>twisted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>zope</td>\n",
       "      <td>NaN</td>\n",
       "      <td>py2app</td>\n",
       "      <td>server</td>\n",
       "      <td>198.0</td>\n",
       "      <td>False</td>\n",
       "      <td>Other</td>\n",
       "      <td>18.0</td>\n",
       "      <td>61758.0</td>\n",
       "      <td>730.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Other</td>\n",
       "      <td>Other</td>\n",
       "      <td>0.14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27448.0</td>\n",
       "      <td>124420.0</td>\n",
       "      <td>8151.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>2054.0</td>\n",
       "      <td>160019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>141.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13600.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>209.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73373.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1658.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63864.0</td>\n",
       "      <td>48382.0</td>\n",
       "      <td>4775.0</td>\n",
       "      <td>272.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>295.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>450.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8741.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.2333</td>\n",
       "      <td>0.2116</td>\n",
       "      <td>0.1679</td>\n",
       "      <td>0.1403</td>\n",
       "      <td>0.0469</td>\n",
       "      <td>2006-11-28</td>\n",
       "      <td>2019-06-25</td>\n",
       "      <td>34.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>git</td>\n",
       "      <td>py2</td>\n",
       "      <td>4592.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>elixire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.6</td>\n",
       "      <td>asyncio</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>docker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>server</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>AGPL</td>\n",
       "      <td>AGPL</td>\n",
       "      <td>0.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2689.0</td>\n",
       "      <td>8070.0</td>\n",
       "      <td>883.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>11642.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>310.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10993.0</td>\n",
       "      <td>7519.0</td>\n",
       "      <td>839.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>208.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1588.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.5088</td>\n",
       "      <td>0.2311</td>\n",
       "      <td>0.1738</td>\n",
       "      <td>0.0573</td>\n",
       "      <td>0.0170</td>\n",
       "      <td>2018-02-05</td>\n",
       "      <td>2019-09-21</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>git</td>\n",
       "      <td>py3</td>\n",
       "      <td>593.0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 190 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            name  arch_compat_min_py2  arch_compat_min_py3  \\\n",
       "0     archivebox                  NaN                  3.5   \n",
       "1  archivematica                  2.7                  NaN   \n",
       "2          canto                  2.7                  3.1   \n",
       "3         deluge                  2.7                  NaN   \n",
       "4        elixire                  NaN                  3.6   \n",
       "\n",
       "  arch_dep_concurrency arch_dep_gui_framework arch_dep_server_framework  \\\n",
       "0                  NaN                    NaN                       NaN   \n",
       "1                  NaN                    NaN                    django   \n",
       "2                  NaN                    NaN                       NaN   \n",
       "3              twisted                    NaN                      zope   \n",
       "4              asyncio                    NaN                       NaN   \n",
       "\n",
       "  arch_pkg_container arch_pkg_freezer arch_type  gh_forks gh_has_wiki  \\\n",
       "0             docker              NaN   desktop     306.0        True   \n",
       "1                NaN              NaN    server      69.0       False   \n",
       "2                NaN              NaN   desktop       8.0        True   \n",
       "3                NaN           py2app    server     198.0       False   \n",
       "4             docker              NaN    server       NaN         NaN   \n",
       "\n",
       "                        gh_license  gh_open_issues  gh_size  gh_stars  \\\n",
       "0                      MIT License            64.0   3841.0    5450.0   \n",
       "1                            Other           100.0  36631.0     179.0   \n",
       "2  GNU General Public License v2.0             6.0    768.0     128.0   \n",
       "3                            Other            18.0  61758.0     730.0   \n",
       "4                              NaN             NaN      NaN       NaN   \n",
       "\n",
       "   gh_watchers license_hereditary license_license license_license_group  \\\n",
       "0        106.0              False             MIT                   MIT   \n",
       "1         39.0               True            AGPL                  AGPL   \n",
       "2          6.0               True          GPL v2                   GPL   \n",
       "3         72.0                NaN           Other                 Other   \n",
       "4          NaN               True            AGPL                  AGPL   \n",
       "\n",
       "   sloc_ratio_other  sloc_ratio_autoconf  sloc_ratio_c  \\\n",
       "0              0.20                  NaN           NaN   \n",
       "1              0.69                  NaN           NaN   \n",
       "2              0.01                  NaN           NaN   \n",
       "3              0.14                  NaN           NaN   \n",
       "4              0.06                  NaN           NaN   \n",
       "\n",
       "   sloc_ratio_coffeescript  sloc_ratio_coq  sloc_ratio_cpp  sloc_ratio_css  \\\n",
       "0                      NaN             NaN             NaN             NaN   \n",
       "1                      NaN             NaN             NaN             NaN   \n",
       "2                      NaN             NaN             NaN             NaN   \n",
       "3                      NaN             NaN             NaN             NaN   \n",
       "4                      NaN             NaN             NaN             NaN   \n",
       "\n",
       "   sloc_ratio_dockerfile  sloc_ratio_go  sloc_ratio_haskell  sloc_ratio_html  \\\n",
       "0                    NaN            NaN                 NaN             0.16   \n",
       "1                    NaN            NaN                 NaN              NaN   \n",
       "2                    NaN            NaN                 NaN              NaN   \n",
       "3                    NaN            NaN                 NaN              NaN   \n",
       "4                    NaN            NaN                 NaN              NaN   \n",
       "\n",
       "   sloc_ratio_java  sloc_ratio_javascript  sloc_ratio_jsx  sloc_ratio_less  \\\n",
       "0              NaN                    NaN             NaN              NaN   \n",
       "1              NaN                    NaN             NaN              NaN   \n",
       "2              NaN                    NaN             NaN              NaN   \n",
       "3              NaN                   0.46             NaN              NaN   \n",
       "4              NaN                    NaN             NaN              NaN   \n",
       "\n",
       "   sloc_ratio_lua  sloc_ratio_markdown  sloc_ratio_meson  \\\n",
       "0             NaN                  NaN               NaN   \n",
       "1             NaN                  NaN               NaN   \n",
       "2             NaN                  NaN               NaN   \n",
       "3             NaN                  NaN               NaN   \n",
       "4             NaN                  NaN               NaN   \n",
       "\n",
       "   sloc_ratio_objectivec  sloc_ratio_python  sloc_ratio_qml  \\\n",
       "0                    NaN               0.64             NaN   \n",
       "1                    NaN               0.31             NaN   \n",
       "2                    NaN               0.99             NaN   \n",
       "3                    NaN               0.40             NaN   \n",
       "4                    NaN               0.94             NaN   \n",
       "\n",
       "   sloc_ratio_restructuredtext  sloc_ratio_rust  sloc_ratio_sass  \\\n",
       "0                          NaN              NaN              NaN   \n",
       "1                          NaN              NaN              NaN   \n",
       "2                          NaN              NaN              NaN   \n",
       "3                          NaN              NaN              NaN   \n",
       "4                          NaN              NaN              NaN   \n",
       "\n",
       "   sloc_ratio_sh  sloc_ratio_sql  sloc_ratio_systemverilog  sloc_ratio_tex  \\\n",
       "0            NaN             NaN                       NaN             NaN   \n",
       "1            NaN             NaN                       NaN             NaN   \n",
       "2            NaN             NaN                       NaN             NaN   \n",
       "3            NaN             NaN                       NaN             NaN   \n",
       "4            NaN             NaN                       NaN             NaN   \n",
       "\n",
       "   sloc_ratio_typescript  sloc_ratio_vue  sloc_ratio_xml  sloc_ratio_xsl  \\\n",
       "0                    NaN             NaN             NaN             NaN   \n",
       "1                    NaN             NaN             NaN             NaN   \n",
       "2                    NaN             NaN             NaN             NaN   \n",
       "3                    NaN             NaN             NaN             NaN   \n",
       "4                    NaN             NaN             NaN             NaN   \n",
       "\n",
       "   sloc_ratio_yaml  sloc_total_blanks  sloc_total_code  sloc_total_comments  \\\n",
       "0              NaN              512.0           3458.0                233.0   \n",
       "1              NaN            13746.0         277514.0               8613.0   \n",
       "2              NaN             1355.0           3822.0                638.0   \n",
       "3              NaN            27448.0         124420.0               8151.0   \n",
       "4              NaN             2689.0           8070.0                883.0   \n",
       "\n",
       "   sloc_total_dirs  sloc_total_files  sloc_total_lines  sloc_actionscript  \\\n",
       "0             87.0             156.0            4203.0                NaN   \n",
       "1            245.0            1128.0          299873.0                NaN   \n",
       "2             23.0              61.0            5815.0                NaN   \n",
       "3            238.0            2054.0          160019.0                NaN   \n",
       "4             42.0             157.0           11642.0                NaN   \n",
       "\n",
       "   sloc_asp  sloc_assembly  sloc_autoconf  sloc_automake  sloc_bash  \\\n",
       "0       NaN            NaN            NaN            NaN        NaN   \n",
       "1       NaN            NaN          119.0            NaN        NaN   \n",
       "2       NaN            NaN            NaN            NaN        NaN   \n",
       "3       NaN            NaN          141.0            NaN        NaN   \n",
       "4       NaN            NaN            NaN            NaN        NaN   \n",
       "\n",
       "   sloc_batch  sloc_c  sloc_c_code  sloc_c_comments  sloc_c_files  sloc_cabal  \\\n",
       "0         NaN     NaN          NaN              NaN           NaN         NaN   \n",
       "1         NaN     NaN          NaN              NaN           NaN         NaN   \n",
       "2         NaN     NaN          NaN              NaN           NaN         NaN   \n",
       "3         NaN     NaN          NaN              NaN           NaN         NaN   \n",
       "4         NaN     NaN          NaN              NaN           NaN         NaN   \n",
       "\n",
       "   sloc_cmake  sloc_coffeescript  sloc_coq  sloc_cpp  sloc_cpp_code  \\\n",
       "0         NaN                NaN       NaN       NaN            NaN   \n",
       "1         NaN                NaN       NaN       NaN            NaN   \n",
       "2         NaN                NaN       NaN       NaN            NaN   \n",
       "3         NaN                NaN       NaN       NaN            NaN   \n",
       "4         NaN                NaN       NaN       NaN            NaN   \n",
       "\n",
       "   sloc_cpp_comments  sloc_cpp_files  sloc_csharp  sloc_cshell  sloc_css  \\\n",
       "0                NaN             NaN          NaN          NaN       NaN   \n",
       "1                NaN             NaN          NaN          NaN    1411.0   \n",
       "2                NaN             NaN          NaN          NaN       NaN   \n",
       "3                NaN             NaN          NaN          NaN   13600.0   \n",
       "4                NaN             NaN          NaN          NaN       NaN   \n",
       "\n",
       "   sloc_d  sloc_dockerfile  sloc_dotnetresource  sloc_elisp  sloc_elixir  \\\n",
       "0     NaN             74.0                  NaN         NaN          NaN   \n",
       "1     NaN            243.0                  NaN         NaN          NaN   \n",
       "2     NaN              NaN                  NaN         NaN          NaN   \n",
       "3     NaN              NaN                  NaN         NaN          NaN   \n",
       "4     NaN              NaN                  NaN         NaN          NaN   \n",
       "\n",
       "   sloc_fish  sloc_forth  sloc_fortranlegacy  sloc_fortranmodern  sloc_glsl  \\\n",
       "0        NaN         NaN                 NaN                 NaN        NaN   \n",
       "1        NaN         NaN                 NaN                 NaN        NaN   \n",
       "2        NaN         NaN                 NaN                 NaN        NaN   \n",
       "3        NaN         NaN                 NaN                 NaN        NaN   \n",
       "4        NaN         NaN                 NaN                 NaN        NaN   \n",
       "\n",
       "   sloc_go  sloc_graphql  sloc_groovy  ...  sloc_html  sloc_java  \\\n",
       "0      NaN           NaN          NaN  ...      674.0        NaN   \n",
       "1      NaN           NaN          NaN  ...     9240.0        NaN   \n",
       "2      NaN           NaN          NaN  ...        NaN        NaN   \n",
       "3      NaN           NaN          NaN  ...      209.0        NaN   \n",
       "4      NaN           NaN          NaN  ...        NaN        NaN   \n",
       "\n",
       "   sloc_javascript  sloc_jsx  sloc_less  sloc_llvm  sloc_lua  sloc_makefile  \\\n",
       "0            168.0       NaN        NaN        NaN       NaN            NaN   \n",
       "1          10009.0       NaN        NaN        NaN       NaN           92.0   \n",
       "2              NaN       NaN        NaN        NaN       NaN            NaN   \n",
       "3          73373.0       NaN        NaN        NaN       NaN            NaN   \n",
       "4              NaN       NaN        NaN        NaN       NaN            NaN   \n",
       "\n",
       "   sloc_markdown  sloc_meson  sloc_moduledef  sloc_msbuild  sloc_mustache  \\\n",
       "0          314.0         NaN             NaN           NaN            NaN   \n",
       "1         2160.0         NaN             NaN           NaN            NaN   \n",
       "2            NaN         NaN             NaN           NaN            NaN   \n",
       "3         1658.0         NaN             NaN           NaN            NaN   \n",
       "4          310.0         NaN             NaN           NaN            NaN   \n",
       "\n",
       "   sloc_nix  sloc_objectivec  sloc_objectivecpp  sloc_org  sloc_pascal  \\\n",
       "0       NaN              NaN                NaN       NaN          NaN   \n",
       "1       NaN              NaN                NaN       NaN          NaN   \n",
       "2       NaN              NaN                NaN       NaN          NaN   \n",
       "3       NaN              NaN                NaN       NaN          NaN   \n",
       "4       NaN              NaN                NaN       NaN          NaN   \n",
       "\n",
       "   sloc_perl  sloc_php  sloc_prolog  sloc_protobuf  sloc_python  \\\n",
       "0        NaN       NaN          NaN            NaN       2690.0   \n",
       "1        NaN       NaN          NaN            NaN      92983.0   \n",
       "2        NaN       NaN          NaN            NaN       5767.0   \n",
       "3        NaN       NaN          NaN            NaN      63864.0   \n",
       "4        NaN       NaN          NaN            NaN      10993.0   \n",
       "\n",
       "   sloc_python_code  sloc_python_comments  sloc_python_files  sloc_qml  \\\n",
       "0            2031.0                 188.0               11.0       NaN   \n",
       "1           75579.0                7116.0              485.0       NaN   \n",
       "2            3774.0                 638.0               29.0       NaN   \n",
       "3           48382.0                4775.0              272.0       NaN   \n",
       "4            7519.0                 839.0               98.0       NaN   \n",
       "\n",
       "   sloc_r  sloc_rakefile  sloc_restructuredtext  sloc_rpmspecfile  sloc_ruby  \\\n",
       "0     NaN            NaN                    NaN               NaN        NaN   \n",
       "1     NaN            NaN                    NaN               NaN        NaN   \n",
       "2     NaN            NaN                    NaN               NaN        NaN   \n",
       "3     NaN            NaN                  295.0               NaN        NaN   \n",
       "4     NaN            NaN                    NaN               NaN        NaN   \n",
       "\n",
       "   sloc_rubyhtml  sloc_rust  sloc_sass  sloc_scala  sloc_scheme  sloc_scons  \\\n",
       "0            NaN        NaN        NaN         NaN          NaN         NaN   \n",
       "1            NaN        NaN        NaN         NaN          NaN         NaN   \n",
       "2            NaN        NaN        NaN         NaN          NaN         NaN   \n",
       "3            NaN        NaN        NaN         NaN          NaN         NaN   \n",
       "4            NaN        NaN        NaN         NaN          NaN         NaN   \n",
       "\n",
       "   sloc_sh  sloc_sql  sloc_srecode  sloc_swift  sloc_swig  sloc_systemverilog  \\\n",
       "0      NaN       NaN           NaN         NaN        NaN                 NaN   \n",
       "1    133.0     970.0           NaN         NaN        NaN                 NaN   \n",
       "2      NaN       NaN           NaN         NaN        NaN                 NaN   \n",
       "3      NaN       NaN           NaN         NaN        NaN                 NaN   \n",
       "4      NaN     208.0           NaN         NaN        NaN                 NaN   \n",
       "\n",
       "   sloc_tcl  sloc_tex  sloc_toml  sloc_typescript  sloc_vala  sloc_vb6  \\\n",
       "0       NaN       NaN        NaN              NaN        NaN       NaN   \n",
       "1       NaN       NaN        NaN              NaN        NaN       NaN   \n",
       "2       NaN       NaN        NaN              NaN        NaN       NaN   \n",
       "3       NaN       NaN        NaN              NaN        NaN       NaN   \n",
       "4       NaN       NaN        NaN              NaN        NaN       NaN   \n",
       "\n",
       "   sloc_vimscript  sloc_visualstudioproject  sloc_visualstudiosolution  \\\n",
       "0             NaN                       NaN                        NaN   \n",
       "1             NaN                       NaN                        NaN   \n",
       "2             NaN                       NaN                        NaN   \n",
       "3             NaN                       NaN                        NaN   \n",
       "4             NaN                       NaN                        NaN   \n",
       "\n",
       "   sloc_vue  sloc_xml  sloc_xsl  sloc_yaml  sloc_zsh  topic_primary  \\\n",
       "0       NaN     233.0       NaN        NaN       NaN       internet   \n",
       "1       NaN    7975.0       NaN      752.0       NaN       internet   \n",
       "2       NaN       NaN       NaN        NaN       NaN       internet   \n",
       "3       NaN       NaN     450.0       53.0       NaN       internet   \n",
       "4       NaN       NaN       NaN        NaN       NaN       internet   \n",
       "\n",
       "   topic_primary_fq  topic_secondary  topic_secondary_fq vcs_commit_count  \\\n",
       "0          internet     organization        organization            943.0   \n",
       "1          internet     organization        organization           3917.0   \n",
       "2          internet              NaN                 NaN            511.0   \n",
       "3          internet              NaN                 NaN           8741.0   \n",
       "4          internet              NaN                 NaN           1588.0   \n",
       "\n",
       "  vcs_committer_count vcs_committer_percent_dist_10  \\\n",
       "0                43.0                           1.0   \n",
       "1                49.0                           1.0   \n",
       "2                 3.0                           1.0   \n",
       "3                70.0                           1.0   \n",
       "4                11.0                           1.0   \n",
       "\n",
       "  vcs_committer_percent_dist_100  vcs_committer_percent_dist_20  \\\n",
       "0                           43.0                            1.0   \n",
       "1                           49.0                            1.0   \n",
       "2                            3.0                            1.0   \n",
       "3                           70.0                            1.0   \n",
       "4                           11.0                            1.0   \n",
       "\n",
       "   vcs_committer_percent_dist_30  vcs_committer_percent_dist_40  \\\n",
       "0                            1.0                            1.0   \n",
       "1                            2.0                            2.0   \n",
       "2                            1.0                            1.0   \n",
       "3                            2.0                            2.0   \n",
       "4                            1.0                            1.0   \n",
       "\n",
       "   vcs_committer_percent_dist_50  vcs_committer_percent_dist_60  \\\n",
       "0                            Yes                            1.0   \n",
       "1                             No                            4.0   \n",
       "2                            Yes                            1.0   \n",
       "3                             No                            3.0   \n",
       "4                            Yes                            2.0   \n",
       "\n",
       "   vcs_committer_percent_dist_70  vcs_committer_percent_dist_80  \\\n",
       "0                            1.0                            1.0   \n",
       "1                            5.0                            6.0   \n",
       "2                            1.0                            1.0   \n",
       "3                            4.0                            5.0   \n",
       "4                            2.0                            3.0   \n",
       "\n",
       "  vcs_committer_percent_dist_90  vcs_committer_percent_dist_95  \\\n",
       "0                           1.0                           10.0   \n",
       "1                           8.0                           13.0   \n",
       "2                           1.0                            1.0   \n",
       "3                           9.0                           11.0   \n",
       "4                           3.0                            4.0   \n",
       "\n",
       "   vcs_committer_percent_dist_99  vcs_committer_top_5_0  \\\n",
       "0                           34.0                 0.9046   \n",
       "1                           23.0                 0.2339   \n",
       "2                            1.0                 0.9961   \n",
       "3                           20.0                 0.2333   \n",
       "4                            6.0                 0.5088   \n",
       "\n",
       "   vcs_committer_top_5_1  vcs_committer_top_5_2  vcs_committer_top_5_3  \\\n",
       "0                 0.0085                 0.0053                 0.0053   \n",
       "1                 0.1698                 0.1557                 0.1021   \n",
       "2                 0.0020                 0.0020                    NaN   \n",
       "3                 0.2116                 0.1679                 0.1403   \n",
       "4                 0.2311                 0.1738                 0.0573   \n",
       "\n",
       "   vcs_committer_top_5_4  vcs_first_commit  vcs_latest_commit  \\\n",
       "0                 0.0053        2017-05-05         2019-10-01   \n",
       "1                 0.0968        2012-09-15         2019-08-22   \n",
       "2                    NaN        2010-03-19         2018-08-02   \n",
       "3                 0.0469        2006-11-28         2019-06-25   \n",
       "4                 0.0170        2018-02-05         2019-09-21   \n",
       "\n",
       "   vcs_minor_committer_counts_1  vcs_minor_committer_counts_2  \\\n",
       "0                          21.0                          31.0   \n",
       "1                          17.0                          24.0   \n",
       "2                           2.0                           2.0   \n",
       "3                          34.0                          42.0   \n",
       "4                           3.0                           5.0   \n",
       "\n",
       "  vcs_minor_committer_counts_3 vcs_minor_committer_counts_4  \\\n",
       "0                         34.0                         37.0   \n",
       "1                         27.0                         27.0   \n",
       "2                          2.0                          2.0   \n",
       "3                         44.0                         48.0   \n",
       "4                          5.0                          5.0   \n",
       "\n",
       "   vcs_minor_committer_counts_5  vcs_vcs_name  py23_compat  age_commit  \\\n",
       "0                          41.0           git          py3       879.0   \n",
       "1                          29.0           git          py2      2532.0   \n",
       "2                           2.0           git         py23      3058.0   \n",
       "3                          49.0           git          py2      4592.0   \n",
       "4                           5.0           git          py3       593.0   \n",
       "\n",
       "   py3_compat is_dev  \n",
       "0        True  False  \n",
       "1       False  False  \n",
       "2        True  False  \n",
       "3       False  False  \n",
       "4        True  False  \n",
       "\n",
       "[5 rows x 190 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "license_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pie = m_pieplot(\n",
    "    license_df\n",
    "    .groupby('license_hereditary')\n",
    "    .count()\n",
    "    .sort_values('license_hereditary', ascending=False))\n",
    "\n",
    "#plt.title(\"License Hereditary Breakdown\", weight='bold', pad=40, size=20)\n",
    "plt.ylabel(\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pie = m_pieplot(\n",
    "    license_df\n",
    "    .groupby('license_license_group')\n",
    "    .count()\n",
    "    .sort_values('license_license_group', ascending=False))\n",
    "\n",
    "#plt.title(\"License Group Breakdown\", weight='bold', pad=40, size=20)\n",
    "plt.ylabel(\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>arch_compat_min_py2</th>\n",
       "      <th>arch_compat_min_py3</th>\n",
       "      <th>arch_dep_concurrency</th>\n",
       "      <th>arch_dep_gui_framework</th>\n",
       "      <th>arch_dep_server_framework</th>\n",
       "      <th>arch_pkg_container</th>\n",
       "      <th>arch_pkg_freezer</th>\n",
       "      <th>arch_type</th>\n",
       "      <th>gh_forks</th>\n",
       "      <th>gh_has_wiki</th>\n",
       "      <th>gh_license</th>\n",
       "      <th>gh_open_issues</th>\n",
       "      <th>gh_size</th>\n",
       "      <th>gh_stars</th>\n",
       "      <th>gh_watchers</th>\n",
       "      <th>license_hereditary</th>\n",
       "      <th>license_license</th>\n",
       "      <th>license_license_group</th>\n",
       "      <th>sloc_ratio_other</th>\n",
       "      <th>sloc_ratio_autoconf</th>\n",
       "      <th>sloc_ratio_c</th>\n",
       "      <th>sloc_ratio_coffeescript</th>\n",
       "      <th>sloc_ratio_coq</th>\n",
       "      <th>sloc_ratio_cpp</th>\n",
       "      <th>sloc_ratio_css</th>\n",
       "      <th>sloc_ratio_dockerfile</th>\n",
       "      <th>sloc_ratio_go</th>\n",
       "      <th>sloc_ratio_haskell</th>\n",
       "      <th>sloc_ratio_html</th>\n",
       "      <th>sloc_ratio_java</th>\n",
       "      <th>sloc_ratio_javascript</th>\n",
       "      <th>sloc_ratio_jsx</th>\n",
       "      <th>sloc_ratio_less</th>\n",
       "      <th>sloc_ratio_lua</th>\n",
       "      <th>sloc_ratio_markdown</th>\n",
       "      <th>sloc_ratio_meson</th>\n",
       "      <th>sloc_ratio_objectivec</th>\n",
       "      <th>sloc_ratio_python</th>\n",
       "      <th>sloc_ratio_qml</th>\n",
       "      <th>sloc_ratio_restructuredtext</th>\n",
       "      <th>sloc_ratio_rust</th>\n",
       "      <th>sloc_ratio_sass</th>\n",
       "      <th>sloc_ratio_sh</th>\n",
       "      <th>sloc_ratio_sql</th>\n",
       "      <th>sloc_ratio_systemverilog</th>\n",
       "      <th>sloc_ratio_tex</th>\n",
       "      <th>sloc_ratio_typescript</th>\n",
       "      <th>sloc_ratio_vue</th>\n",
       "      <th>sloc_ratio_xml</th>\n",
       "      <th>sloc_ratio_xsl</th>\n",
       "      <th>sloc_ratio_yaml</th>\n",
       "      <th>sloc_total_blanks</th>\n",
       "      <th>sloc_total_code</th>\n",
       "      <th>sloc_total_comments</th>\n",
       "      <th>sloc_total_dirs</th>\n",
       "      <th>sloc_total_files</th>\n",
       "      <th>sloc_total_lines</th>\n",
       "      <th>sloc_actionscript</th>\n",
       "      <th>sloc_asp</th>\n",
       "      <th>sloc_assembly</th>\n",
       "      <th>sloc_autoconf</th>\n",
       "      <th>sloc_automake</th>\n",
       "      <th>sloc_bash</th>\n",
       "      <th>sloc_batch</th>\n",
       "      <th>sloc_c</th>\n",
       "      <th>sloc_c_code</th>\n",
       "      <th>sloc_c_comments</th>\n",
       "      <th>sloc_c_files</th>\n",
       "      <th>sloc_cabal</th>\n",
       "      <th>sloc_cmake</th>\n",
       "      <th>sloc_coffeescript</th>\n",
       "      <th>sloc_coq</th>\n",
       "      <th>sloc_cpp</th>\n",
       "      <th>sloc_cpp_code</th>\n",
       "      <th>sloc_cpp_comments</th>\n",
       "      <th>sloc_cpp_files</th>\n",
       "      <th>sloc_csharp</th>\n",
       "      <th>sloc_cshell</th>\n",
       "      <th>sloc_css</th>\n",
       "      <th>sloc_d</th>\n",
       "      <th>sloc_dockerfile</th>\n",
       "      <th>sloc_dotnetresource</th>\n",
       "      <th>sloc_elisp</th>\n",
       "      <th>sloc_elixir</th>\n",
       "      <th>sloc_fish</th>\n",
       "      <th>sloc_forth</th>\n",
       "      <th>sloc_fortranlegacy</th>\n",
       "      <th>sloc_fortranmodern</th>\n",
       "      <th>sloc_glsl</th>\n",
       "      <th>sloc_go</th>\n",
       "      <th>sloc_graphql</th>\n",
       "      <th>sloc_groovy</th>\n",
       "      <th>...</th>\n",
       "      <th>sloc_hcl</th>\n",
       "      <th>sloc_html</th>\n",
       "      <th>sloc_java</th>\n",
       "      <th>sloc_javascript</th>\n",
       "      <th>sloc_jsx</th>\n",
       "      <th>sloc_less</th>\n",
       "      <th>sloc_llvm</th>\n",
       "      <th>sloc_lua</th>\n",
       "      <th>sloc_makefile</th>\n",
       "      <th>sloc_markdown</th>\n",
       "      <th>sloc_meson</th>\n",
       "      <th>sloc_moduledef</th>\n",
       "      <th>sloc_msbuild</th>\n",
       "      <th>sloc_mustache</th>\n",
       "      <th>sloc_nix</th>\n",
       "      <th>sloc_objectivec</th>\n",
       "      <th>sloc_objectivecpp</th>\n",
       "      <th>sloc_org</th>\n",
       "      <th>sloc_pascal</th>\n",
       "      <th>sloc_perl</th>\n",
       "      <th>sloc_php</th>\n",
       "      <th>sloc_prolog</th>\n",
       "      <th>sloc_protobuf</th>\n",
       "      <th>sloc_python</th>\n",
       "      <th>sloc_python_code</th>\n",
       "      <th>sloc_python_comments</th>\n",
       "      <th>sloc_python_files</th>\n",
       "      <th>sloc_qml</th>\n",
       "      <th>sloc_r</th>\n",
       "      <th>sloc_rakefile</th>\n",
       "      <th>sloc_restructuredtext</th>\n",
       "      <th>sloc_rpmspecfile</th>\n",
       "      <th>sloc_ruby</th>\n",
       "      <th>sloc_rubyhtml</th>\n",
       "      <th>sloc_rust</th>\n",
       "      <th>sloc_sass</th>\n",
       "      <th>sloc_scala</th>\n",
       "      <th>sloc_scheme</th>\n",
       "      <th>sloc_scons</th>\n",
       "      <th>sloc_sh</th>\n",
       "      <th>sloc_sql</th>\n",
       "      <th>sloc_srecode</th>\n",
       "      <th>sloc_swift</th>\n",
       "      <th>sloc_swig</th>\n",
       "      <th>sloc_systemverilog</th>\n",
       "      <th>sloc_tcl</th>\n",
       "      <th>sloc_tex</th>\n",
       "      <th>sloc_toml</th>\n",
       "      <th>sloc_typescript</th>\n",
       "      <th>sloc_vala</th>\n",
       "      <th>sloc_vb6</th>\n",
       "      <th>sloc_vimscript</th>\n",
       "      <th>sloc_visualstudioproject</th>\n",
       "      <th>sloc_visualstudiosolution</th>\n",
       "      <th>sloc_vue</th>\n",
       "      <th>sloc_xml</th>\n",
       "      <th>sloc_xsl</th>\n",
       "      <th>sloc_yaml</th>\n",
       "      <th>sloc_zsh</th>\n",
       "      <th>topic_primary</th>\n",
       "      <th>topic_primary_fq</th>\n",
       "      <th>topic_secondary</th>\n",
       "      <th>topic_secondary_fq</th>\n",
       "      <th>vcs_commit_count</th>\n",
       "      <th>vcs_committer_count</th>\n",
       "      <th>vcs_committer_percent_dist_10</th>\n",
       "      <th>vcs_committer_percent_dist_100</th>\n",
       "      <th>vcs_committer_percent_dist_20</th>\n",
       "      <th>vcs_committer_percent_dist_30</th>\n",
       "      <th>vcs_committer_percent_dist_40</th>\n",
       "      <th>vcs_committer_percent_dist_50</th>\n",
       "      <th>vcs_committer_percent_dist_60</th>\n",
       "      <th>vcs_committer_percent_dist_70</th>\n",
       "      <th>vcs_committer_percent_dist_80</th>\n",
       "      <th>vcs_committer_percent_dist_90</th>\n",
       "      <th>vcs_committer_percent_dist_95</th>\n",
       "      <th>vcs_committer_percent_dist_99</th>\n",
       "      <th>vcs_committer_top_5_0</th>\n",
       "      <th>vcs_committer_top_5_1</th>\n",
       "      <th>vcs_committer_top_5_2</th>\n",
       "      <th>vcs_committer_top_5_3</th>\n",
       "      <th>vcs_committer_top_5_4</th>\n",
       "      <th>vcs_first_commit</th>\n",
       "      <th>vcs_latest_commit</th>\n",
       "      <th>vcs_minor_committer_counts_1</th>\n",
       "      <th>vcs_minor_committer_counts_2</th>\n",
       "      <th>vcs_minor_committer_counts_3</th>\n",
       "      <th>vcs_minor_committer_counts_4</th>\n",
       "      <th>vcs_minor_committer_counts_5</th>\n",
       "      <th>vcs_vcs_name</th>\n",
       "      <th>py23_compat</th>\n",
       "      <th>age_commit</th>\n",
       "      <th>py3_compat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>archivebox</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>docker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>desktop</td>\n",
       "      <td>306.0</td>\n",
       "      <td>True</td>\n",
       "      <td>MIT License</td>\n",
       "      <td>64.0</td>\n",
       "      <td>3841.0</td>\n",
       "      <td>5450.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>False</td>\n",
       "      <td>MIT</td>\n",
       "      <td>MIT</td>\n",
       "      <td>0.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.64</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>512.0</td>\n",
       "      <td>3458.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>4203.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>674.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>314.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2690.0</td>\n",
       "      <td>2031.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>233.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>organization</td>\n",
       "      <td>organization</td>\n",
       "      <td>943.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.9046</td>\n",
       "      <td>0.0085</td>\n",
       "      <td>0.0053</td>\n",
       "      <td>0.0053</td>\n",
       "      <td>0.0053</td>\n",
       "      <td>2017-05-05</td>\n",
       "      <td>2019-10-01</td>\n",
       "      <td>21.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>git</td>\n",
       "      <td>py3</td>\n",
       "      <td>879.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>archivematica</td>\n",
       "      <td>2.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>django</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>server</td>\n",
       "      <td>69.0</td>\n",
       "      <td>False</td>\n",
       "      <td>Other</td>\n",
       "      <td>100.0</td>\n",
       "      <td>36631.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>True</td>\n",
       "      <td>AGPL</td>\n",
       "      <td>AGPL</td>\n",
       "      <td>0.69</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13746.0</td>\n",
       "      <td>277514.0</td>\n",
       "      <td>8613.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>1128.0</td>\n",
       "      <td>299873.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>119.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1411.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>243.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9240.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10009.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.0</td>\n",
       "      <td>2160.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92983.0</td>\n",
       "      <td>75579.0</td>\n",
       "      <td>7116.0</td>\n",
       "      <td>485.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>133.0</td>\n",
       "      <td>970.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7975.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>752.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>organization</td>\n",
       "      <td>organization</td>\n",
       "      <td>3917.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.2339</td>\n",
       "      <td>0.1698</td>\n",
       "      <td>0.1557</td>\n",
       "      <td>0.1021</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>2012-09-15</td>\n",
       "      <td>2019-08-22</td>\n",
       "      <td>17.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>git</td>\n",
       "      <td>py2</td>\n",
       "      <td>2532.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>canto</td>\n",
       "      <td>2.7</td>\n",
       "      <td>3.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>desktop</td>\n",
       "      <td>8.0</td>\n",
       "      <td>True</td>\n",
       "      <td>GNU General Public License v2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>768.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>True</td>\n",
       "      <td>GPL v2</td>\n",
       "      <td>GPL</td>\n",
       "      <td>0.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1355.0</td>\n",
       "      <td>3822.0</td>\n",
       "      <td>638.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>5815.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5767.0</td>\n",
       "      <td>3774.0</td>\n",
       "      <td>638.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>511.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9961</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2010-03-19</td>\n",
       "      <td>2018-08-02</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>git</td>\n",
       "      <td>py23</td>\n",
       "      <td>3058.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>deluge</td>\n",
       "      <td>2.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>twisted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>zope</td>\n",
       "      <td>NaN</td>\n",
       "      <td>py2app</td>\n",
       "      <td>server</td>\n",
       "      <td>198.0</td>\n",
       "      <td>False</td>\n",
       "      <td>Other</td>\n",
       "      <td>18.0</td>\n",
       "      <td>61758.0</td>\n",
       "      <td>730.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Other</td>\n",
       "      <td>Other</td>\n",
       "      <td>0.14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27448.0</td>\n",
       "      <td>124420.0</td>\n",
       "      <td>8151.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>2054.0</td>\n",
       "      <td>160019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>141.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13600.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>209.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73373.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1658.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63864.0</td>\n",
       "      <td>48382.0</td>\n",
       "      <td>4775.0</td>\n",
       "      <td>272.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>295.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>450.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8741.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.2333</td>\n",
       "      <td>0.2116</td>\n",
       "      <td>0.1679</td>\n",
       "      <td>0.1403</td>\n",
       "      <td>0.0469</td>\n",
       "      <td>2006-11-28</td>\n",
       "      <td>2019-06-25</td>\n",
       "      <td>34.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>git</td>\n",
       "      <td>py2</td>\n",
       "      <td>4592.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>elixire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.6</td>\n",
       "      <td>asyncio</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>docker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>server</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>AGPL</td>\n",
       "      <td>AGPL</td>\n",
       "      <td>0.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2689.0</td>\n",
       "      <td>8070.0</td>\n",
       "      <td>883.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>11642.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>310.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10993.0</td>\n",
       "      <td>7519.0</td>\n",
       "      <td>839.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>208.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1588.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.5088</td>\n",
       "      <td>0.2311</td>\n",
       "      <td>0.1738</td>\n",
       "      <td>0.0573</td>\n",
       "      <td>0.0170</td>\n",
       "      <td>2018-02-05</td>\n",
       "      <td>2019-09-21</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>git</td>\n",
       "      <td>py3</td>\n",
       "      <td>593.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 189 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            name  arch_compat_min_py2  arch_compat_min_py3  \\\n",
       "0     archivebox                  NaN                  3.5   \n",
       "1  archivematica                  2.7                  NaN   \n",
       "2          canto                  2.7                  3.1   \n",
       "3         deluge                  2.7                  NaN   \n",
       "4        elixire                  NaN                  3.6   \n",
       "\n",
       "  arch_dep_concurrency arch_dep_gui_framework arch_dep_server_framework  \\\n",
       "0                  NaN                    NaN                       NaN   \n",
       "1                  NaN                    NaN                    django   \n",
       "2                  NaN                    NaN                       NaN   \n",
       "3              twisted                    NaN                      zope   \n",
       "4              asyncio                    NaN                       NaN   \n",
       "\n",
       "  arch_pkg_container arch_pkg_freezer arch_type  gh_forks gh_has_wiki  \\\n",
       "0             docker              NaN   desktop     306.0        True   \n",
       "1                NaN              NaN    server      69.0       False   \n",
       "2                NaN              NaN   desktop       8.0        True   \n",
       "3                NaN           py2app    server     198.0       False   \n",
       "4             docker              NaN    server       NaN         NaN   \n",
       "\n",
       "                        gh_license  gh_open_issues  gh_size  gh_stars  \\\n",
       "0                      MIT License            64.0   3841.0    5450.0   \n",
       "1                            Other           100.0  36631.0     179.0   \n",
       "2  GNU General Public License v2.0             6.0    768.0     128.0   \n",
       "3                            Other            18.0  61758.0     730.0   \n",
       "4                              NaN             NaN      NaN       NaN   \n",
       "\n",
       "   gh_watchers license_hereditary license_license license_license_group  \\\n",
       "0        106.0              False             MIT                   MIT   \n",
       "1         39.0               True            AGPL                  AGPL   \n",
       "2          6.0               True          GPL v2                   GPL   \n",
       "3         72.0                NaN           Other                 Other   \n",
       "4          NaN               True            AGPL                  AGPL   \n",
       "\n",
       "   sloc_ratio_other  sloc_ratio_autoconf  sloc_ratio_c  \\\n",
       "0              0.20                  NaN           NaN   \n",
       "1              0.69                  NaN           NaN   \n",
       "2              0.01                  NaN           NaN   \n",
       "3              0.14                  NaN           NaN   \n",
       "4              0.06                  NaN           NaN   \n",
       "\n",
       "   sloc_ratio_coffeescript  sloc_ratio_coq  sloc_ratio_cpp  sloc_ratio_css  \\\n",
       "0                      NaN             NaN             NaN             NaN   \n",
       "1                      NaN             NaN             NaN             NaN   \n",
       "2                      NaN             NaN             NaN             NaN   \n",
       "3                      NaN             NaN             NaN             NaN   \n",
       "4                      NaN             NaN             NaN             NaN   \n",
       "\n",
       "   sloc_ratio_dockerfile  sloc_ratio_go  sloc_ratio_haskell  sloc_ratio_html  \\\n",
       "0                    NaN            NaN                 NaN             0.16   \n",
       "1                    NaN            NaN                 NaN              NaN   \n",
       "2                    NaN            NaN                 NaN              NaN   \n",
       "3                    NaN            NaN                 NaN              NaN   \n",
       "4                    NaN            NaN                 NaN              NaN   \n",
       "\n",
       "   sloc_ratio_java  sloc_ratio_javascript  sloc_ratio_jsx  sloc_ratio_less  \\\n",
       "0              NaN                    NaN             NaN              NaN   \n",
       "1              NaN                    NaN             NaN              NaN   \n",
       "2              NaN                    NaN             NaN              NaN   \n",
       "3              NaN                   0.46             NaN              NaN   \n",
       "4              NaN                    NaN             NaN              NaN   \n",
       "\n",
       "   sloc_ratio_lua  sloc_ratio_markdown  sloc_ratio_meson  \\\n",
       "0             NaN                  NaN               NaN   \n",
       "1             NaN                  NaN               NaN   \n",
       "2             NaN                  NaN               NaN   \n",
       "3             NaN                  NaN               NaN   \n",
       "4             NaN                  NaN               NaN   \n",
       "\n",
       "   sloc_ratio_objectivec  sloc_ratio_python  sloc_ratio_qml  \\\n",
       "0                    NaN               0.64             NaN   \n",
       "1                    NaN               0.31             NaN   \n",
       "2                    NaN               0.99             NaN   \n",
       "3                    NaN               0.40             NaN   \n",
       "4                    NaN               0.94             NaN   \n",
       "\n",
       "   sloc_ratio_restructuredtext  sloc_ratio_rust  sloc_ratio_sass  \\\n",
       "0                          NaN              NaN              NaN   \n",
       "1                          NaN              NaN              NaN   \n",
       "2                          NaN              NaN              NaN   \n",
       "3                          NaN              NaN              NaN   \n",
       "4                          NaN              NaN              NaN   \n",
       "\n",
       "   sloc_ratio_sh  sloc_ratio_sql  sloc_ratio_systemverilog  sloc_ratio_tex  \\\n",
       "0            NaN             NaN                       NaN             NaN   \n",
       "1            NaN             NaN                       NaN             NaN   \n",
       "2            NaN             NaN                       NaN             NaN   \n",
       "3            NaN             NaN                       NaN             NaN   \n",
       "4            NaN             NaN                       NaN             NaN   \n",
       "\n",
       "   sloc_ratio_typescript  sloc_ratio_vue  sloc_ratio_xml  sloc_ratio_xsl  \\\n",
       "0                    NaN             NaN             NaN             NaN   \n",
       "1                    NaN             NaN             NaN             NaN   \n",
       "2                    NaN             NaN             NaN             NaN   \n",
       "3                    NaN             NaN             NaN             NaN   \n",
       "4                    NaN             NaN             NaN             NaN   \n",
       "\n",
       "   sloc_ratio_yaml  sloc_total_blanks  sloc_total_code  sloc_total_comments  \\\n",
       "0              NaN              512.0           3458.0                233.0   \n",
       "1              NaN            13746.0         277514.0               8613.0   \n",
       "2              NaN             1355.0           3822.0                638.0   \n",
       "3              NaN            27448.0         124420.0               8151.0   \n",
       "4              NaN             2689.0           8070.0                883.0   \n",
       "\n",
       "   sloc_total_dirs  sloc_total_files  sloc_total_lines  sloc_actionscript  \\\n",
       "0             87.0             156.0            4203.0                NaN   \n",
       "1            245.0            1128.0          299873.0                NaN   \n",
       "2             23.0              61.0            5815.0                NaN   \n",
       "3            238.0            2054.0          160019.0                NaN   \n",
       "4             42.0             157.0           11642.0                NaN   \n",
       "\n",
       "   sloc_asp  sloc_assembly  sloc_autoconf  sloc_automake  sloc_bash  \\\n",
       "0       NaN            NaN            NaN            NaN        NaN   \n",
       "1       NaN            NaN          119.0            NaN        NaN   \n",
       "2       NaN            NaN            NaN            NaN        NaN   \n",
       "3       NaN            NaN          141.0            NaN        NaN   \n",
       "4       NaN            NaN            NaN            NaN        NaN   \n",
       "\n",
       "   sloc_batch  sloc_c  sloc_c_code  sloc_c_comments  sloc_c_files  sloc_cabal  \\\n",
       "0         NaN     NaN          NaN              NaN           NaN         NaN   \n",
       "1         NaN     NaN          NaN              NaN           NaN         NaN   \n",
       "2         NaN     NaN          NaN              NaN           NaN         NaN   \n",
       "3         NaN     NaN          NaN              NaN           NaN         NaN   \n",
       "4         NaN     NaN          NaN              NaN           NaN         NaN   \n",
       "\n",
       "   sloc_cmake  sloc_coffeescript  sloc_coq  sloc_cpp  sloc_cpp_code  \\\n",
       "0         NaN                NaN       NaN       NaN            NaN   \n",
       "1         NaN                NaN       NaN       NaN            NaN   \n",
       "2         NaN                NaN       NaN       NaN            NaN   \n",
       "3         NaN                NaN       NaN       NaN            NaN   \n",
       "4         NaN                NaN       NaN       NaN            NaN   \n",
       "\n",
       "   sloc_cpp_comments  sloc_cpp_files  sloc_csharp  sloc_cshell  sloc_css  \\\n",
       "0                NaN             NaN          NaN          NaN       NaN   \n",
       "1                NaN             NaN          NaN          NaN    1411.0   \n",
       "2                NaN             NaN          NaN          NaN       NaN   \n",
       "3                NaN             NaN          NaN          NaN   13600.0   \n",
       "4                NaN             NaN          NaN          NaN       NaN   \n",
       "\n",
       "   sloc_d  sloc_dockerfile  sloc_dotnetresource  sloc_elisp  sloc_elixir  \\\n",
       "0     NaN             74.0                  NaN         NaN          NaN   \n",
       "1     NaN            243.0                  NaN         NaN          NaN   \n",
       "2     NaN              NaN                  NaN         NaN          NaN   \n",
       "3     NaN              NaN                  NaN         NaN          NaN   \n",
       "4     NaN              NaN                  NaN         NaN          NaN   \n",
       "\n",
       "   sloc_fish  sloc_forth  sloc_fortranlegacy  sloc_fortranmodern  sloc_glsl  \\\n",
       "0        NaN         NaN                 NaN                 NaN        NaN   \n",
       "1        NaN         NaN                 NaN                 NaN        NaN   \n",
       "2        NaN         NaN                 NaN                 NaN        NaN   \n",
       "3        NaN         NaN                 NaN                 NaN        NaN   \n",
       "4        NaN         NaN                 NaN                 NaN        NaN   \n",
       "\n",
       "   sloc_go  sloc_graphql  sloc_groovy  ...  sloc_hcl  sloc_html  sloc_java  \\\n",
       "0      NaN           NaN          NaN  ...       NaN      674.0        NaN   \n",
       "1      NaN           NaN          NaN  ...       NaN     9240.0        NaN   \n",
       "2      NaN           NaN          NaN  ...       NaN        NaN        NaN   \n",
       "3      NaN           NaN          NaN  ...       NaN      209.0        NaN   \n",
       "4      NaN           NaN          NaN  ...       NaN        NaN        NaN   \n",
       "\n",
       "   sloc_javascript  sloc_jsx  sloc_less  sloc_llvm  sloc_lua  sloc_makefile  \\\n",
       "0            168.0       NaN        NaN        NaN       NaN            NaN   \n",
       "1          10009.0       NaN        NaN        NaN       NaN           92.0   \n",
       "2              NaN       NaN        NaN        NaN       NaN            NaN   \n",
       "3          73373.0       NaN        NaN        NaN       NaN            NaN   \n",
       "4              NaN       NaN        NaN        NaN       NaN            NaN   \n",
       "\n",
       "   sloc_markdown  sloc_meson  sloc_moduledef  sloc_msbuild  sloc_mustache  \\\n",
       "0          314.0         NaN             NaN           NaN            NaN   \n",
       "1         2160.0         NaN             NaN           NaN            NaN   \n",
       "2            NaN         NaN             NaN           NaN            NaN   \n",
       "3         1658.0         NaN             NaN           NaN            NaN   \n",
       "4          310.0         NaN             NaN           NaN            NaN   \n",
       "\n",
       "   sloc_nix  sloc_objectivec  sloc_objectivecpp  sloc_org  sloc_pascal  \\\n",
       "0       NaN              NaN                NaN       NaN          NaN   \n",
       "1       NaN              NaN                NaN       NaN          NaN   \n",
       "2       NaN              NaN                NaN       NaN          NaN   \n",
       "3       NaN              NaN                NaN       NaN          NaN   \n",
       "4       NaN              NaN                NaN       NaN          NaN   \n",
       "\n",
       "   sloc_perl  sloc_php  sloc_prolog  sloc_protobuf  sloc_python  \\\n",
       "0        NaN       NaN          NaN            NaN       2690.0   \n",
       "1        NaN       NaN          NaN            NaN      92983.0   \n",
       "2        NaN       NaN          NaN            NaN       5767.0   \n",
       "3        NaN       NaN          NaN            NaN      63864.0   \n",
       "4        NaN       NaN          NaN            NaN      10993.0   \n",
       "\n",
       "   sloc_python_code  sloc_python_comments  sloc_python_files  sloc_qml  \\\n",
       "0            2031.0                 188.0               11.0       NaN   \n",
       "1           75579.0                7116.0              485.0       NaN   \n",
       "2            3774.0                 638.0               29.0       NaN   \n",
       "3           48382.0                4775.0              272.0       NaN   \n",
       "4            7519.0                 839.0               98.0       NaN   \n",
       "\n",
       "   sloc_r  sloc_rakefile  sloc_restructuredtext  sloc_rpmspecfile  sloc_ruby  \\\n",
       "0     NaN            NaN                    NaN               NaN        NaN   \n",
       "1     NaN            NaN                    NaN               NaN        NaN   \n",
       "2     NaN            NaN                    NaN               NaN        NaN   \n",
       "3     NaN            NaN                  295.0               NaN        NaN   \n",
       "4     NaN            NaN                    NaN               NaN        NaN   \n",
       "\n",
       "   sloc_rubyhtml  sloc_rust  sloc_sass  sloc_scala  sloc_scheme  sloc_scons  \\\n",
       "0            NaN        NaN        NaN         NaN          NaN         NaN   \n",
       "1            NaN        NaN        NaN         NaN          NaN         NaN   \n",
       "2            NaN        NaN        NaN         NaN          NaN         NaN   \n",
       "3            NaN        NaN        NaN         NaN          NaN         NaN   \n",
       "4            NaN        NaN        NaN         NaN          NaN         NaN   \n",
       "\n",
       "   sloc_sh  sloc_sql  sloc_srecode  sloc_swift  sloc_swig  sloc_systemverilog  \\\n",
       "0      NaN       NaN           NaN         NaN        NaN                 NaN   \n",
       "1    133.0     970.0           NaN         NaN        NaN                 NaN   \n",
       "2      NaN       NaN           NaN         NaN        NaN                 NaN   \n",
       "3      NaN       NaN           NaN         NaN        NaN                 NaN   \n",
       "4      NaN     208.0           NaN         NaN        NaN                 NaN   \n",
       "\n",
       "   sloc_tcl  sloc_tex  sloc_toml  sloc_typescript  sloc_vala  sloc_vb6  \\\n",
       "0       NaN       NaN        NaN              NaN        NaN       NaN   \n",
       "1       NaN       NaN        NaN              NaN        NaN       NaN   \n",
       "2       NaN       NaN        NaN              NaN        NaN       NaN   \n",
       "3       NaN       NaN        NaN              NaN        NaN       NaN   \n",
       "4       NaN       NaN        NaN              NaN        NaN       NaN   \n",
       "\n",
       "   sloc_vimscript  sloc_visualstudioproject  sloc_visualstudiosolution  \\\n",
       "0             NaN                       NaN                        NaN   \n",
       "1             NaN                       NaN                        NaN   \n",
       "2             NaN                       NaN                        NaN   \n",
       "3             NaN                       NaN                        NaN   \n",
       "4             NaN                       NaN                        NaN   \n",
       "\n",
       "   sloc_vue  sloc_xml  sloc_xsl  sloc_yaml  sloc_zsh  topic_primary  \\\n",
       "0       NaN     233.0       NaN        NaN       NaN       internet   \n",
       "1       NaN    7975.0       NaN      752.0       NaN       internet   \n",
       "2       NaN       NaN       NaN        NaN       NaN       internet   \n",
       "3       NaN       NaN     450.0       53.0       NaN       internet   \n",
       "4       NaN       NaN       NaN        NaN       NaN       internet   \n",
       "\n",
       "   topic_primary_fq  topic_secondary topic_secondary_fq vcs_commit_count  \\\n",
       "0          internet     organization       organization            943.0   \n",
       "1          internet     organization       organization           3917.0   \n",
       "2          internet              NaN                NaN            511.0   \n",
       "3          internet              NaN                NaN           8741.0   \n",
       "4          internet              NaN                NaN           1588.0   \n",
       "\n",
       "  vcs_committer_count vcs_committer_percent_dist_10  \\\n",
       "0                43.0                           1.0   \n",
       "1                49.0                           1.0   \n",
       "2                 3.0                           1.0   \n",
       "3                70.0                           1.0   \n",
       "4                11.0                           1.0   \n",
       "\n",
       "   vcs_committer_percent_dist_100  vcs_committer_percent_dist_20  \\\n",
       "0                            43.0                            1.0   \n",
       "1                            49.0                            1.0   \n",
       "2                             3.0                            1.0   \n",
       "3                            70.0                            1.0   \n",
       "4                            11.0                            1.0   \n",
       "\n",
       "   vcs_committer_percent_dist_30  vcs_committer_percent_dist_40  \\\n",
       "0                            1.0                            1.0   \n",
       "1                            2.0                            2.0   \n",
       "2                            1.0                            1.0   \n",
       "3                            2.0                            2.0   \n",
       "4                            1.0                            1.0   \n",
       "\n",
       "   vcs_committer_percent_dist_50  vcs_committer_percent_dist_60  \\\n",
       "0                            Yes                            1.0   \n",
       "1                             No                            4.0   \n",
       "2                            Yes                            1.0   \n",
       "3                             No                            3.0   \n",
       "4                            Yes                            2.0   \n",
       "\n",
       "   vcs_committer_percent_dist_70 vcs_committer_percent_dist_80  \\\n",
       "0                            1.0                           1.0   \n",
       "1                            5.0                           6.0   \n",
       "2                            1.0                           1.0   \n",
       "3                            4.0                           5.0   \n",
       "4                            2.0                           3.0   \n",
       "\n",
       "   vcs_committer_percent_dist_90  vcs_committer_percent_dist_95  \\\n",
       "0                            1.0                           10.0   \n",
       "1                            8.0                           13.0   \n",
       "2                            1.0                            1.0   \n",
       "3                            9.0                           11.0   \n",
       "4                            3.0                            4.0   \n",
       "\n",
       "   vcs_committer_percent_dist_99  vcs_committer_top_5_0  \\\n",
       "0                           34.0                 0.9046   \n",
       "1                           23.0                 0.2339   \n",
       "2                            1.0                 0.9961   \n",
       "3                           20.0                 0.2333   \n",
       "4                            6.0                 0.5088   \n",
       "\n",
       "   vcs_committer_top_5_1  vcs_committer_top_5_2  vcs_committer_top_5_3  \\\n",
       "0                 0.0085                 0.0053                 0.0053   \n",
       "1                 0.1698                 0.1557                 0.1021   \n",
       "2                 0.0020                 0.0020                    NaN   \n",
       "3                 0.2116                 0.1679                 0.1403   \n",
       "4                 0.2311                 0.1738                 0.0573   \n",
       "\n",
       "   vcs_committer_top_5_4  vcs_first_commit  vcs_latest_commit  \\\n",
       "0                 0.0053        2017-05-05         2019-10-01   \n",
       "1                 0.0968        2012-09-15         2019-08-22   \n",
       "2                    NaN        2010-03-19         2018-08-02   \n",
       "3                 0.0469        2006-11-28         2019-06-25   \n",
       "4                 0.0170        2018-02-05         2019-09-21   \n",
       "\n",
       "   vcs_minor_committer_counts_1 vcs_minor_committer_counts_2  \\\n",
       "0                          21.0                         31.0   \n",
       "1                          17.0                         24.0   \n",
       "2                           2.0                          2.0   \n",
       "3                          34.0                         42.0   \n",
       "4                           3.0                          5.0   \n",
       "\n",
       "  vcs_minor_committer_counts_3  vcs_minor_committer_counts_4  \\\n",
       "0                         34.0                          37.0   \n",
       "1                         27.0                          27.0   \n",
       "2                          2.0                           2.0   \n",
       "3                         44.0                          48.0   \n",
       "4                          5.0                           5.0   \n",
       "\n",
       "   vcs_minor_committer_counts_5  vcs_vcs_name  py23_compat  age_commit  \\\n",
       "0                          41.0           git          py3       879.0   \n",
       "1                          29.0           git          py2      2532.0   \n",
       "2                           2.0           git         py23      3058.0   \n",
       "3                          49.0           git          py2      4592.0   \n",
       "4                           5.0           git          py3       593.0   \n",
       "\n",
       "  py3_compat  \n",
       "0       True  \n",
       "1      False  \n",
       "2       True  \n",
       "3      False  \n",
       "4       True  \n",
       "\n",
       "[5 rows x 189 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apa_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pie = m_pieplot(\n",
    "    apa_df\n",
    "    .groupby('arch_dep_concurrency')\n",
    "    .count()\n",
    "    .sort_values('arch_dep_concurrency', ascending=False))\n",
    "#plt.title(\"Dep Concurrency Breakdown\", weight='bold', pad = 40, size=20)\n",
    "plt.ylabel(\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Concurrency')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "concurrency_df = apa_df.dropna(subset=['arch_dep_concurrency'])\n",
    "concurrency_df = concurrency_df.dropna(subset=['vcs_first_commit'])\n",
    "\n",
    "fig = plt.figure(figsize = (13, 8))\n",
    "#plt.yticks(rotation=90)\n",
    "sns.set(font_scale=1.5)\n",
    "sns.set_style(\"white\")\n",
    "ax = m_swarmplot(x=\"vcs_first_commit\", y=\"arch_dep_concurrency\", data=concurrency_df)\n",
    "\n",
    "plt.xlabel(\"Start Date\")\n",
    "plt.ylabel(\"Concurrency\")\n",
    "#plt.title(\"Start Date / Concurrency\", weight='bold')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgsAAAHyCAYAAABlKo2CAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd3hUVf4G8PeW6SmE3kMPHaSDIL1ZwbLqzxXbupZVV9FVsKHuKmsB3cW2K+uqiLsLimIDaYKKFJEuvYfQAqROvzP390dIJBCSmUk5M/e+n+fZ55HJTPImrsybe7/nHEnXdR1EREREFyCLDkBERETxjWWBiIiIysWyQEREROViWSAiIqJysSwQERFRuVgWiIiIqFwsC0RERFQulgUiIiIqF8sCERERlYtlgYiIiMrFskBERETlYlkgIiKicrEsEBERUblYFoiIiKhcqugARFS9dD0MhDRAD0HXQ0A4DOCsk+klGZIkA5IM6HrJx3ToZ/6x+Ln6WS/TAUiALEOSVUCxQZKkGvqOiKimsSwQJSBdC0APB4BwqOjNXrEAsgV6oBC6Nxdh9wmEC48hlH8Eui8HetALBL3Qgx7omhf6mX8ueuzM46FAUWmQFUBSAEkCJAXS2X+WFUiSAlgckG0pkOypkGwpkGypkJ11ILvqQLLXhmSvBdmefOZjKYAehh4KAHoYkFVIFkfR1yKihMCyQBSndM0HXfMXvUGrduje0wjlHISWvR3hnP1FhcCdfaYYZEP3nkapKwaxfM2qiX4eyV4LcnKjov8lNYSS2hRKnbZQ0lpCTm4IyV4L0ALQw1pRkVAs1ZSEiGIh6bpeXX8/EFEEwgE3oIcgWZzQvbkI5R5EKHsHtJPbETq9H6GcfQjnZQJhTXTU6iPJkFOaQqnbDmrdDKiNukOp3xFKSjMgrBWVCNUOSbWKTkpkSiwLRDUoHCgEdB2SakMo9xC0Iz8jePgnhI5vgZa9Awj5RUeMMxLk1KZQ6macVSI6QUltCl3zQZKtkCx20SGJDI9lgaia6EEf9HAQkmJDKGcfglnroGWtg3Z8M0Indxn7SkF1U6xQ63eC2qQnLOmXwNKkJySrq2juwuIqmrMgoirDskBURUrKgawgeGQ9ArsXIZj5I0InthUN9lG1klz1YWncA2rTvrC2GAilTrui8qDYePuCqJJYFohipGs+6CHtTDn4GYE9ixE8tJLlIF5ICtQGXWBpNRS2jMug1G1XdOvCmsSVGERRYlkgipCuh6EHCiEpNgSPbEBg9wKWgwQiWV2wNB8AS5vRsLYeAdmeCl0PQ7a6REcjinssC0Tl0LUAEA5CD/kR2P0N/Du+RPDQSkDziY5GlSSnNoOlxSWwZVwOS7O+RSsueNWBqEwsC0Tn0INeABLChcfg++UTBHZ9VXT1gIxLVmFJHwhb52thazsGuq6fGZRkcSACWBaIABQNJ0ICQqf2wrf1fwjsWohw3iHRsUgEWYWlWX/YOl8La7tLAQCSxckVFmRqLAtkWnpYAzQ/wr5c+DbMgv+XuQjnZ4mORfFEUmBp3g+2TtfCmnEZAIlXHMiUWBbIVHRdhx4oBAD4f/kEvk0fIXR8s+BUlBAkGZZm/WHvcSusbUYC4RAkDkeSSbAskCmEA4WQZBWB/Svg2/ABggdWcFMkiplkS4atw3jYe98JJaUJIFt4ngUZGssCGZYeDgGaD6H8LHjXvoXAji9KrioQVRWlXgfYe9wGe6eroes6ZFuy6EhEVY5lgQxHD3oBSUJgz2J417wJ7egG0ZHIDBQbrG3HwNH7TqgNOp85Opw7R5IxsCyQYYT9BUAoCO+6d+DbOAu656ToSGRScmpzOPreA3uXG6BDh2xxio5EVCksC5TQ9LAGhALQsnfCu/rvCOxeBOgh0bGIAACSLQX27hPg6HsvoFgh25JERyKKCcsCJSRd8wO6Dv+O+fCueROhkztFRyK6MFmFNeNyOAc+Ajm5UdG+DZIkOhVRxFgWKKHoQR8AHb7NH8G76u8IFx4XHYkoKmqzfnBe/DAsTXoBsspVFJQQWBYoIRRtwazD+/O/4V3zJnTvKdGRiCpFTmsF58UTYcu4jKWB4h7LAsW1cMAD6GF4174N37p/Qvfni45EVKXk1OZwDXkC1jajzuzXoIqORHQelgWKS3rADT2swbtqBrzr3wWCHtGRiKqVnNYKrqFPwdpyCKBYeRYFxRWWBYoruuYDwiF4Vr4K788zeRQ0mY5SNwOuoU/B0vxilgaKGywLFBf0UBAIa/Btmg3PD69A9+WKjkQklFK/I1xDp8DStDeg2iFJPLyKxGFZIKF0PQxofgT2LYN72TMI52WKjkQUV9SG3eAa/SKUOm0h8+AqEoRlgYTRA25oJ3ei8JtJPPmRqALWtmPgGvVXyLZknnZJNY5lgWqcHnAj7DmFwkWTENy3THQcosQhW+DocxeclzyOQCgMm4UrJ6hm8P9pVGN0zQ89FID722fh3/QRoIdFRyJKLOEgdH8h3O58fLYlE1f3bA+HVeVukFTteGWBaoQe9MC/exHcix+H7j0tOg5RQpJsqUi7dx1umrkIH6/bjl4tG+Gd269Ai7q1kGTnCZdUfVgWqFrpATfC3hwUfHk/tMxVouMQJTTXqBdxuMFIdHzy3ZLHJAmYMLAbpt0wElZVgcPKnSCp6rEsULXQQxoQDsCzaga8q18HwkHRkYgSmlKnLVJvXYSuU97DzqPnb3ee6rDhpRtG4oa+neC0sTBQ1WJZoCoXDrihHduEwq8eRDjvkOg4RIaQctN8fJOdgqtnfFLu8wa3T8fsu8cjxWHjVQaqMiwLVGV0zQc96EXhwkcQ2PmV6DhEhmFpPQLOK95CnT++AW9Aq/D5LpsF0/9vNK7v2wkuXmWgKsCyQFVCD3jg37sE7oWP8LAnoqokW5B2z1o8t3gnXvjih6heOqRDC8y+azySHVZeZaBKYVmgStFDAeiaH4VfP8irCUTVwNH3Dwhc9AfUf+jNmF6fZLfi1f8bhev6dITLxhUTFBuWBYqZHnAjeHQDCj6/B7o7W3QcIsORnHWRdvcaXDFjPhZt3VepzzW0Qwt8ePd4JNt5lYGix7JAUdPDGhAKoHDp0/Bv/FB0HCLDSrp8BnYl9UPPZ9+vms9nt+JvN43GNb078CoDRYVlgaKiB9wI5exD/rw7uNKBqBopDToj9abP0WbyTGSerto5oGEdW2LWXeOQYrfBbuVGvlQxlgWKiK7rgOaD58fX4F09g1s1E1Wz1FsXYe4+4JZ3Pq+Wz5/isGH23eMxsF1z7v5IFWJZoArpmh+6Px95c27i6ZBENcDa/krYRr+CWve9Di1cvcX84bH98PS4wXByjoHKIYsOQPFND7gRzPoJOe8MYlEgqgmqHa6RL+CxeauqvSgAwLQFq3HpKx/hdKEXAS1U7V+PEhPLAl2QHvTCs/oN5P/nOui+XNFxiEzB0e9+nPTpeGPJTzX2NVfuzkSXJ97GhoNH4fYHauzrUuLgbQg6jx4KQg96UPDp7QgeXCk6DpFpyMmNUevOHzD05Tn4cc/hmv/6koTnrxuKe4f15vkSVArLApWiBz0Ind6L/Lk3I1x4THQcIlNJHv8u1ksdcclUsUuSx3Ztgw/vHg+n1QJV4QVoYlmgs+gBD3xb/gv30qeBcMX7zxNR1VGb9ELy9f9D04f/gZOFHtFxkF4nFV9MvAHpdWrxKgNxZoGKlkXqAQ8Kvrof7sWPsygQ1TgJSWOn450ftsdFUQCAg6fy0GvKTMxd+wvnGIhXFsxODwWLlkX+9zqETmwTHYfIlGxdrocy5DnUun8G4vFv5AkXd8WMCWO5vNLEeGXBxMJBL0Kn9yDnX0NYFIgEkaxJcA1/Dvf/Z0VcFgUA+GDlZlz12v9Q6AuAv1+aE8uCSekBN4L7lyP3/bE8BIpIIMfAP+Fwng8frIzvfUyWbz+AgX/5N04WehAMcT8Gs2FZMCE96IH353dRMO82QPOJjkNkWnKtdNgvmoDxb8wXHSUiv2Rlo9fTM3HgZB58waDoOFSDWBZMRg96Ubj4SXhWPC86CpHpJY16Ect2HMbmzBOio0TsSG4B+j4zEz/v5wZOZsKyYBJFKx7cyP/kFvg3fyQ6DpHpWdIHQW7SC9e/+anoKFEr8AUw4qUP8cWGXSwMJsGyYAJ6OATdl4vcWZcjeOA70XGISFLgGjsN05ZsQr4vMd9stVAYN//jM7z2zRoWBhNgWTA4PaRB95xC7nujEcreLjoOEQGwX3QLvHIynvz4W9FRKu2ZT1fgjx8uhMfPGQYjY1kwMD0UQNh9HLnvj0Y475DoOEQEQLLXgnPw47j9gyWio1SZ93/YjKv/PodLKw2MZcGgdM2PcN5h5L43GuGCo6LjENEZzsFPYHd2Pj77eafoKFVq6bb9GPLC+8j3+lkYDIhlwYB0zYfQ6T1Feyh4ToqOQ0RnKHUzYOt8LcbNSLyhxkhsyjyOoVM/YGEwIJYFgwkHvdCO/4LcWVdA9+eJjkNEZ3GNeQXzN+3HnhM5oqNUmy2HT7AwGBDLgoHoQQ+0rJ+Q99HVQDA+DqMhoiLWNqMg1W2PCe98LjpKtWNhMB6WBYPQgx4E9n+H/Dn/B4T8ouMQ0dkUK1yjX8azX66DL2COU11ZGIyFZcEA9KAHwYM/ouDTO3i8NFEccvS+C3maihe/Wik6So1iYTAOloUEpwe9CB7ZgPx5twE6D3chijeSqx4cAx7CTTMXio4iBAuDMbAsJDBd80HL3o78uTcBYW6IQhSPXMOexabDJ7Fk237RUYRhYUh8LAsJStf8CJ3ei7z/XMuTI4nilNqwG6xtx2D868ZcKhkNFobExrKQgPRQAKH8w8ibPZ6rHojimGvsNHy4ZheycgpER4kLJYXBxyHsRMOykGD0UBDhwuPIm3UldH++6DhEdAHWDlchnNwcd733tegocWXL4RMY+/JHPHwqwbAsJBA9HELYexp5sy6H7j0lOg4RXYjqQNLIqXjk45XQwmHRaeLOT/uP4Ldvf8rDpxIIy0KC0HUduj8PebMuR7jwuOg4RFQO54A/4rhbw9vf/iw6Stz6cuNuPD53Ka8wJAiWhUQR9CDvv79BOC9TdBIiKoec0gT23nfhure/FB0l7r2xdB1mLt8At4+FId6xLCQAPehF/vy7ETq+VXQUIqqAa+QLWLX3KNbsOyI6SkL40/8WY8m2/bwlEedYFuKcHvDAvfx5BPcuFh2FiCqgNu0LNX0grn59nugoCUPXgf97ax62HcmGP8gdaOMVy0IcCwc88G2dC9/PM0VHIaKKSDKSxk7HWyt+wWk39z6JRkAL4dJpH+F4vhtaiAOh8YhlIU7pQS+0I+vgXjxZdBQiioCt643w2+rgoY8WiY6SkHLcPgyb+gEKuAdDKW63G507d8YNN9xQ6nGfz4cuXbogIyMDn332WamPffTRR8jIyMDHH3+MRYsWISMjA7/5zW8QDJa+1bNr1y5069YNAwcOxKlT5a+wY1mIQ3ooiFD+YeR/ciugs2UTxTvJlgzX0Kdx7+xvRUdJaAdP5WHMy7O5QuIsLpcLXbp0wZYtW1BYWFjy+Pr16xEIFP2cVq9eXeo1xX/u378/Ro0ahZtuugmbNm3Cq6++WvIcr9eLBx98EIFAAK+88grq1KlTbg6WhThTtEQyH/n/uZa7MxIlCMegx3Ao14uPVv8iOkrCW3/wGG548xN4Ahx4LNavXz9omoZ169aVPLZq1SooioJ+/fph1apVJY+Hw2GsWbMGzZo1Q5MmTQAAkyZNQseOHfHuu+/iu+++AwA899xz2Lt3L+655x7069evwgwsC/Em6EXef67lXgpECUJOawl7t5sw/vX5oqMYxsLNe/H0J8tRyCWVAIquEAAoVQpWrVqFTp06YdSoUTh27Bj27y86qGz79u3Izc0teQ0AWK1WvPrqq3A4HHjsscfwr3/9C/PmzUPv3r3xhz/8IaIMLAtxRA94UPD1QwhlbxcdhYgilDT6JSzelomtWdmioxjK3xatwfLtB+DlFQZ0794ddru9pCwUFBRg27Zt6N+/f8lVgeKPFd+COPdqQYsWLfDss8/i9OnTeOmll5CWloZp06ZBUZSIMrAsxAk9WLTyIbCDv50QJQpLyyGQG12EG97+rOInU9Ru/udnOFngQThs7lMqrVYrevbsiV27duH06dNYs2YNQqEQ+vfvj9atW6NevXolJWHVqlWQJKnMWwsDBw5EUlISAGDMmDFo0KBBxBlYFuKAHgoidHof3EueFB2FiCIlq0ga8wpe+mYDL5dXk0JfAFe8+l94g7y60K9fP+i6jlWrVmH16tWw2Wzo0aNHycfWrFmDQCCAn3/+GW3btj1vYFHXdTz66KMoLCxEWloa5syZg59++inir8+yEAf0oAf5c38LhPkfBFGisPe4HW7JiSmfrhAdxdB+ycrGfR8sMP0KibNvN6xevRoXXXQRbDYbgKKZhtzcXHz00UfweDxlXlWYOXMmvv/+e1xxxRV4//33oaoqHn74YeTk5ET09VkWBNODXhR8ejvChcdERyGiCEmO2nAOehS3/ps7q9aED3/cgo9/2m7qLaE7deqE5ORkLF26FLt37y41wFhcDv75z3+W+nOxjRs34rXXXkN6ejqeeeYZZGRkYPLkyTh+/DgmTZoEXa/4Ng/LgkB6wA3Pqr8jeHCl6ChEFAXnkCex80Quvti4W3QU0/jD+1/j0Kk80+7wqCgK+vTpg9OnTwNAqbLQpEkTNG/eHKdOnSp5XrH8/HxMnDgRkiRh+vTpJTMLN954I0aPHo3ly5fj3//+d4Vfn2VBEF3zI5i1Dt4fXxMdhYiioNRrD1uHcbhqBocaa5JfCxXNL5h4dURxQUhKSkLnzp3L/FjxFYhiTzzxBLKysvDII4+c95rnn38eTZs2xfTp07F58+Zyv7akR3L9gaqUrusIu08g951B0P35ouMQURRSJ3yN+Zk23Pj2p6KjmNLYrm3w33uvgdNmER3FVFTRAUxJ8yF/7s0sCkQJxtpuLJDWFrdMmSE6imkt2LwHby1bh7uH9YTLZq3w+QsXLsRPP/2E7du3Y8eOHXC73bjiiivwyiuvnPfcSZMm4dNPyy+B/fr1w/vvv1/y5+zsbPz1r3/Fjz/+CEmSMGDAAEyePLnM7ZNfffVVzJ49G1999VVUyxbjQZWXhXnz5mHy5MmYOnUqrr766qr+9AkvHHDDu+YthI6Xf8mHiOKMYoNr1IuYPH8NApo575vHiyc+XoZB7ZrjovSGsKjlbyr01ltvYceOHXA6nWjYsCH27dt3weeOGDGiZIvkc82fPx+ZmZm45JJLSh4Lh8O4++67sWfPHowfPx4+nw+ff/45Dh06hP/+97+Q5V/v9G/fvh0zZ87EM888k3BFAeCVhRqlh0MI5x6A98dXK34yEcUVR597kBOQ8eo3qyt+MlWrUFjHda9/jK1T76mwLEyePBkNGzZEeno61q5diwkTJlzwuSNGjMCIESPOezw/Px8zZ86ExWLB+PHjSx7fsmULtm7dihdffBHjxo0DADRt2hQzZszA1q1b0bVrVwCApmmYPHky+vTpg+uuuy6Wb1k4DjjWpJAf+fPuAPSQ6CREFAU5qQEc/R/Aje8sEB2FzjiSW4AHP1xY4f4L/fr1Q4sWLSBJUsxfa/78+fD5fBg1ahRq165d8nhWVhYAoEuXLiWPFf9z8ceAoiWNBw8exJ///OeYM4gWUVnQdR0ffvghLrvsMnTp0gWDBg3Cc889h4KCAgwbNgzDhg0DANx8882YPHkygKI2l5GRUfK/w4cPV993kQD0gBuFS6cgnHtAdBQiipJz+HPYkJmN5TsOio5CZ/lg5Wb8tO8Iglr1/gI2Z84cAMBvfvObUo83btwYAPDLL7+eNrp161YAKLmdsWfPHrz55pt4+OGH0bRp02rNWZ0iug3x/PPPY9asWahXrx6uv/56qKqKpUuXYtOmTQgEArBai4ZMxo8fX7JpxPDhw9GhQ4eSz5GSklI930EC0EMBBI9sgH/jLNFRiChKaqOLYG09EuMe/afoKFSGCf/8DL9EcDsiVhs2bMCuXbvQokWL8zY76tKlCzp16oQpU6Zgw4YNJTMLXbp0QefOnREKhfD444+jW7duuOmmm6olX02psCysX78es2bNQvPmzTF37lzUqlULAPDQQw9hwoQJyM7OLmlQxQONS5cuxYgRIzjgeIYe9KHg87tFxyCiGLjGTsN7q3bgWF6h6ChUhqO5hfjjhwsx4+axEa2OiNaFrioARRslvfXWW5g6dSoWLFgASZIwevRoTJ48GbIs41//+hd27tyJ+fPnIz8/H3/+85+xdOlSaJqGiy++GM8++2zCDDtWWBbmzZsHALj77rtLigIA2Gw2TJw4sdxhESo6drrwq/uhe06KjkJEUbJ1vAahpCa45wMulYxns1Zuwc0DumJgu+ZVeoWhoKAACxYsOG+w8WwNGjTAa6+dv7negQMH8Pe//x0PPPAAWrRogXvvvRdr167FlClTkJSUhOeeew733Xcf5syZU6l5ippS4czCtm3bAKDU9pHFevbsGfFZ2Gakaz74dy9EYPc3oqMQUbQsTrhG/gUT5/yAMFdKxr1b3pkPn6ZV6ef8/PPP4fV6zxtsrIiu63jiiSfQrl073HrrrThw4ACWLl2K22+/HePGjcOIESMwceJEbN68ueRo6XhXYVkoKCgAgDI3mFBVFWlpaVWfyiB0zQ/3okmiYxBRDJwDHsLRwiDeWbFBdBSKwNHcQtz/wYIqPS68+BbE9ddfH9XrZs+ejU2bNmHq1KlQFAV79+4FULQVc7HirZf37NlTRWmrV4VloXiP6VOnTp33MU3TIj7e0mz0gBuF3zzKXRqJEpCc2gz2Xr/DNW9+IToKRWH2qq1YvfcwAlWwOmLTpk3YsWMHWrRogb59+0b8usOHD2PatGm499570aZNm1IfCwR+LTJ+v7/SGWtShWWhY8eOAIC1a9ee97Gff/4ZoVDpfynFO1ad+7iZ6GEN2vGtCGyfLzoKEcXANfIFfL/7CH4+cFR0FIrSbe98Dl+w8rcj/ve//wGI/qrCU089hfT0dPz+978veay4NCxbtqzksW+//bbUx+JdhQOO48ePx9y5c/H2229j+PDhJUOOfr8f06dPP+/5xbcljh418X9koSAKvrxfdAoiioHarD/UZgNw7cS3REehGBzLK8T9sxbgzQmXwmW3YsmSJViyZAmAonMcAGDjxo2YNKnoFnFaWhoee+yxUp+jsLAQCxYsgNVqLdmZMRJz587F2rVrMXfuXKjqr2+v6enpGDlyJObNmwePx4OkpCR8+umn6Nq163nLMeNVhWWhZ8+euPnmmzFr1ixcfvnlGDNmTMk+CykpKahXr16p53fv3h0OhwPvv/8+cnNzUbduXQBFGzadfWymUekBDzxrXkc475DoKEQULUlG0tjpeH35FuR6fKLTUIw+WrUVtw3qjoHtmmH79u3nHQ6VmZmJzMxMAEWbJ51bFj7//HN4PB5cdtllEQ82Hj9+HC+++CJ+97vflVyRP9sLL7wAl8tVsnRyyJAhmDJlSkKshAAiPKJa13XMnj0bs2fPRmZmJmrVqoWRI0di4sSJuOqqqwCUvrzy3Xff4Y033sCuXbvg8XgAFO29EMnuVcOGDSu1TebZ6tati5UrV5b8+cCBA1i0aBF++OEHHDx4EKdOnUJKSgq6deuGW265pczGVt0nhIXyMpHzjwFA2LxnrhMlKlv3myEPfAK17n9ddBSqpFb10rDhL7+H08qjrKtCRDs4SpKE3/72t/jtb38b0Se95JJLSp3MFa3k5GTccsst5z3udDpL/flvf/sbvv76a7Rp0waDBw9Gamoq9u/fj2XLlmHZsmV44oknSu0DUd0nhOlBDwq+uI9FgSgBSbYUuIY8hZv/vUR0FKoC+7Jz8MaSn/CH4b3htLEwVFZcnjqZkpKC+++v+J7/oEGDcOedd553yWft2rW4/fbb8dJLL2HMmDGoX78+gOo9IUzX/PDvWgDt8JpovlUiihPOSyZh/2k35qzdJjoKVZG/zP8etw7qzrJQBRL61Mmrr766zHtDffr0QZ8+fRAMBrFhw69rpKvzhDA9FIB78ZNRfw9EJJ5SuzVsXW/EuNc/Ex2FqpAnEKzyvRfMKi6vLAQCAcyfPx9Hjx6Fw+FARkYGevfuHdVukcWTqGe/5uwTwlq3bg3gwieETZo0KeITwsIBNzzL/wLdxz0niBKRa/TLWPjLQew4ev5+MpTYPlm3HQ+N6YdeLRtBkRP692OhIhpwrEkXGnBs2rQppk6dWua20+fKysrCmDFjoCgKVqxYgdTUVABFez9cd9112L9/P8aNG1cys9ChQwfMmTMHuq7jxhtvhMViwYcffhjxlGooPws5b/UBdPPuLUGUqCythsN11T9Q54HX4QlU7XbBFB86Nq6LVVPu4LBjJcRdzbr66qvx3nvvYeXKldi4cSO++OILXH/99cjKysKdd96JHTt2lPv6QCCARx55BIFAAPfdd19JUQB+PSFs8ODBWLBgAZYvX47Ro0fjrbfegizLeO+997Bz5048//zzyM/PxyOPPIKLLroIXbp0wd13343jx4+f9/XCAXfRls4sCkSJR1aRNOYlvLDgZxYFA9t25CTmrtlWJZs1mVXcXVm4kBdffBHvvvsuRowYgTfeeKPM54RCIUycOBELFy7EpZdeiunTp0d8deDAgQO46qqr8MADD+COO+4oOSHsySefLDkhrEGDBqVOCNP1MLRjm5H3/pgq+z6JqObYe98NrdcDqPfgm6KjUDWrl+zE7pfvq5ZjrM0g7q4sXMgNN9wAAFi3bl2ZHw+FQvjTn/6EhQsXYuzYsXj55ZcjLgoxnxCm+eH+5rELf2IiiluSow6cg/6ECe/yVFgzyC7w4K9froTbz2HHWCRMWSjeRat4k6ezBYNBTJw4EV999RUuv/xyTJs2rdRWmxWJ5YQwPRREYP+30I5tivl7IiJxnMOexvajOViwea/oKFRDXl24Gm4/98GJRcKUhY0bNwIAmjVrVurxQCCAP/7xj1i4cCHGjRuHl19+OapVEzGfEBbW4F46JcrvgojigVK/E3BzBv0AACAASURBVGztr8RVMz6t+MlkGH4thAdnf8OllDGIq7Kwd+/eMq8cHD58uGTPgyuvvLLk8eIhxqVLl+Laa6/F1KlTS+3CGIlYTgjTg174Ns5COC8zqq9FRPEhaew0zFm3BwdP5YmOQjVs7tptyMrJFx0j4cTVPgtff/013n33XfTu3RuNGzeGy+VCZmYmli9fDr/fj8GDB+P2228vef6UKVOwYsUKpKWloUGDBmUOPvbp0+eCZ5HHekKYHiiE54dXqv4HQETVzppxGfRarXDbTJ7/YFaT5izFB3eNQ7LdJjpKwoirstC3b1/s378f27Ztw/r16+H1epGcnIyePXviqquuwlVXXVVqaPHw4cMAgJycnAuukLjvvvvKLAuxnhCGoAfeH1+F7mczJUo4qh2uUX/Fo5+thhYOi05Dgny5cTdO5LlZFqKQMEsn40XYl4/Tr3cDNK/oKEQUJcfFD8Pd6TY0efht0VFIsHE9M/Du765kYYhQXM0sxDs94IZ31d9YFIgSkJzUEI5+f8CN//xadBSKA/PX78TJAv5dHimWhSjoegje9f8WHYOIYuAa8ResO3AC3+08JDoKxQFdBybPWYoCn7/iJxPLQqT0gAfeH/8GBM9frUFE8U1t3ANqq2EY//o80VEojsz7eTtOF/pEx0gILAsR0vUwryoQJSQJrrGv4t2V23Ein2WffqXrwBMfL0MB912oEMtCBPSgF961b/OqAlECsnW+DpqzIe77cIHoKBSH5q7dhnwPry5UhGUhIjp8694RHYKIoiRZXXANfw4P/u97cKUklSWs63ji4285u1ABloUK6JoPvg0fQPdzpzeiROO4+GFkFfjx7vcbRUehOPbfNVu5BXQFWBYi4FnNnd6IEo2c2hz2Hrfhmje/EB2F4lworOPJT3h1oTwsC+XQwxr8O7+C7jkpOgoRRck16q9YvjMLGw4eEx2FEsBHq7bCHwyJjhG3WBbKEwrAu6bsbaSJKH5Z0i+G2rQvfvMmT5WkyGihMGYsWQtvgEdYl4VloRyh03sROrFNdAwiioakwDVmGl5bthl5Xl5WpsjNXL6h1PlD9CuWhQsI+wvg+fHvomMQUZTs3SfAq6Zi0pyloqNQgjmR78aiLXsRDvPIpHOxLFxIWENgN9dlEyUSyZYK55DHcecHLAoUm+kLV8PDWxHnYVkogx70wrvuHSCsiY5CRFFwDnkce08W4JN1O0RHoQS1cncmsgvcomPEHZaFskgSfBs+EJ2CiKKg1GkHW+ffYPwb80VHoQT3yoJV3HfhHCwL59DDIQT2LOZySaIE4xrzMr7ccgA7j54SHYUS3EertkLmoGMpLAvn0vzwchMmooRiaT0CUr2OuOkfvKpAlVfoC+A/q7dCC3GP8GIsC+cI5WVCO7ZJdAwiipRsQdKYl/Hnr9bBF+CcEVWNvy9ag4DGTZqKsSycRQ+4iwYbiShhOHr/HvkhK6Z+uVJ0FDKQbUdOYsdR3o4uxrJwNllBYAf3kSdKFJKzLhwXT8Rv//WN6ChkQC9//SPyubEXAJaFUgIHf+DpkkQJxDXsGWw5chqLtu4THYUMaP76nQjr3KAJYFkoEfYXwL/hfdExiChCSoPOsLa7FONn8PwHqh7BUBgfrtzMQUewLJxFQmDft6JDEFGEksZOx39+2o3M0/mio5CBzV61Bb4gB2dZFgDoIQ3+bfO4YyNRgrC2vxLh1Bb43btfiY5CBrdu/1G4/dygiWUBAEJ++DZ+KDoFEUVCdcA1aioe/eRHaGFeHqbqN/vHLaZfRsmyACDsy0Xo+GbRMYgoAo7+9yPbG8abS9eJjkIm8Z/VW1kWRAcQTQ96eQ4EUYKQkxvD0ftuXP82bz9Qzdl46Ljpl1CavixAkuDfOld0CiKKgGvEX7Bm/3H8uOew6ChkMrNWbkbAxIOOpi8LodxDCBccER2DiCqgNukNteVgXP06l0pSzfvP6q0ImnhGxtRlQdf88P/yiegYRFQhCUljp+Of32/HyUKP6DBkQr9kZeNUoVd0DGFMXRYQDiGw62vRKYioArYu1yPgqI8HPlwoOgqZ2AcrN8Nv0lsRpi4L4UA+Qqd2i45BROWQrElwDX8W9/1nuegoZHL/XbUVobA5t382bVnQwxoPjSJKAI6Bf0JmrhezVm4RHYVMbuexUzieXyg6hhDmLQtBL/wsC0RxTa7VAvaLJuDqNz8XHYUIAPDe95vgC5jvVoRpywIgQcvipi5E8Sxp9ItYtuMwNmeeEB2FCADwxYZdCIbNt0GTKcuCrusI7l0C6OZdBkMU7yzpgyA37onr3+RSSYofW7NOwIynVpuzLAQKiw6OIqL4JClwjZ2GaYs3It/HQ3wofug68O32A6Jj1DhTlgVJsSJw4HvRMYjoAuwX3QKPnIwnP1kuOgrReT5fvxMFJtv+2ZRlQTu+BdDMu7kGUTyT7GlwDn4ct723WHQUojIt3bYfqqKIjlGjTFcWdM2PwO5vRMcgogtwDnkCu7Pz8fmGXaKjEJUpK6cAp0y2k6j5ykIogODBH0THIKIyKHUzYOt0Da6awaFGim8LNu9B2ERnRZiuLEiyCu3YZtExiKgMrjGvYP7G/dh7Ikd0FKJyfb1pNwpMNHxrurIQPLoJ0M23RpYo3lnbjIJUtz0mzOQGTBT/Vuw4CLtVFR2jxpiqLOiaD8E9PIiGKO4oVrhGv4ynP19ryt3xKPEU+ALYfey06Bg1xlxlIaQhcHCl6BhEdA5Hn7uRq6l4ZcEq0VGIIjZ//U4ENHNcqTZVWZBkGaETv4iOQURnkVz14Oj/IG6auUB0FKKoLNqyF95gUHSMGmGqshDM+plbPBPFGdewZ7Hp8Eks3XZAdBSiqKzdfwRWk+y3YJqyoAe9COzh/gpE8URt2A3WtmMwbga3X6fEo4XC2HrYHIecmacshDUEM9eIjkFEZ3GNnY4PVu/EkdxC0VGIYvL9zkMImWC/BdOUBUm1I5S9Q3QMIjrD2mEcwsnNcNf7X4mOQhSztfuOoNBv/P0WTLNINJR3CAibYxCFKO5ZnEga+QL++PFKmOCXMjKw9QePQpWN/3u38b/DM7SsdaIjENEZzv4P4Lhbw9vf/iw6ClGl7M/OFR2hRpiiLIQDbgQPrxUdg4gAyClNYO/9e1z39peioxBVie1HToqOUO1MURagh6Ed2yQ6BREBcI18AT/uPYo1+46IjkJUJb7fdcjwh0qZoiwUDTfuFB2DyPTUpn2hpg/ENa/zVEkyjrV7s1DgM/ZMnCnKAocbieKAJCNp7HS8ueIXnHb7RKchqjLrDxyDqkiiY1QrU5QFDjcSiWfreiP8tjqY+NEi0VGIqtS+7BxIYFlIaBxuJBJPsiXDNfRp3Dv7W9FRiKrF9iPZoiNUK8OXhaLhxs2iUxCZmmPQYziY48FHq3mQGxnTD7syDT3kaPiyIFkcCJ3aIzoGkWnJaa1g73YTxr3xuegoRNVmzb4sFPqNOxtn+LKg+wsAzSs6BpFpJY1+CYu2HcK2LGNfpiVz23ToGCTJuHMLhi8LodxDoiMQmZal5RDIDbvjxrfni45CVK0OnMyDw2LcExSMXxayt4uOQGROsoqkMa/gxW82oNBn/IN2yNwCWgh5Xr/oGNXG0GVB1/zQsreJjkFkSvYet6MQTjzz2QrRUYhqxOHTeaIjVBuDlwUfQqf3i45BZDqSozaclzyGW/69WHQUohqz+9hp0RGqjaHLAmQFodN7RacgMh3nkKew41gOvtq0W3QUohqzNSsbIYMunzR0WZBUO8J5HHAkqklKvfawdbgK417/THQUohq170QOPAZdPmnoshD2nALCmugYRKaSNHY6PtmwD/uzc0VHIapR+7NzENZ10TGqhbHLQs4B0RGITMXabiz0tLa4dSY3YCLz2Z+dC6uqiI5RLYy7KBSAdor3S4lqjGKDa9SLmDx/DQKaMe/bEpXneL4bimzM38GN+V0B0MMa5xWIapCj773ICch49ZvVoqMQCXMsr1B0hGph3LKg+REuPCE6BpEpyEkN4Oh3P2745wLRUYiEOmDQWR3DlgWENYTdLAtENcE5/DmsP5SNFTsPio5CJNT2oydFR6gWxi0LksSyQFQD1EYXwdp6JMa//qnoKETC7Tx6Er6g8VbhGbYsSLIF4cLjomMQGZwE19jpeG/VDsPeqyWKxvE8NwJaSHSMKmfYsgDFCt1zSnQKIkOzdboGoaTGuOeDr0VHIYoLOR6fIfdaMOzSST3oAXQu3yKqNhYnXMOfw73/+x4G3eGWKGp5Hh8k0SGqgWGvLOge4x7oQRQPnAMewtFCDf/6bqPoKERxI8ftgywbry4YtixwuJGo+sipzWDvdQeueesL0VGI4kqOxwfVgBszGe87OiNccFR0BCLDco2ciu93H8XPB/jfGdHZcj0+2FTj3eE3blnglQWiaqE26w+1WX9c+waXShKdSwuFEQhxNURC0HUdYW+O6BhExiPJSBo7HX//dgtyPT7RaYjikhGPqTZkWUAoAD3ANd9EVc3W7Sb4LGl49H9LREchilsFPr/oCFXOkGVBD2vQ/QWiYxAZimRLgWvIU/j9rKWioxDFtVwPy0Ji0MPQA27RKYgMxXnJZOw/7cbcn7aLjkIU13LcXtERqpxxy0KQZYGoqii128DW9QaMe/0z0VGI4t7JQo/oCFXOmGUBADTjNTsiUVyjX8KCrQex4yi3UCeqSHY+y0LC0IOc1CaqCpZWwyE36Ir/e5tXFYgicaLADd1g50MYsyxIEnSNZYGo0mQLksa8hL8sWAdPwHjH7hJVBy0UNtxhUsYsC5ABlgWiSrP3+h0KdAee//wH0VGIEkYorMNgXcGYZUGSJOia8ZauENUkyVEHzoGPYMK/vhEdhSihhMJh3oZIHMb6F0VU05zDnsa2o6exYMte0VGIEkpY1xE22HuQccuCZNxvjai6KfU7wZZxBcbN4FAjUbTCBrwNYbyjsQDo0AEY7zxxopqSdPkMrD6Qjc5N66Nz0/qi4xAllIxGdQx3G8KQZaGoK/DKAlEsXGOmAXXao7ndj9dvv1J0HKKEk2RVYbRfWI1ZFqCzLBDFyNLpaqw/no+Bs34SHYUoId3boxmmDmkrOkaVMuw7qsSyQBQ1uV57KLKOQ3lcekwUK1kCJGNdWDBuWeCVBaLoOYc+C12yYm8ut0snipUiSwa7CWHYssDbEETRkyGnD4IvJCEzn1cWiGIlSxIkg11aMO47qsH+RRFVN0f/B2CVgWAojCOF3NSMKFYyjDbeaNSywNUQRFGTet8FhAoAgGWBqBKcFgWqbKy6YNjVEJJiFR2CKGEoDbvB4qgFXQ/Aqsg4UsDbEESxquOw8DZEopCsSaIjECUM+7BncUoDoJ2ERZFxwhMQHYkoYaXZLaIjVDmDlgUJkj1FdAiixCBbITftA7+uA749yPcHETbW5nNENaqW3XgX7Y33HQGArECysSwQRcJ58YM4GZJQX8qHFDiKEwFeVSCqjFQbrywkBElWWRaIIiT1uAPL3BLsih0IF+Iw5xWIKiXFpoiOUOUMWRagWCHbU0WnIIp7auNekG0pRcu8gscAtQ7257IsEFWGy2K8i/aGLAuSJEFy1BYdgyju2Yc/i9VeoJstDOQtQlBtjv153L2RqDJcFl5ZSBiys47oCETxTbVDanQRlrkltFYKIOV9A5/ckMsmiSrJaTHeW6vxvqMzJHst0RGI4ppz0KM4rkk4qQEO1Q7kf4eQnIwsbshEVCl21Xhvrcb7js6QOLNAVC6p2wQsckvo6UDRvIKWDUWx40gBywJRrKyKBOMdI2XgsiDbkkVHIIpbavMBkKwubPACvexhIG8xAMBuUbnVM1ElNHDa4NPComNUOcOWBd6GILow+9BnsNIDaADanJlXgLUltJAOdzAkOh5RwmqcbIMWZllIGJItBZCMN5FKVGnWJMgNumC5W4KM4nmFFYCrO055uSETUWU0SbYZ8tRjw5YFhPyQk+qLTkEUd5yXPIasIHAiBPRyAAgeB7RswNEBR3kLgqhSGifZYFNYFhKGHgpCTm4kOgZR/OlyExa5i/4y62XXS+YVYG+DQ/lcNklUGempDthV413VNmxZgCRBTm4iOgVRXLG0HAZYHNh0phO0VfMh5S0EAOiWdOzN4YZMRJXRupZDdIRqYdiyICk2yCm8skB0NtuQp/CDGwih6D9+h1K0vwIAeJWmyOSGTESV0iyFZSGhSKoNSmpz0TGI4oc9FXK99ljuOXMLwgEgeALQTgAAgnId7rFAVEkNXFbREaqFYcsCACi1W4mOQBQ3XIMfx6EgcOrMyshS8woAIDu5eyNRJdV2GO94asDgZUFO4cwCUYlO15cMNgJAW7WgZF4BACyqhedCEFVCLZsKXRedonoYuyy4uHSSCAAsbccirNiw5UwXKJpXsBbtrwAAshNWRcEJD/dZIIpV02Q7/CHjbcgEGLwsSLZkQDbeueJE0bIOfhwrPEDxX2NF50Fkl8wrwNENBf4gwgb9rYioJrSr44QOY/5HZOiyoAd9UGq1EB2DSCxHHSi12+C7s25B9LLrQP6SX5/j7MyrCkSV1L6OCy6LMX9BNXRZAMJQ6rYVHYJIKNfQJ7EvCOScdXW0nVoAKffXeQU4MnCY8wpEldKzYQpU2Xi7NwIGLwuS6oBSN0N0DCKxOlyDxYW//gVWMq9QsOLX59ha4UAuywJRZXSsmyQ6QrUxdllQLFAbdhMdg0gYa4dx0GQLfjlrRWQPO4DgyaIzIc4Iqs2wL5e7NxLFSkLRgKNRGbosAIBar4PoCETCWAY9huVulBq56u3QgfzFpZ7nkxviCPdYIIpZsxQ7NKOum4QJyoKc0hhFnY/IXCRXfSi1WuA7T+n//7c9d14BQEhOQRZnFohillHHBc2gyyYBE5QFhIKQU5uJTkFU41zDpmB3AMg/6+8vGYDz3HkFAIpi55UFokpoX8cFm2rct1Tjfmdn6OEQlLrtRMcgqnF6xpVY7C59VaGHHYB2qtS8AgDYVRVZPBeCKGYXNUg25NHUxQxfFiTVDrUOywKZi63L9QhIKnac8/7f23HOeRAAYE2HputwB0M1F5DIYLrUSxYdoVqZoCxYoTbiiggyF/XiR7DsnMFGoOx5BTi74xQ3ZCKqlDZpxjyaupjhywIALp8kU5FTmkBNbYqV5ww2XmheAc6OOMp5BaKYtarlgNEH6U1RFuSUJoBq7NZHVMwx7Bls8wEF5wxmX1Qyr3Cs9AfsbZCZz5UQRLHq3SgVIQMvmwRMUhb0oBdqw66iYxDVjDZjscR9/m85RfMKS897XLekYy83ZCKK2cVNayHZatzhRsAkZUFSbbA07iE6BlG1s3WfAB8U7CpjBKGdWgApb8F5j/uUZryyQFQJlzRPgyTxNkTCk1QbLC0uER2DqNqpAx7CEvf5j5fMK+SvOO9jAbk291ggipFFltAmzSk6RrUzRVkAwBURZHhyrZZQkhriR8/5v+EUzSucBoJHy3ihi3ssEMWoc70k+DTj7txYzDRlQbI4ISc1EB2DqNo4hz+DLX7AU8acVS8HgLwlZb7Oolp4ZYEoRr0bpRr2WOqzmaYs6FoAKucWyMhajcDSMgYbAaCdkl/mvAJkO2yKguNulgWiWAxJT4PTYuzhRsBEZUGyuqA26SM6BlG1sPe6E25dxt4yBhtlAC617HkFOLoh3x9E2NirvoiqTb/GtURHqBHmKQuyAkv6QNExiKqF0vd+LC4s+2Plzis4u+AEd28kikmKVUV9l1V0jBphmrIAAGrddoCsio5BVKXkOu2guOphtbfsWxA9HShzfwUAgCMDh3k0NVFMLm5aC17NHGeqmKos6CHOLZDxOIc9i40+wHuBWwkZF5pXAABrKxzIZVkgisXY1nWRbDHHL6CmKguSaoe11TDRMYiqkAy0uOSCg43lzisACFqaY38ed28kisWlretCNsFKCMBsZUGxwNpurOgYRFXG0fde5IVlHAiW/fFuNgBaDhA8UubHfXJDHOEeC0RRa5RkM828AmCysgAASlpLSLYU0TGIqoTc554yd2ws1tuJC88rAAjJKcjiHgtEURuWXhvBkHmWEZmuLOiaH5b0i0XHIKo0pUFnKI7aWHOBwUaggnkFAIpixxEOOBJF7cq29ZBsM8e8AmDCsiBZXbC2GSU6BlGlOYY+g3VewH+BX26K5hUsQEHZ8woAYFdVXlkgisHQ9NqiI9Qo85UFSYaFQ46U6GQVUvMBWHaBwUYA6GoDoOUCgayyn2BtjpCuozBgjqVfRFWlY12XKbZ4PpvpygIAyLYUyKnNRccgipmj/4M4HZKQqV34OX0qmFeAsxtOebkhE1G0hqfXhmLwI6nPZcqyoOthHllNCU3q+TssKiz/L6uieYWFF36CoxOO8hYEUdTGtWsAhwnOgzibKcuCbHXBlnGZ6BhEMVEbXQTFnop15cwlRjKvAHsbHMpnWSCKhlWR0Lux+VbUmbIsAIClWT9AsYmOQRQ1+7BnsdYLBMpZtdXFBkDLAwKHL/gc3ZqOvTmeqg9IZGAjWtSB30RLJouZtizoYQ3WloNFxyCKjmyF1KRXuYONANDHASC/nHkFAF6lGTLzuWySKBo3dWqEFKu5bkEAJi4LkjUJts7XiY5BFBXnoEeQrUk4Us5gIwBkqPmQci+8vwIABOU6nFkgioIqS7i0dT1IJhtuBMxcFiQJ1tbDAdkiOgpR5LrfikUVXFWQASRVNK8AALKTeywQRWFI8zSEdPPdggBMXBaAolsRlvSBomMQRURt2g+yLRnrKzj3qWheIb/ceQUAsKhWngtBFIUbOzZCkslWQRQzdVkouhVxregYRBGxDZuCVR7gAmdGlYhkXgGyHTZFwXE391kgioQsAVe1q2+aUybPZe6yIMmwtR0NSOZsipRAVCfkht3xbQW3IAAgQy0o9zwIAICjK/IDmmkvqRJF6+KmaaIjCGXqsgCc2aCpeT/RMYjK5Rz0KI5pwPEIdmZOUlQgv4J5BWcXZLt5C4IoUjd0aAiXxbxvmeb9zs+QLC7YOvJWBMW57jdXuGMjcOY8iFA+EMgs/4n2DBzmvAJRRCQA17RvAEU271umeb/zMyRZgTXjUkAy/Y+C4pSaPgiSxYmNEWyJ0NcBIH9ZxU+0tcSBvAomJYkIANCncSosJp1VKMZ3SACQZFiaDxCdgqhM9qFTsNIDVLC1AoAI5xUAaJZ07MtlWSCKxB3dmsBh4lsQAMsCAECyumDvcZvoGETns6ZArt8posFGIMJ5BQBeuSGXTRJFwK7KuK59Q6gmvgUBsCwAKFoVYW09HJI1SXQUolJcgychMwicjGCwsasNQLgACByq8LkhOZUbMhFFYFzb+lw1BJaFX4U1WNtfIToFUSl6lxuxOMKrCn0cAPIimFcAoCg2bvVMFIH7ejVHik0VHUM4loUzJGsSHD1/JzoGUQlL65GAasemCM96aq8WQMr7OqLn2lULsgp4iBRRedJT7OhSn1ecAZaFUpTarSCntRIdgwgAYB3yJL5zA+EInx/pvAKszRDSdRQEIri3QWRit3drwjfJM/hzOJuswNHjVtEpiAB7KpQ67bDCE9ktiGjmFeDsjtPeijaNJjI3WQLu7N4UNpU7/AIsC6VIihW2rjfwJEoSzjXkKRwIAqcj/OW/twNA/reRPdnRkfMKRBUYml4bVoVvkcX4kziPBGvbUaJDkNl1vA6LI9ixsVh7tQBSbmTzCrC3QWY+5xWIyvOHHs2QbOVVhWIsC+eQbclw9L5LdAwyMWvG5QgpVmyN4pf/ZEWJbF4BgG5Nx55cT4zpiIwvza5iRMs6kCRz79p4NpaFMqgNunDQkYSxXjIZy6MYbOxsAxAuBAIHI3q+T2mGzHzehiC6kFu7NkGIWyuUwrJQFlmFs999olOQGTnrQklrhe8jHGwEis+DiHBeAUBAroMjXDZJVCZZAh7u0wIuC29BnI1loQySYoGt43hI9lqio5DJJA19GnsCQG6klxVQPK9Q8XkQJWQXd28kuoAr2tSDQ+Vb47n4EykHz4ugmqa3Hxfxjo3FkhUVyF8e8fMtqpXnQhBdwOQBrZDMHRvPw7JwAZLFAUefu7iMkmqMrdO1CMoWbIvifbxTlPMKkO2wKQqOuwMxZSQysm71k9C+jkt0jLjEslAeSYWtw5WiU5BJqAP/hG/dQDRzVf0ciOqqAhxdUBDQeDAOURkm9W8Fq8IVEGVhWSiHbEuC8+KHRccgE5CTG0Gt1Rw/RDHYCBTPK3wV+QscXZDt4S0IonM1Sbbh0jZ1TX8U9YXwp1IBOakBLM0HiI5BBucc+jR2+ID8KAYbgeL9FZZH/gJHBrI4r0B0nol90vmGWA7+bCpiccIx4CHRKcjg9HaXY0mUg41F8wqeyOcVAMDWCvvzvNGFIzK4FKuK27vxHIjysCxUQJIkWJr05iZNVG1sXf8PfknFzihnDvtGO68AQLM0x74clgWis915URPREeIey0IkZAWuwZNFpyCDUi9+GEsLoxtsBGKYVwDglRvhCPdYICphV2U82q8lN2GqAMtCBCTFAmvrEVBqtxYdhQxGTmkGJaUxVnqjn8BOURSgYHlUrwnJKZxZIDrLPT2awSpzBURFWBYiJVvgHPKE6BRkMM7hz+EXH+COcrCxoxVF8wr+A1G9TlbsvLJAdIbTIuPxAa3gsnITpoqwLERIUlRYWw6FUqed6ChkJG1GYmmUg40A0M8JoCCyUybPZlctyOK5EEQAgPt7NQd3do4Mf0zRUCxwDnlSdAoyCFuP2+HRFeyOYTPF9mph1PMKsDaFrusoCISi/4JEBpNsVc7MKvCqQiRYFqIgySqsLQZBqddedBQyALXfA1jiju21KYoc9UoIOLvjlDcY2xckMpgHe6dDkTirECmWhWgpVriGPCU6BSU4Oa0VlKQGWBXljo0A0MEKIOwF/Puje6GjI465Oa9AlGpT8VCftSjTBgAAIABJREFUdDi5AiJiLAtRkmQFluYDoNTvJDoKJTDn8Oew2Q94YjiioWheYXn0L7S3QWY+5xWIHu6bDplXFaLCshALxQrX0KdFp6CEJQMth2JpYWx/WXWIZV4BAKzp2MsNmcjk0uwq7u/JqwrRYlmIgSQrsDTtDbVxD9FRKAHZ+9yFAl3GvhjHB4rmFaJfCeFVmuMQryyQyT3WryV4VlT0+COLlepA0tjpAHgpi6Ij9/kDlhTG9tpf5xX2Rf3agFyHeyyQqTVPsePuHs3g4BkQUWNZiJEkSZBTm8HWcbzoKJRA5LrtoTrrYHUMOzYCQN8Y91cAAF12cY8FMrW/jWwPC3drjAnLQiXIVhdcI58HLE7RUShBOIc9i/U+wBfDYCMAdIx1XgGARbHyygKZ1sCmtTAkvTYsCt/2YsGfWmWpNjgH/FF0CkoIMqT0QVgWw46NxVIUKfr9FQAAVthVBccKY9gBiijByRLwj7EdeVhUJbAsVJJsccLR6/eQU3jEKZXP0f8B5IQlHIxxsLG9FUDYF9O8AlxdURDQENJjvKRBlMBu79oEjZJsomMkNJaFqiCrcI34i+gUFOfkXr/H4kpcVSjaX+G72F7s6IJsD29BkPmk2lRMHdoOSTwsqlJYFqqApFhgbTkYapNeoqNQnFIadIXiSMNPldjmIOb9FQDAkcGjqcmUnh3UmkdQVwGWhSoiWZxcSkkX5Bj2LH7yAv5K3AVIjXleAYCtFQ7kcSUEmUu72k7c1rUJHJxVqDSWhSokpzSBrcv1omNQvJGtkJr1rdRgY4YVgO4H/Htjer1maY59udy9kczljdEdYFX4C1xVYFmoQrLVBdeIP0Ny1hUdheKI8+IHcTIk4bAW++fo50RMuzYW88mNuMcCmcoVbeqhV8MUKNyusUrwp1jFJMWGpLHTRMegOCL1uAOLYzwHolhl9lcAAE1O5R4LZBqpNhXvXNoJLg41VhmWhSomqVZY0wfB2mak6CgUB9TGvSDbUrCukr/UF80rxH5lQVbsOMIBRzKJ10ZmwKHy7a0q8adZDSSrE0mX/Q2SNUl0FBLMPuwZrPECwUoMNrazAtADgH9P7DlUC1dDkCkMTa+Nce0acKixirEsVBPJ4oRrxJ9FxyCRVDukxj0qNdgIAP0rOa8AS2PoOpAfqMTQBFECcFpkvH95Z+7UWA1YFqqJpNph63AV1KZ9RUchQZwDH8FxTcLRSr5HV3ZeAc7uOO3jNs9kfFOHtEOKjXMK1YFloRpJFieSr3wTULjNqBlJ3W/FokpeVQAqub8CADg64RiHG8ng+jROxS1dGsPJqwrVgmWhmsmONDgHPSo6BtUwtfkASFYXNlRya4OqmFeAow0O5XPZJBmXVZEw+8ouLArViGWhmkkWJxw9b4fSoLPoKFSD7EOn4EcPUNkpgX4OAAXfV+6TWNOxlxsykYE9eXEr1HVYRMcwNJaFmqDakXL1+4DFKToJ1QSLC3KDrvi2Cm5BdLS4IeV8WanP4VOaI5NXFsigutdPxgO90rmnQjVjWagBkiRBdtZG0qi/io5CNcB5ySRkBYETocp/rloKgILllfocfrku91ggQ3JZFMy7pjv3VKgB/AnXEMnigK395bC2u1R0FKpuXW+qksHGtlYAehDw7a7cJ5JdyOKAIxnQ22M6oI7DAkni+Q/VjWWhBkmWos2a5ORGoqNQNbG0HAbJ4sCmKrjq398BoOC7ymdSrDjCcyHIYK7v0BCXt6nHzZdqyP+3d9/hUVbpw8e/zzN9kkkjIUAooU1IQgIEDEUpBhABQQg1FMVdFBDRn2UVLEtxKa6iryiyoiJFV4pSRECNFFFwQV0UpSoKirRQAunJZOb9I2Y0mxBKpib357q4LnjKec4kZObOOfe5jwQLHqZojVgGLgJFvvTVkaHbU3yWCy6YgXBJvgLoMWg1nMqROgui+mgcbGLBrbGSp+BB8onlYYpGhzbciqnj/3m7K8LVDMGoES3Y5oIpCCjNV6hC5UYAc0uyC23Y7FWoNy2ED9GqCu9JnoLHyVfbCxR9AOaOk9DWbePtrggXCuj6OL8UwTkXDCs0c+YrHK5aQ+YEMnJlVEFUH//o2ozGISbZetrD5KvtJYrOhGXQmyj6AG93RbhKy2EuSWwE6OSK+goAphb8JvkKopq4uVEY49s0kL0fvECCBS9SjSEE9nvF290QLqBr3hu71sB3LvpcjtXloGRWNV8BMDTh6EUJFoT/CzfpeOf2RKnS6CUSLHiRojWia3QTpg73e7sroor0XR/n0xywu6i9UI2javtB/K5Y11CqNwq/p1EUVqW2khEFL5JgwctUfQDmGx9EF93F210R18tUC01YM7a7aAqimQ5w2KqerwDkqfVkGkL4vedSrLSuHYRBkhq9Rr7yPkDRmbAMfAM1uKG3uyKuQ8DNT/JTEVxw0bBCRzOQ9blL2rKpwZyUgkzCj42Mr8OYVlEE6GVUwZskWPARis5M8PAVsn+EP4pNJT3bdRXk4lyVrwCoqpETEiwIP5VUJ4j5veJk+sEHSLDgIxRVgxpYF4skPPoVfewAbKqefS78PA5xUb4CgFGn4zfZF0L4odpmPR8MaSMJjT5CggUfouiM6KI7Y+owydtdEVdJ1/kxtuWAq0oeNdWB4iiG/ENVb0xbUlb8YkFVN8oWwrN0qsIHQ9sQZJAKjb5CggUfU5Lw+BC6Rp293RVxBUpAbbQh0XyW67opiE5mXFNfASCgFefypCCT8D8Lbo3DGhaAXiMfUb5CvhM+SNGZsKQuQg2J9nZXRCUCUqZyuBAuumq9JK7NV8AUz2nJVxB+Znyb+gyKqS3TDz5GggUfpejMBI9ai2IO93ZXxGU4rP1Jd9FyyVIl+QpV3A+ilLE5v8iySeFHOjcIZc7NVtkgygdJsOCjFFWDagojOO09WSHhgwwJwyhUtRx04S/uJfkKdsg/6JoGDY04ckEKMgn/0DI8kLWDWsuIgo+SYMGHKRo9mpBGBA1eCor8APkSbadH2OLCxEYora/gonwFIF/TkF8uyciC8H0NLEbSR7QlUGop+CwJFnycojOiq5tEYJ8XvN0V8Ts1KAptSH12uDCxESDelfkKQIEazglZNil8XJhRx9aR7Qg2aFEU1/5MCdeRYMEPKHozhpjbMN30qLe7IgBTyjQO5EOWCxMbwbX1FQBQA/hNEhyFDzNpVT5Oa0tkgAGtbDnt0+S74ycUvRlz+/EYEtO83RXRrLfLExubuDpfAdBqDJyUkQXhozSKwppBrWkeapY9H/yAfIf8iKIzE9hzFrrG3bzdlRrL0PoO8tFw2MXlCzq5cD+IEjqMWg0ncyRYEL7p9b5xtK8XjEkSGv2CBAt+RtGZCBr4Btq6bbzdlRpJ2/FBNue4vt04Xa5L8xUwtyS7yIbN7soUTCFc4x9dmzGgeW1ZIulHJFjwQ4o+gKDhq9DUjvd2V2oUNaQxGksddro4sREgVGOHrG2ua9CcwNlcqd4ofM+9SQ2Y2LahBAp+RoIFP6XoAwgesQZNeIy3u1JjmFOm8X0B5Lj4l/UmOlCwQ94B1zVqbCEbSAmfc3frKGZ1ay67SPohCRb8lKIoKIZAgkeuRQ1t7O3u1AxNe/CJixMbobS+wg7XNmpswtGLUpBJ+I67W0fxbEqMFF3yUxIs+DFFUVEMwYSM3oAa0sjb3anWjO3uJsehcsQNI/vxrs5XAIp1DaV6o/AZEij4PwkW/JyiqijGYELu2CgBgxtp2k8i3Q2JjfB7voIr6ysAeWo9qbEgfIIECtWDBAvVgKJqUIwhEjC4iVrLiiYggv+4IbEx2pmvsN+l7drUYE7IJlLCyyRQqD4kWKgmJGBwH3PKNL7Jhzw3rEIsqa+w0+XtqqqJEzKyILxIAoXqRYKFasQZMNy5SVZJuIwK0V3Z7IbERoCWulyUzPUub9eo08lqCOE1EihUPxIsVDOlAUPw6A/Q1kvydnf8nqn9BC7ZVY4Wuad9d+QroK0DwMUCm2vbFeIqTEiqL4FCNSTBQjWkKCqqwULw8FXoGt/s7e74NTX5XrclNkZrQcHh8nwFAlpzPk8KMgnPm9a5KbO6WSVQqIYkWKjGFH0AQamL0McO9HZX/JKmdjwaUxi78twzBdEpALfkK2CK41SOBAvCcxRgQa9YHmjXSAouVVMSLFRzis6Epc9cjG3HersrfseUMp2v86DATdsrxLspXwFjc369JCshhGfoVIVVA1sxPK4uAXoJFKorCRZqAEVnJqDr45i7Pu7trvgPVYvSsJPbEhsBwjTFrs9XADA04qdMKcgk3M+i15Ce1pYejWtJoFDNyU4eNYSiN2NqOxbVHEH2hw+Dw+7tLvk0U4f7OV+s8KubcgQbaUuGbl2erwDkaxpyTEo9CzerG2hgc1o76gcZMGolUKjuZGShBlH0ZvSxtxM0eCloTd7ujk9T2t3Dx9nuG1X4I1/B9XMcBWq41FgQbhVbK4Avx3SgUbBRAoUaQoKFGkbVm9E1vJGQu9JRLXW93R2fpK3bBo0xmK/cOO3fUpfn8v0gnNRAqbEg3KZzg1A+H51MuFmHTiMfITWFfKdrIEVnQhMSTchft6Kt28bb3fE5xpTp7M6DQjclNgKEaWzuyVcAtBo9JyRYEG4wvk191g9pg8WgRVXcN/ImfI8ECzWUotGiGkMIHvEehvjB3u6O71D1KFHt2OLGxMaSfAUF8va5oXUtRq2WkzkSLAjX0akKb/SJZ3a35lJDoYaSBMcaTtGZCbz1n2gjE8jZMg13zKH7E/NND5NhUzjhxuKH7sxXwBxPTpENm71mfx+F60QG6Fk/pA3WsAAJFGowGVkQKDozxtajCRq+AkUf4O3ueFebu/jYjaMKAPG6PPfUVwAwJ5KRKwWZhGsk1Qliz186Eh8eKIFCDScjCwIoWSmhi0om5C9buPjOEOwXf/F2lzxOW78DqsHCfy+49zm1VPflK2BsIfkKwiVGxdfl5V6xziDhwoULfPLJJ2zbto3Dhw9z+vRpdDodVquV1NRUBg0ahKr+8fvn5MmTWbNmTaXP6NChA0uWLHH+OyMjgzlz5rBz504URaFTp05MmTKFWrVqlbv3hRde4O2332bDhg1ERka66FWLy5FgQTgpOiNqUH1C/rKZrHXjKfpps7e75FGGlKl8kQtu2jMKgIZaUBR35SsAhiYcPSnVG8X10ygKc7tbuTMxqsxowocffsi0adOIiIigffv21KtXj7Nnz5Kens6TTz7JZ599xosvvljy/xvo0aMHUVFRFT5j3bp1/Prrr3Tp0sV5zG63M378eH788UcGDhxIfn4+77//Pr/88gvLly8vE4gcOHCA119/nWnTpkmg4CGKw+GQyU1RjqMol/xv3yZny3Sw14DdC7Umgh76iX+cVTjtxpc7PAi62dJRDt3ilvaLY3fw9Le1mbXzZ7e0L6q3cJOOd1Nb0ap2ULmKjF988QV5eXl069atzAd3RkYGQ4YM4eTJk8ybN49evXpV+oxLly7RuXNniouL2b59O2FhYQB8++23DB06lGeeeYYBAwYA8PLLL/PSSy+xatUqEhMTAbDZbAwePJjQ0FDefPNNV758UQnJWRAVUnRmjIkjCRnzMWpQfW93x+3MnR/lpA23BgoALfVuzFcA8tR6UmNBXJebG4Wx754baVsnuMLSzR07diQlJaVMoAAQERHB8OHDAdi9e/cVn7Nu3Try8/O55ZZbnIECwG+//QZAQkKC81jp30vPASxcuJBjx47x9NNPX8OrE1UlwYK4LEVvRhNuJeSv29A3r/y3Bb/X+g63Vmws5dZ8BcCmhkj1RnFNtKrCP29uzppBrQk16jBor/1jQastmdHWaK6cBLly5UoAhg4dWuZ4vXr1ANi3748puu+//x7AOZ3x448/8sorr/Dwww9Tv371/yXGl0jOgqiUompRDIFY+i8g/7tV5HzyJNjdOavvedpGnVF0Zr5x81R/A2e+wvdue4aqmjiRJTkL4uo0DjaxelBrokNM173awWazsW7dOgA6d+5c6bV79uzh8OHDREdH06FDhzLnEhISiI+PZ+rUqezZs8eZs5CQkEDLli0pLi7m8ccfp1WrVowcOfK6+iqun4wsiKui6MwYWw4h5C+bUYMbers7LmW8eSo7csHdmRk3moGsL3BnLQuDVivTEOKqDIutw9d/6UCLWmYCqrAscu7cuRw+fJiuXbteMVi43KgClIxKLFiwgK5du7Jp0ya2bdtGr169WLBgAaqqsnjxYg4dOsTMmTO5dOkSjzzyCG3atCEhIYHx48dz+vTp634N4sokwVFcE4e9GIctj5wPH6Vg/2pvd6fq9BaC/u8wMzIUMord+6inw/OofWIynJ7nngdoa1PY+iSBz9WsVSzi2gToNLzaO46+TSOqvK300qVLmTlzJk2aNOGdd94hJCTkstdmZWXRuXNnbDZbmcTGq3H06FFuv/127r//fv76179y7733snv3bp588kkCAwOZMWMGkZGRrFy50rkaQ7iWTEOIa6KoGhR9IAG3Pouh5WCyPrgfR+5Zb3frugV0ncKvRbg9UAAIV22Qtc19Dwhow/k8KcgkLq91pIXVqa2pZdJhqmKRpbfeeouZM2fSrFkzFi9eXGmgAPD++++Tl5dH3759rylQcDgcPPHEE1itVsaMGcPRo0fZvHkzDzzwgHPVRHZ2No899hj/+c9/6NixY5Vel6iYTEOI66LqA9A1uonQcV+gjx3g7e5cN0fLNNLdXLER/pSvkPud+x5iiuN0jgQLojy9RuHpLk35dOQNRFkMVQ4UFi9ezNNPP43VamXp0qVERERc8Z7SKYhhw4Zd07Pefvttvv32W2bPno1Go+HIkSMAxMfHO69p2bIlUJIAKdxDRhbEdVM0ehSNHkvv5ylqOZSsDf41yqBr2hN0Rr71QD5gJzOQvQu37r1hbM6vlyS5UZR1Q90g3u6fSESAvspBApQsXZw7dy6xsbEsWrToqkYJvv32Ww4ePEh0dDTt27e/6mcdP36cuXPncu+999KsWbMy5woL/wiMCwokT8fdZGRBVJmiN/8xytDidm9356rpuz7B9hywe+BZLfV5cMF99RUAMETz08U89z5D+A2zTuXFni1IT2tHdIipSkmMpebPn8/cuXOJj49n8eLFVz2dsGLFCuDaRxWeeuopGjVqxD333OM8Vho0bNmyxXls69atZc4J15ORBeESilaPotVj6fMCRQlDyNrwf749ymAMRhMew6cZnkmGCldtKFlb3fqMAk1Djl2UkQVRUmBpab+WWPRal20AtWbNGubNm4dGo6Fdu3YsW7as3DVRUVGkpqaWOZadnc2mTZvQ6/XOHIOrsWrVKnbv3s2qVaucdRwAGjVqRM+ePVm9ejW5ubkEBgayZs0aEhMTyy3HFK4jwYJwqZJRhi6EjvuCnI8fp2DfKm93qUIB3Z7iaBGc90BiY5QWFEV1b74CUKCGcyLrlFufIXxbsEHLiz1bMMBa2+W7RB4/fhyA4uLiMps//VlycnK5YOH9998nNzf3mhIbT58+zTPPPMPYsWOJi4srd37WrFkEBASwefNmbDYb3bp1Y+rUqbISwo1k6aRwG3thDsXnfyJ74wMUn9nv7e6UYX7oKG9mGdnrganOoUGQUrwZ5WAPtz4nMzGb/u/t4z+/XXTrc4Rv6tcsgtf6xGPWqRi1sp20cC3JWRBuo+oD0EbGEzJ6AwG3PodiCPJ2lwDQW/ti1xj43kM5UQn6PMj8wO3P0Wn0sj11DWQNM5Oe1pal/VoSZtJJoCDcQoIF4VaKoqLoTBjjBxN671cYEtMA7w4V6rtM4VMPJTbC7/kKl9ybrwBajFotJ2VfiBoj2KDl//WI4csxHbipfggBeplVFu4jwYLwCEVnRDUEEdDjH4T8ZQuayETvdMQcjhrWlO25nglY/shX2OveB5niyCmyUWSXWcXqTlXg7tZR/DihM3e1isKk06BR5a1cuJeEosKjVH0ASkQMIaPWUXBgHTlbpuPIv+Cx5wd2e4ojhZDpoWGFG81A9m7cWl8BwJxIRq4UZKruOjcI5dXecdQJ0BMoIwnCg+R/m/A4RVFBZ8IQNwBDi37k7lpA3u5XoCjX7c92xA4k/ZLnpkES9Hlw0s31FQBMLSRfoRprFGTkxZ4t6NoozCX1EoS4VjJ2JbxG0RpR9AGY2t9L2MRvMLb9K6g6tz3PED+IIlXHfg9+poarRR7IVwAMTTgqNRaqnTCjjmdubs63YzvRs3EtCRSE18jIgvA6VW8GwNz1ccyd/o+cLdNLdrR0uHauQHvjo3yc4/YJAaeSfAWt+/MVgGJ9I45kun9kRnhGsEHL3zpEMzGpIaqCS8o0C1EVMrIgfIaqD0ANiCCg1xxCx+1C37yX69oOrIM2tCGfeyixEUrzFXbhiXUXeWo9TshKCL9n0Wv4+01N+Pnezkxq25AAvUYCBR/w0ksvERMTw65du7zdFa+RYEH4HFUfiCakAYH9XiHkL1vRNexU5TbNKVM5WACXPLVeEmipz4dMD+QrAMVqiOQs+LEAnYbJHaM5OrELDyVHE6jXSpDgQatXryYmJobVq1d7uys+S6YhhM9S9QGotWMJGvwWxZlHyd0+h8If07meiQSH9TY+yfRsfYdwtRDl0jaPPEtRjRIs+CGTVuXepAZM7tQErQoBOnlLFr5J/mcKn6fozWhrx2Hp/wr2vExyP3+Wgn2rwV50VfcbEtMoULQc8uDKwnpaUBUt5H7rkecZtDp+y5YER38RYtByT5v6PNI+Gp2qEqCXUQTh22QaQvgNRR+IJrg+AT1nEjZpL8bkCSj6gCvep+30MFuyPZfYCL/nK+TsxiN1IrXhKIrChXyb+58lqqRJiIlXesVydGIXHu/UhBCjTgIFN3E4HCxZsoQ+ffqQkJBA586dmTFjBllZWaSkpJCSkgLA6NGjmTJlCgBTpkwhJibG+ad086zLOXHiBH379qVly5asXbvW7a/Jm2RkQfgdVR8IgPmmvxFw0yPk/fdN8nb/q8ItsdWgBmiCo9hx2rNTEAn6fM/UVwAwt+FC/tWNsgjv6BQVwhM3Nuam+qFoVAW9Rn5Pc7fp06fzzjvvULt2bYYNG4ZOp2PLli3s3buXoqIidLqSZdoDBw7EYrGwefNmunfvTmxsrLONoKDL72dz8OBB7r77bnJycli4cCGdOlU9t8qXSbAg/FbpkktT27GY2v6VgoPvk7d7AcUZB53XmLtPY38+ZHswsRFK8xU8UF8BwBzPaVkJ4XO0qkJqTG2e7NSE+kFGzDoNqmyh7BFfffUV77zzDtHR0axatcr5of/ggw9y1113cebMGaKiogCcW2pv3ryZHj16lNtiuyI7d+5k0qRJmEwm/v3vf9OiRQv3vRgfIeGt8HuKzoiiM2GIG0TIHRsJuesT9LEDQKOHZr34JMezb9B1PZyvgMHKL1mSr+Arwow6Hm7fiF8mdmFBrzhahAcSqNdKoOBBa9asAWDChAllRgf0ej0PPfRQldpet24d99xzD5GRkaxcubJGBAogIwuiGlE0WtBo0Ua2JPDWZ1H6vECRoiGz2LP9KMlX+BKP7WtpaMRPx/M88yxRIVWB7tG1mJjUgJToMIrtSC6CFx04cACAtm3bljvXunVrtNrr++hbunQpmzdvJikpiQULFhAcHFylfvoTCRZEtaQaLAAoDvh7bThRBJ/kwJ48cHcaYIIuH055KF8BKNA25JiUevaKxsEm/tIqirGto9CpKha9BkVGELwuKysLgFq1apU7p9FoCAkJua52v/rqKxwOBx07dqxRgQJIsCCqOd3v79vRehiphdHBsCsPtuXAb26KGiI0HsxXAArUCE5knfLY82o6o1ZloLU2k9o1JD48EFUBg1ZGEXxJYGBJEvS5c+cwm81lzhUXF5OZmUlkZOQ1tztz5kwWLlzIyy+/jN1u54EHHnBJf/2BBAuixjD9nqFzoxnam0qqOe7IhS/z4KyLpirqakFVdZD7jWsavAoONVBKPbuZAiTXC2ZsqygGt6hDscNBkEHePn1VbGws+/fv5+uvv6ZBgwZlzn3zzTfYbGV/U1DVkjeH4uLK3wgsFguLFi1i3LhxvPLKKxQUFPDoo4+6tvM+Sv63ixpHo5T8iVChrwX6WOCCDXbkwVd5cK4KgcONJiDbQ/UVfqfV6KV6oxuUBggj4uoyNK4OelXBpFPRqpIX7usGDBjAe++9x4IFC+jevTsWS8m0ZGFhIS+88EK560NDQwE4efLkFdsODAzk9ddfZ8KECbzxxhsUFhby5JNPuvYF+CAJFkSNVjpNEamD2zRwmwXO2eCLXNiTD2euMXBI0Hs2XwFUjFqtjCy4iKpAx6gQhrSIZFhcHfSqikmnQatKHoI/SU5OZtiwYaxYsYK+fftyyy23OOssWCwWateuXSa3pHXr1phMJpYsWUJmZibh4eFAScGm0kDjz0wmE6+++iqTJk1i2bJlFBYWMn369GqdryLBghC/0//+C2NdHfSzlAQO2Xb4Mh/+mwfHiq5cBTJCU4iStc3dXf2DKY7comKK7J6sT1m9GDQqKY3CGB5Xh9uaReAAzDKC4PemTZtGkyZNWL58OcuXLyckJISePXvy0EMP0aVLFxo2bOi8Njg4mHnz5jF//nzWrFlDbm7Jdu/9+/evMFgAMBgMvPzyyzz00EOsWLGCwsJCZs2a5ZzSqG4Uh8Mh7zJCVKLYAUUOKAa+yYdv8uBwIeT/z09OXS1MDc9D+dJCydUeEDaCn8IX0mLhTs88r5poGR5I9+gwBsTUpm2dIAqKHVj0UjSpJjh69Ci9evWib9++PP/8897ujt+QkQUhrqA0xwGgowmSjCXTFxk22JsP+wrgSCF0MgHZX+KxQAHAFCtTEFehXqCB7tFh9G9em26NQtEoChpFcW4DbZR3wmonIyODWrVqlflNPy8vj1mzZgHQo0cPb3XNL8lpFdvtAAAUkUlEQVSPiBDXQFXA9HvgUFcHtbXQJQC0CjjshZBdAJYuJUmODg/UPjA25dgpqbHwv4INWm6qH0LvpuH0aRpBuFlHUbEDi6xgqDGWLFnChg0bSE5OJiIigrNnz/LFF19w6tQpunTpQu/evb3dRb8iPzlCVIHmT8EDGj1YuoI1GVQT5P8AFz+CS1sgaycUX3D58+26hhzJrNnVG3WqQmJtCzfUDaJbozDa1wsmwqwnz2bHotOg/p6cKKMHNcuNN97IwYMH2bFjB5mZmWi1WqKjoxk9ejR33nlntU5GdAfJWRDCnezFYM8uCR5sGZDzDWR9Drl7SmoxFJ2uUvM58T/x4Ge5LN57wkUd9n3NQs3cUDeIG+uH0KVhKE1CzOTb7GhVBbNOiiMJ4Q4SawvhTqoG1N/LwuqjSv4E9wR7LqhGsBdA3j7I/gJy90Lefsg7APacq2repoRwIsv1IxbepgCNgo3E1AqgRa0A2kRaSIiw0CTUDA4HdgcE/qm0smz5LIR7SbAghKep+pI/UBIwWDpBYIeSAMFhB9UMxRch/zDkfAW530HhMSj4FQp/KQk0fqdoTH5dkCnMqKNBkIHmYQHE1gogqU4QceGBRFkMFBU7sNntGLWqlFMWwstkGkIIX+ZwlAQHjiJQ1JLpDHthyfRF4THyzV2Y9+Uv/HAhl1M5BZzKLuBUTiFnc4so9uKPtlGrUidAT71AI1EWA/UsBhoFmWgSaqKBxUhkgIFQk5ZiOxQWl1S7DNBp0EjxIyF8kgQLQvg5m91Bvq0Ym92BoijoVQWDVqXY7iDfZifXVkxOUTHZhcVcKrBxscBGZn4R5/NtXMgvosB2daWpFQXMOg1hRh1hJh3BBi0hBi2Bei2Beg0BOg0mrQajVsVBybNtdgeqomDQKDI6IIQfk2BBiBrM7nBgv+q3AAWNgmSRC1EDSbAghBBCiEpJCrHwexcuXGDVqlVMnDiRnj17kpiYSNu2bUlLS2PVqlXY7WWH2Ut3nktJSaFt27aMHj2affv2Vdj2zp07iYmJYevWrZ54KUII4ZNkZEH4vXfeeYdp06YRERFB+/btqVevHmfPniU9PZ2srCx69erFiy++6Bw+nz17NosXL6ZXr15ERkby/vvvY7PZ2LRpE7Vr13a2m5OTQ79+/UhKSuK5557z1ssTQgivk2BB+L0vvviCvLw8unXrVqYOfEZGBkOGDOHkyZPMmzePXr164XA4aNOmDb1792b27NkA7N69m9GjR/PII49w9913O++fMWMGH330ER988IFzv3shhKiJZBpC+L2OHTuSkpJSbmvYiIgIhg8fDpQEBADnz58nLy+PxMRE53Wlfz9x4o8qiF999RX//ve/eeqppyRQEELUeBIsiGpNqy2pO6bRlCzbCw0NxWg0lslR+P777wGoV68eAPn5+TzxxBPccsst3HrrrR7usRBC+B6p4CiqLZvNxrp16wDo3LkzAKqqMnToUJYtW0ZWVhaRkZGsW7eOwMBA+vfvD8CLL75IZmYmf//7373WdyGE8CUysiCqrblz53L48GG6du3qDBYA/va3v3H33Xfz3Xff8e6779K8eXPefPNNIiMj2bt3L0uWLOHxxx8nLCyMl156iZtuuom4uDhSU1P5+uuvvfiKhBDCOyTBUVRLS5cuZebMmTRp0oR33nmHkJCQK95TWFjIwIEDqV+/Pq+++iqLFy9m9uzZ3HfffSQlJfGvf/2L77//nvT0dMLDw4GSZZuffPIJ27Zt4/Dhw5w+fRqdTofVaiU1NZVBgwaVyaUoLCxk/vz5rF+/nosXLxIXF8fkyZOJj48v15+dO3dy11138a9//Yubb77ZdV8cIYS4RhIsiGrnrbfe4umnn6ZZs2YsXryYiIiIq7rvhRde4O2332bDhg1ERkbSuXNnmjZtyuLFi4GSBMiUlBQmTJjAAw88AMiyTSFEDeEQohp58803HVar1XHbbbc5zp49e9X37d+/3xEXF+dYuXKlw+FwOLKyshxWq9XxzDPPlLmuQ4cOjvvuu8/57507dzo2b97sKC4uLnPdmTNnHF27dnVYrVbHhx9+6HA4HA673e5o1aqVY/Lkyc7rdu3a5bBarY6FCxeWuX/69OmOTp06Oc6fP3/Vr0EIIdxFchZEtbFw4UJmz55NbGwsS5YsoVatWld1n81mY8qUKSQnJzNkyJAy5woLC8v8u6Cg7HbQsmxTCFETyGoIUS3Mnz+fefPmER8fz6JFi64qR6HUwoULOXbsGC+//LLzWGBgIJGRkXz22WfYbDa0Wi27d+8mJyeHZs2aXVW7smxTCFFdSLAg/N6aNWuYN28eGo2Gdu3asWzZsnLXREVFkZqaWu74jz/+yCuvvMLkyZOpX79+mXNjx45l5syZjBw5ksTERNavX4/ZbGbkyJFX7JMs2xRCVCcSLAi/d/z4cQCKi4tZsmRJhdckJyeXCxaKi4t5/PHHadWqVYUBwOjRo8nOzmb58uXs27ePFi1aMGXKFOdKiMpUtmzTaDSyYcMGPvvsM+Li4nj00UfLLNucPXu2c9nmihUrOH/+PC1atOCJJ56gbdu21/KlEUIIl5DVEEK4mKeWbQohhKfIyIIQLvTWW28xc+ZM57LNq82dmD9/PqdPn2bRokUAvPHGG3Ts2JFJkyYB0LhxY1JSUnj77bedyzaFEMJTZDWEEC6yePFinn76aaxWK0uXLr3q+g4HDhzg9ddf57HHHiMyMpLs7GzOnDlDXFyc85p69eoRGhrKjz/+6K7uCyHEZcnIghAusHDhQubOnUtsbCyLFi0iLCzsqu6ryrJNIYTwFAkWhKgiX1y2KYQQriQJjkJUwZo1a5g8eTIajYZRo0ZhsVjKXVPZss0BAwYwefJkRo0aVeZcaZJk69atncs2CwoKJMFRCOEVMrIgRBX44rJNIYRwNRlZEEIIIUSlZDWEEEIIISolwYIQQgghKiXBghBCCCEqJcGCEEIIISolwYIQQgghKiXBghBCCCEqJcGCEEIIISolwYIQQgghKiXBghBCCCEqJcGCEEIIISolwYKPOn78ODExMUyePJkjR45w7733kpycTOvWrUlLS+Pzzz93Xrt8+XJiYmLK7Fz4ZxkZGcTHx9OvX78yx8+cOcOUKVPo2LEjiYmJ3H777axZs4Zdu3YRExPDSy+9VOb677//nn/84x/079+f5ORkEhISuOWWW5gzZw4XL14s99zVq1cTExPD6tWr2bFjByNGjKBNmzZ06NCBKVOmcOnSJQD279/PuHHjuOGGG2jTpg3jx4937rnwvzIzM5k7dy69e/cmMTGRtm3bcuedd5b5egghhHAtCRZ83PHjxxk+fDgXL15k2LBh3Hrrrezbt4+7776bjRs3AtCvXz8CAwN59913KS4uLtfGe++9h81mY9iwYc5j586dY/jw4axevZqmTZty5513EhcXx/Tp01m6dGmFfVm5ciUbN26kcePGpKamkpaWRkREBG+++SZpaWlkZ2dXeN+WLVsYN24cYWFhDB8+nOjoaFavXs3EiRP55ptvGDFiBDabjcGDB5OUlMTWrVsZP348dru9TDu//fYbqampLFy40NlWnz59OHLkCGPHjmXlypXX+2UWQghRGYfwSb/++qvDarU6rFarY86cOWXO7d271xEXF+do166dIysry+FwOBzTp093WK1Wx5YtW8pca7fbHSkpKY5WrVo5Ll265Dw+ZcoUh9Vqdfzzn/8sc/2BAwcc8fHxDqvV6pg3b16Zc8ePH3fYbLZyfV25cqXDarU6Xn311TLH33vvPYfVanXExsY6du3a5TxeXFzsGDNmjMNqtTpuuOEGx7p168rcV9q39PT0MsdHjRrliImJcXzwwQdljl+8eNHRv39/R0JCgiMjI6Nc/4QQQlSNjCz4OIvFwsSJE8scS0hIoF+/fly6dIn09HQA0tLSAFixYkWZaz///HOOHz9O7969sVgsABQWFrJhwwYsFgsTJkwoc32LFi0YMGBAhX2JiopCo9GUOz548GACAwMvOxXQt29fkpOTnf9WVZXbb78dgObNm9O/f/8y15c+/+DBg85jBw8eZPfu3dxyyy307du3zPVBQUFMmjSJgoICPvroowr7IIQQ4vppvd0BUbm4uDgCAwPLHU9OTmbNmjXs37+fgQMH0rx5c2644Qa2b9/OyZMnqVu3LoBzaL40mAD4+eefyc/Pp2XLlhW23bZtW1atWlXueFFREStWrGDDhg0cOXKErKysMlMFp0+frvA1tGzZstyx2rVrAxAfH1/uXGRkJACnTp1yHtuzZw8A2dnZ5XIpAM6fPw/ATz/9VGEfhBBCXD8JFnxceHh4pcf/nCcwYsQIvvzyS1atWsX9999PRkYGW7ZsITY2lsTEROd1WVlZANSqVavCti93/MEHHyQ9PZ0GDRrQvXt3wsPD0ev1ACxZsoSioqIK7ysd0fiz0hGKys7ZbDbnsczMTAB27NjBjh07KnwOwPbt2y97rtRLL73Eyy+/zNKlS2nfvv0VrxdCiJpOggUfd/bs2UqP/3lkoGfPnoSHh/Puu+8yceLEChMb/3zPuXPnKmy7ouPfffcd6enpdOrUiddeew2t9o//Ona7nddff/3aXtg1Kg0qnnjiCe64445y548fP0737t1p27atW/shhBA1keQs+Lj9+/dXuMpg9+7dQMk0RSmdTsfgwYM5ffo0W7duZdWqVZjN5nJLJps0aYLRaOTQoUMVtv3111+XO/bLL78AkJKSUiZQANi7dy/5+fnX/uKuQatWrQD46quvqtzWyJEj2bhxY5nRFiGEEJcnwYKPy8rKYv78+WWOfffdd6xfvx6LxULPnj3LnBs2bBgajYYZM2Zw/Phx57LKP9Pr9fTp04esrCwWLFhQ5tzBgwdZu3ZtuX5ERUUBfwQppc6dO8eMGTOu+/VdrYSEBNq1a0d6ejrvvvvuZa8rKCi4YlthYWE0bdoUk8nkyi4KIUS1JdMQPu6GG27g3XffZe/evSQlJZGRkcHGjRux2+3MmDGjXCBQr149unbtypYtWwDKTUGUevjhh/nPf/7D66+/zt69e2nTpg0ZGRls2rSJrl278sknn6AoivP6hIQEkpKS+Pjjjxk+fDhJSUmcO3eO7du307hxY2fCojvNnTuXO++8kyeeeIJly5bRqlUrLBYLp06dYt++fQDk5OSUucdutzNr1iyWLVtGz549ee6553jttdfK5CycPn2abt26ERMTU2GgBDB27Fg+++wz1q9fj0ajoU+fPiQnJ7Ns2bIKr+/Xrx8//fQTW7du9cjXRggh3ElGFnxc/fr1Wb58OUFBQSxfvpxNmzYRFxfHwoUL6dOnT4X3DBo0CChZhVDRagMoSZBcvnw5AwYM4IcffmDx4sXs37+fqVOnOqct/hyIaDQaFixYQFpaGmfOnGHZsmV8/fXXDBkyhDfeeAOdTufiV15enTp1eO+993jwwQfRaDSsX7+eZcuWsWfPHucHclBQkPP6goICHnjgAZYtW8bIkSOZN28eRqOxXLuRkZF06tSJAwcOcOjQoXLnz5w5w86dO4mPj8dqtdK0aVPat2/P7t27+fnnn8td/9///pfDhw/TvXt3CRSEENWCjCz4gaZNm5abLqjMgQMHABg+fHil10VGRvLMM8+UO/7CCy84n/tnISEhTJs2rcK2Skcy/iw1NZXU1NQKr2/fvn2FH8xQEiBd7lxgYCDjx49n/PjxZY6XJjiW5lNkZmYyYcIE9uzZw8MPP8w999xTYXulBg4cyOeff87atWt57LHHypx7//33KS4uZuDAgc5jI0aMYNeuXaxcubLc9aXLVS83qiOEEP5GRhaqmezsbJYvX05ISAi33XZbpddWVBfh0KFDLF26lJCQkDKFlPzJb7/9RlpaGt999x3//Oc/rxgoAPTo0QOLxcL69evLlcxeu3YtOp2uTDGoHj16EBERwerVqyksLHQev3TpEps2baJhw4Z06tTJdS9KCCG8SEYWqolt27axb98+tm7dytmzZ3nssceumMA3aNAgGjVqRPPmzTGZTBw7doxPP/3UmQ9hMBg81HvX+fnnnxk2bBh5eXm89tprdOzY8aruMxqN9O7dm5UrV/L555/TtWtXoGTzrB9++IGePXsSFhbmvF6r1TJ06FDmz5/PRx995Jy6WbduHfn5+QwdOrRMzocQQvgzGVmoJj788EPmzZvHyZMnGTduHGPGjLniPcOHDycnJ4cNGzawZMkSvv76a2666SYWL15cbrmlvzh69CgZGRk0aNCgzLLSq1E6zbBmzRrnsdKEx4pKYJeuPPlzie2VK1ei0+mceSNCCFEdyMiCj6ps3r4ic+bMYc6cOdf0jPvuu4/77rvvWrvm026++WYaN27M888/z5gxY1i0aBGhoaFXdW9SUhLR0dFs2bKFS5cuYTKZ+OCDDwgNDXWONPxZZGQkKSkppKenc+TIES5evMjhw4fp06dPmVEIIYTwdzKyIKqdcePGMWXKFPbv388dd9xx2SqYFRkwYAAFBQVs3LiRTz/9lAsXLnDbbbdddrXHiBEjgJINvCSxUQhRXUmwIKqlMWPGMG3aNH744QdGjRp12U2u/teAAQNQVZW1a9c6pyAut6IDoGPHjkRHR7N27Vo2bdpE48aN6dChg0tegxBC+AoJFkS1lZaWxqxZszh27BijRo3ixIkTV7ynbt26tG/fnj179rB161asVmuluQ+KopCWlsbFixfJz8+XUQUhRLUkwYKo1lJTU3n22Wc5ceIEo0aN4tdff73iPaWJjjabrUxthcquV1UVg8FQYSKkEEL4O8XhcDi83Qkh/NmuXbu444476N+/P88++6y3uyOEEC4nIwtCVFHp9tyjRo3yck+EEMI9ZOmkENfh0KFDzkJY27dv5+abb3Zuoy2EENWNBAtCXId9+/bx/PPPExgYyK233srUqVO93SUhhHAbyVkQQgghRKUkZ0EIIYQQlZJgQQghhBCVkmBBCCGEEJWSYEEIIYQQlZJgQQghhBCVkmBBCCGEEJX6/4JltqcOt+TCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pie = m_pieplot(\n",
    "    apa_df\n",
    "    .groupby('arch_dep_gui_framework')\n",
    "    .count()\n",
    "    .sort_values('arch_dep_gui_framework', ascending=False))\n",
    "#plt.title(\"Dep GUI Framework Breakdown\", weight='bold', pad = 40, size=20)\n",
    "plt.ylabel(\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>arch_dep_gui_framework</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>355</td>\n",
       "      <td>qt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>356</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>357</td>\n",
       "      <td>wx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>358</td>\n",
       "      <td>gtk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>359</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>360 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    arch_dep_gui_framework\n",
       "0                      NaN\n",
       "1                      NaN\n",
       "2                      NaN\n",
       "3                      NaN\n",
       "4                      NaN\n",
       "..                     ...\n",
       "355                     qt\n",
       "356                    NaN\n",
       "357                     wx\n",
       "358                    gtk\n",
       "359                    NaN\n",
       "\n",
       "[360 rows x 1 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apa_df[['arch_dep_gui_framework']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'GUI Framework')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "guiframework_df = apa_df.dropna(subset=['arch_dep_gui_framework'])\n",
    "guiframework_df = guiframework_df.dropna(subset=['vcs_first_commit'])\n",
    "\n",
    "fig = plt.figure(figsize = (13, 8))\n",
    "#plt.yticks(rotation=90)\n",
    "sns.set(font_scale = 1.5)\n",
    "sns.set_style(\"white\")\n",
    "ax = m_swarmplot(x=\"vcs_first_commit\", y=\"arch_dep_gui_framework\", data=guiframework_df)\n",
    "plt.xlabel(\"Start Date\")\n",
    "plt.ylabel(\"GUI Framework\")\n",
    "#plt.title(\"Start Date / GUI Framework\", weight='bold')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pie = m_pieplot(\n",
    "    apa_df\n",
    "    .groupby('arch_dep_server_framework')\n",
    "    .count()\n",
    "    .sort_values('arch_dep_server_framework', ascending=False))\n",
    "#plt.title(\"Dep Server Framework Breakdown\", weight='bold', pad = 50, size=20)\n",
    "plt.ylabel(\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Server Framework')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "serverframework_df = apa_df.dropna(subset=['arch_dep_server_framework'])\n",
    "serverframework_df = serverframework_df.dropna(subset=['vcs_first_commit'])\n",
    "\n",
    "fig = plt.figure(figsize = (13, 8))\n",
    "sns.set(font_scale=1.5)\n",
    "sns.set_style(\"white\")\n",
    "ax = m_swarmplot(x=\"vcs_first_commit\", y=\"arch_dep_server_framework\", data=serverframework_df)\n",
    "plt.xlabel(\"Start Date\")\n",
    "plt.ylabel(\"Server Framework\")\n",
    "#plt.title(\"Start Date / Server Framework\", weight='bold')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (13, 8))\n",
    "plt.xticks(rotation=90)\n",
    "sns.set(font_scale=1.5)\n",
    "sns.set_style(\"white\")\n",
    "ax = m_swarmplot(x=\"topic_primary_fq\", y=\"gh_stars\", data=apa_df)\n",
    "plt.xlabel(\"Primary Topic\")\n",
    "plt.ylabel(\"Stars\")\n",
    "#plt.title(\"GitHub Stars / Primary Topic\", weight='bold')\n",
    "\n",
    "fig.set_facecolor('#45AFDC00')\n",
    "ax.set_facecolor('#00000000')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (13, 8))\n",
    "sns.set(font_scale = 1.5)\n",
    "sns.set(style=\"white\")\n",
    "result = apa_df.groupby([\"topic_primary\"])['gh_stars'].aggregate(np.average).reset_index().sort_values('gh_stars')\n",
    "ax = sns.barplot(x='gh_stars', y=\"topic_primary\", data=apa_df, ci=None, \n",
    "                 order=result['topic_primary'][::-1], palette=PALETTE)\n",
    "plt.xlabel(\"Average Stars\")\n",
    "plt.ylabel(\"Primary Topic\")\n",
    "#plt.title(\"Average GitHub Stars / Primary Topics\", weight = 'bold')\n",
    "\n",
    "fig.set_facecolor('#45AFDC00')\n",
    "ax.set_facecolor('#00000000')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "stars_df = apa_df.dropna(subset=['topic_primary_fq'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mayoubi/.local/lib/python3.6/site-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  after removing the cwd from sys.path.\n"
     ]
    }
   ],
   "source": [
    "def is_topic_dev(x):\n",
    "    return x.startswith(\"dev\")\n",
    "\n",
    "stars_df['is_dev'] = stars_df['topic_primary_fq'].apply(is_topic_dev)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "#order_stars.value_counts().sort_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(13,8))\n",
    "sns.set(font_scale=1.5)\n",
    "sns.set_style(\"white\")\n",
    "\n",
    "plt.xticks(rotation = 90)\n",
    "order = list(stars_df[stars_df['is_dev']].groupby('topic_primary').count().sort_values('name', ascending=False)['name'].index)\n",
    "result = sns.countplot(x='topic_primary', data=stars_df[stars_df['is_dev']], palette=\"Blues_d\", order=order)\n",
    "plt.xlabel(\"Primary Topics\")\n",
    "plt.ylabel(\"Count\")\n",
    "#plt.title(\"Developer Applications\", weight=\"bold\")\n",
    "\n",
    "fig.set_facecolor('#45AFDC00')\n",
    "ax.set_facecolor('#00000000')\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (13, 8))\n",
    "plt.xticks(rotation=90)\n",
    "sns.set(font_scale = 1.5)\n",
    "sns.set_style(\"white\")\n",
    "ax = m_swarmplot(x=\"topic_primary\", y=\"gh_stars\", hue = \"is_dev\", data=stars_df)\n",
    "\n",
    "plt.xlabel(\"Primary Topic\")\n",
    "plt.ylabel(\"Stars\")\n",
    "#plt.title(\"GitHub Stars / Primary Topic\", weight='bold')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc=1, borderaxespad=0.)\n",
    "ax.legend(loc='center right', title=\"Topic is Dev\", bbox_to_anchor=(1.25, 0.5), ncol=1)\n",
    "\n",
    "fig.set_facecolor('#45AFDC00')\n",
    "ax.set_facecolor('#00000000')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzcAAAHyCAYAAADWazD0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd5gkVbn48W+RdsmCItKggKhHBBRQaeEiguFeRcWEGBAQL9JXDIgZUVFUUEyIAVvgJ66IAl5FUVe9gBgAWxFBQTkqsBKKJEpYcqjfH6cHent7Zrp6u6dnar+f55lnZqrec+pdHnZn3jopK4oCSZIkSZrrVhh3ApIkSZI0DBY3kiRJkirB4kaSJElSJVjcSJIkSaqElcadwPIihDAPeDpwLXD/mNORJEmS5qoVgQ2A38UY7+68YXEzc54O/GrcSUiSJEkV8Uzg150XLG5mzrXtz88Erh5nIpIkSdIcthFp0ODa7hsWNzNnYira1THGReNMRJIkSZqrQggTXy611MMNBSRJkiRVgsWNJEmSpEqwuJEkSZJUCRY3kiRJkirB4kaSJElSJVjcSJIkSaoEixtJkiRJlWBxI0mSJKkSLG4kSZIkVYLFjSRJkqRKWGncCUiaY1rZOsC+wK7A2sBi4EzgOOrFdeNMTZIkLd8sbiT1p5VlwMeAg4BVu+7uDHyIVnY88Dbqxb0znJ0kSZLT0iT17Xjg/Sxd2ExYGfgf4Hu0Ml+cSJKkGWdxI2l6rewNpKlo/Xgh8L4RZiNJktSTxY2kfhxYMv5Njt5IkqSZZnEjaWqtbAfgySVb1YDdRpCNJEnSpCxuJE2nbGGzrO0kSZIGYnEjaTorD9hulaFmIUmSNA2LG0nTGfTsmmuHmoUkSdI0LG4kTedHwM0l29wLnDKCXCRJkiZlcSNpavXiDuCEkq2+S724fgTZSJIkTcriRlI/jgCu6DP2RuCQEeYiSZLUk8WNpOnVixuA5wB/nSYyB55Hvbhs9ElJkiQtyeJGUn/qxRXAtsD/AH/suvs34J3AltSLi2Y6NUmSJABPEJfUv3pxO9AEmrSyjYC1gcXAldSLYqy5SZKk5Z7FjaTB1IurgavHnYYkSdIEp6VJkiRJqgSLG0mSJEmVYHEjSZIkqRIsbiRJkiRVgsWNJEmSpEqwuJEkSZJUCRY3kiRJkirB4kaSJElSJVjcSJIkSaoEixtJkiRJlWBxI0mSJKkSLG4kSZIkVYLFjSRJkqRKsLiRJEmSVAkWN5IkSZIqweJGkiRJUiVY3EiSJEmqBIsbSZIkSZVgcSNJkiSpEixuJEmSJFWCxY0kSZKkSrC4kSRJklQJFjeSJEmSKsHiRpIkSVIlWNxIkiRJqgSLG0mSJEmVYHEjSZIkqRIsbiRJkiRVwkrjenAIYWfg55Pc3jzGeGlH7A7AkcC2wK3AycDBMcY7uvqcBxwG7AWsA1wEHBJjPLPH84fepyRJkqTxmQ0jN0eRCofOj3ziZghha+BMYD7wDuA4oEEqRrqdABwEnAgcCDwALAwhbN8ZNIo+JUmSJI3X2EZuOvwixnjaFPcPB24Cdo4xLgYIISwCjg0hPDvGeFb72nbAq4GDYoxHta8tAC4GPgnsNOI+JUmSJI3RbBi5IYSwZghhqUIrhLAW8DxgwUQR0rYAWAzs0XFtd+Be0igMADHGu4DjgR1DCBuMqk9JkiRJ4zcbiptvkNa83BlC+FkIYauOe1uRRpfO72wQY7wHuBDYpuPyNsClXQULwG+BDNh6hH1KkiRJGrNxFjf3AN8hrWN5CfARYDvg1yGEJ7RjJkZGru3R/lqg1vH9BlPE0RE7ij4lSZIkjdnY1tzEGM8Fzu249IMQwumkEZVDgT2BVdv37u7RxV0d92l/PVkcHbGj6FOSJEnSmM2GaWkPijFeBJwBPKd96c7253k9wud33J+InSyus69R9ClJkiRpzGZVcdN2FbBu++uJ6V+9Fu5vQMeW0e3YyeLoiB1Fn5IkSZLGbDYWN48Fbmx/fTFwH/C0zoAQwiqkxfwXdly+EHhiCGGNrv7q7c8XjbBPSZIkSWM2tuImhLBej2s7ArsAPwWIMd5Cmqa2V1eBsRewBnBqx7XvACsD+3X0Nw/YFzgnxpiPqk9JkiRJ4zfOQzxPDiHcQdpU4J/AlsD+7a8/3BF3SDvm7BDCccBGwDuBhTHGMyaCYoytEMKpwJHt82cuA/YBNgZe3/XsUfQpSZIkaYzGOS3tNGA9UlHxJeAVwEnA02OMV04ExRgvAJ5L2rXsc8AbgWOBV/boc2/g8+3PR5NGXXaNMZ7TGTSKPiVJkiSNV1YUxbhzWC6EEDYBrgA2jTEuGm82kiRJ0tw01e/Vs3FDAUmSJEkqzeJGkiRJUiVY3EiSJEmqBIsbSZIkSZVgcSNJkiSpEixuJEmSJFWCxY0kSZKkSrC4kSRJklQJFjeSJEmSKsHiRpIkSVIlWNxIkiRJqgSLG0mSJEmVYHEjSZIkqRIsbiRJkiRVgsWNJEmSpEqwuJEkSZJUCRY3kiRJkirB4kaSJElSJVjcSJIkSaoEixtJkiRJlWBxI0mSJKkSLG4kSZIkVYLFjSRJkqRKsLiRJEmSVAkWN5IkSZIqweJGkiRJUiVY3EiSJEmqBIsbSZIkSZVgcSNJkiSpEixuJEmSJFWCxY0kSZKkSrC4kSRJklQJFjeSJEmSKsHiRpIkSVIlWNxIkiRJqgSLG0mSJEmVYHEjSZIkqRIsbiRJkiRVgsWNJEmSpEqwuJEkSZJUCRY3kiRJkirB4kaSJElSJVjcSJIkSaoEixtJkiRJlWBxI0mSJKkSLG4kSZIkVYLFjSRJkqRKsLiRJEmSVAkWN5IkSZIqweJGkiRJUiVY3EiSJEmqBIsbSZIkSZVgcSNJkiSpEixuJEmSJFWCxY0kSZKkSrC4kSRJklQJK407gU4hhPcAnwQuijFu3XVvB+BIYFvgVuBk4OAY4x1dcfOAw4C9gHWAi4BDYoxn9nje0PuUJEmaDRo56wJPAuYBNzRr/GnMKUkjN2tGbkIIjwI+ANze497WwJnAfOAdwHFAg1SMdDsBOAg4ETgQeABYGELYftR9SpIkjVsjZ9tGzgnANcCvgDOAPzZyLm7kvLmRs9pYE5RGaDaN3HwCOJ9UcD2s697hwE3AzjHGxQAhhEXAsSGEZ8cYz2pf2w54NXBQjPGo9rUFwMWkEaGdRtynJEnS2DRy9ge+DKzY4/YWwBeBfRs5uzZr3DCjyUkzYFaM3LQLiNeRRlC6760FPA9YMFGEtC0AFgN7dFzbHbiXNAoDQIzxLuB4YMcQwgaj6lOSJGmcGjl7AF+hd2HT6anAjxo5q44+K2lmjb24CSFkwBeAr8cYL+wRshVphOn8zosxxnuAC4FtOi5vA1zaVbAA/BbIgIl1PKPoU5IkaSwaOSsCnyb9btKPp5FeLEuVMvbiBtibtNjtA5PcnxgZubbHvWuBWlfsZHF0xI6iT0mSpHF5MfDokm3eNIpEpHEaa3ETQliTtNbmEzHGXgUE8OCQ6d097t3VcX8idrK4zr5G0ackSdK47DF9yFK2aeQ8fuiZSGM07pGbDwD3AJ+dIubO9ud5Pe7N77g/ETtZXGdfo+hTkiRpXNab4XbSrDS23dLaC/HfDnwQWD+EMHFrPrBKCGET4BYemv7Va+H+BkDe8f21U8TRETuKPiVJksblrulDhtpOmpXGOXKzPrAKaTvlKzo+6sDm7a/fS9py+T7SwrcHhRBWIS3m79yE4ELgiSGENbqeVW9/vqj9eRR9SpIkjctvB2hzKxCHnYg0TuMsbq4AXtbj4xJgUfvrBTHGW0iHT+3VVWDsBawBnNpx7TvAysB+ExdCCPOAfYFzYow5wCj6lCRJGqPjSC9uy1jQrC19eLo0l41tWlq7wDit+3oI4e3AfTHGznuHAOcCZ4cQjgM2At4JLIwxntHRZyuEcCpwZHva22XAPsDGwOu7HjWKPiVJkmZcs8a1jZxvkV7U9uMe4EsjTEkai3FvKNCXGOMFwHNJu5Z9DngjcCzwyh7hewOfb38+mjTqsmuM8ZxR9ylJkjRGb6K/6Wn3A/s0a1w64nykGZcVRTHuHJYL7Q0SrgA2jTEuGm82kiSpiho5q5MOR9+TtLa521+Bg5o1fjyjiUlDNNXv1WObliZJkqThaq+heUMj533AG4BtSTvR3gB8GzizWcM326osixtJkqSKada4gXRQurRcmRNrbiRJkiRpOhY3kiRJkirB4kaSJElSJVjcSJIkSaoEixtJkiRJlWBxI0mSJKkSLG4kSZIkVYLFjSRJkqRKsLiRJEmSVAkWN5IkSZIqweJGkiRJUiVY3EiSJEmqBIsbSZIkSZVgcSNJkiSpEixuJEmSJFWCxY0kSZKkSrC4kSRJklQJFjeSJEmSKsHiRpIkSVIlWNxIkiRJqgSLG0mSJEmVYHEjSZIkqRIsbiRJkiRVgsWNJEmSpEqwuJEkSZJUCRY3kiRJkirB4kaSJElSJVjcSJIkSaoEixtJkiRJlWBxI0mSJKkSLG4kSZIkVYLFjSRJkqRKsLiRJEmSVAkWN5IkSZIqweJGkiRJUiVY3EiSJEmqBIsbSZIkSZVgcSNJkiSpEixuJEmSJFWCxY0kSZKkSrC4kSRJklQJFjeSJEmSKsHiRpIkSVIlWNxIkiRJqgSLG0mSJEmVYHEjSZIkqRIsbiRJkiRVgsWNJEmSpEqwuJEkSZJUCRY3kiRJkirB4kaSJElSJVjcSJIkSaoEixtJkiRJlbDSuB4cQngacAiwLfBI4BbgQuCwGOO5XbE7AEe2Y28FTgYOjjHe0RU3DzgM2AtYB7gIOCTGeGaP5w+9T0mSJEnjM86Rm81IxdWxwFuAT5GKnF+GEJ43ERRC2Bo4E5gPvAM4DmiQipFuJwAHAScCBwIPAAtDCNt3Bo2iT0mSJEnjNbaRmxjjyXQVEyGEY4DLSUXE/7UvHw7cBOwcY1zcjlsEHBtCeHaM8az2te2AVwMHxRiPal9bAFwMfBLYqeNRo+hTkiRJ0hgt88hNCGGlEMIrQghvDCE8aln6ak8JuxF4WLvvtYDnAQsmipC2BcBiYI+Oa7sD95JGYSb6uws4HtgxhLDBqPqUJEmSNH6lipsQwpEhhN91fJ8BZwCnAE3gTyGEzUr2uWYI4REhORzYkjRlDGAr0ujS+Z1tYoz3kNbnbNNxeRvg0q6CBeC3QAZsPcI+JUmSJI1Z2ZGb5wO/6vj+xaSpWZ8CXtu+9r6SfX6NNFpzKfBO4CukaWMAEyMj1/Zody1Q6/h+gyni6IgdRZ+SJEmSxqzsmptHA3/r+P7FwBUxxvcBhBC2APYs2edHSKM+G5F2JJsHrAzcDazajrm7R7u7Ou7T/nqyODpiR9GnJEmSpDErW9ysAtzX8f0upGlpEy7noZGRvsQY/wT8CSCEcCJputgJpPUud7bD5vVoOr/jPu2vJ4ujI3YUfUqSJEkas7LT0q4CtocHR2keC/yi4/4jSYvyBxJjvBf4PvDyEMKqPDT9q1fBtAGQd3x/7RRxdMSOok9JkiRJY1a2uPk2sE8I4YfAD0mHX/644/42wGXLmNOqpMX6a5K2XL4PeFpnQAhhFdJi/gs7Ll8IPDGEsEZXf/X254van0fRpyRJkqQxK1vcHEGaMrY9UAB7xxhvBgghrA3sxkM7nU0phLBej2trAa8Eroox3hBjvIU07W2vrgJjL2AN4NSOa98hrdXZr6O/ecC+wDkxxhxgFH1KkiRJGr9Sa25ijHcD/93+6HYbabrWHX12d3II4S7gXOA60mYF+5I2Fnh1R9wh7ZizQwjHte+/E1gYY3xwvU+MsRVCOBU4sn3+zGXAPsDGwOu7nj2KPiVJkiSNUd/FTXuU4yLgCzHGo7rvxxgfAG4p8ewTgb2BtwHrADcDvwH2ijE+uI4nxnhBCOG5wCeBz5Gmwh0LHNyjz72Bj7Y/rwP8Edg1xnhOV65D71OSJEnSeGVFUfQdHEK4GXhXjPG40aVUTSGETYArgE1jjIvGm40kSZI0N031e3XZNTe/oWshviRJkiTNBmWLm/cBe4QQ9g0hZKNISJIkSZIGUfYQz88C/waOIy2yv4ylNxAoYozPGUZykiRJktSvssXNY0lbQF/Z/n794aYjqZJa2cNJuyy+GHgYcDtwNvAV6sWi8SUmSZKqpOxW0JuMKA9JVdTKMuDjwEHA/K67deDdtLJvAW+kXtw50+lJkqRqKbvmRpLKOI60xXp3YTNhBWBP4Ce0snkzlpUkSaqkstPSJFVFGlV5DrANMA+4Hvgu9eKmIfW/F/CGPqN3Ag4D3juUZ0uSpOVS6eImhLAZaYpJnXSoZffoTxFj3GwIuUkahVTUHAAcCDy+6+7RtLJTgEOHsBbmbSXj96OVfdjpaZIkaVClpqWFELYCLgD2A1YhbTBwO2nKySbA/Ty02YCk2aaVrQAsAL7I0oUNpL/LewMtWtmTl+E521L+TKx1gT0GfqYkSVrulV1zcxhwD/AU0nQWgANjjDWgQdoF6c3DS0/SkH0MeF0fcY8EfkwrW7fn3Va2Fq3sRbSyPWllL2nvhtZpqwHz22LAdpIkSaWLmx2Br8YYI2lLaIAMIMZ4LLAQ+MTw0pM0NK1sbdJUtH5tSBql7ezjcbSyrwDXAKcDJwKnAdfQyr5BK3tKO3LQ9XwrD9hOkiSpdHGzJnBZ++t72p9X77h/DqkAkjT7vB5YrWSbRnsqG7SynYDzSaO0a3TFzSONCP2GVvYyIB8wx0HbSZIklS5urgceBRBjvI203uYJHffXAVYcTmqShuw/B2jzWOBxtLLNSSM1a08TPx/4NrAYuK7ks+4HvlU6Q0mSpLayU0cuZMlFwr8ADgwh/JZUKL0FuGhIuUkarrWWod2BJdqvAhwKHAt8sMRzfkC9uLpkbpIkSQ8qO3JzEvCIEMKq7e8/SHqT+3PgTNKGAu8fXnqShujWAdutCLyyZJtnA98HLukz/p/Ae0o+Q5IkaQmlRm5ijCcDJ3d8/4cQwhbAy0hTShbGGC8fboqShuSnwK4l21xOmno6r2S7iQNCnwf8GNh6itgc2JV68feSz5AkSVrCoDsaPSjGeBVw9BBykTRaXwcOZ8lNQKbzFdJaukGsS724llb2DNLIzwHA9h33LwWOAb5OvbhlwGdIkiQ9qOwhnveHEF47xf1XhRDuX/a0JA1dKiCOKtHiauB44M4Bn3h7+7l3Uy9OpF7sAKwHPA7YgHqxOfXiaAsbSZI0LGVHbrJlvC9pvD4IPBrYe5q464AXUC/+RSv71YDPWrpdvfgnaX2NJEnS0JXdUGA6jwFuG3KfkoalXhTUi31IU8Rij4g7ga8Bz6BeXNxucylp05Ay/kK9OHsZMpUkSSpt2pGbEMJLgJd0XNo/hPDcHqHrAs8Ffj2k3CSNSr04BjiGVrYLsA1pw4DrgNOoF//u0eKTwM70Pzp75DDSlCRJKqOfaWlbk042ByiAndof3RYD55LOupE0F9SLn9PPqEy9+Cmt7J3AZ/vo9VPUixOWMTNJkqTSpi1uYowfAT4CEEJ4AHhdjPGkUScmaZapF5+jlV1N+vdg8x4Ri4AjqBdfndG8JEmS2spuKLApcOPENyGElYDtgA2BS2KMfx5ibpJmm3pxKnBqezrbC0mH+C4GzgAWUi8eGGd6kiRp+dbPmpudgZcDH4sx/qPj+qbAacCWHde+HmN8wwjylDSb9DudTZIkaQb1s1va64H/ijHe0HX9BGAr0jqbzwF/BvYJIewzzAQlSZIkqR/9FDfbAT/rvBBCeCLwTOCXMcZnxhjf1Y77G9OfnyFJkiRJQ9dPcfMoUtHSaWfSzmnHTVyIMd4JnAQ8eVjJSZIkSVK/+ilu5pEO9uv09PbnX3Rdv4q0wFiSJEmSZlQ/xc2VwBZd13YEbogxXtV1fTXg5mEkJkmSJEll9FPc/ArYO4SwJUAI4WXA44GFPWK3Aq4ZXnqSJEmS1J9+ipsjSFPTLgoh3AB8B7gH+ExnUAhhRWA34NfDTlKSJEmSpjNtcRNjvAJ4FvBj4CbSiM3OMcZLukJ3ad///rCTlCRJkqTpTHuIJ0CM8XzgxdPEnEGaliZJkiRJM66faWmSJEmSNOtZ3EiSJEmqBIsbSZIkSZXQ15obSZIkzS2NnNWAzUi73t7QrHHlmFOSRs7iRpIkqUIaOU8A3gzsA6zdcf084MvAyc0a944pPWmknJYmSZJUEY2c1wB/At5GR2HTtj3wDeDMRs7DZjo3aSZY3EiSJFVAI+fFpOJllWlCnwmc3sinjZPmHIsbSZKkOa6RswLweWDFPpvsCLxmdBlJ42FxI0mSNPc9H9i0ZJsDRpGINE4WN5IkSXPfIKMw2zVyHjv0TKQxsriRJEma+9YfsN2jhpqFNGYWN5IkSXPfPQO2u3uoWUhjZnEjSZI0910wQJvbgb8OOxFpnCxuJEmS5r5jgftLtvlms8Zto0hGGheLG0mSpDmuWeMq4LslmtwPfGlE6UhjY3EjSZJUDfsDf+ojrgD+p1njjyPOR5pxFjeSJEkV0KxxM7AT8L/AA5OEXQO8qlnjuBlLTJpBK407AUmSJA1Hu8DZvZGzCWkk56nAPOAG4NvAD5o17htfhtJoWdxIkiRVTLPGIuD9485DmmlOS5MkSZJUCRY3kiRJkiphbNPSQghPB14P7AJsDNwEnAt8IMb4967YHYAjgW2BW4GTgYNjjHd0xc0DDgP2AtYBLgIOiTGe2eP5Q+9TkiRJ0viMc+TmvcDLgTOAA4GvAjsDfwghbD4RFELYGjgTmA+8AzgOaJCKkW4nAAcBJ7b7fABYGELYvjNoFH1KkiRJGq9xbijwWeC1McZ7Ji6EEE4m7c/+XtKoDsDhpFGdnWOMi9txi4BjQwjPjjGe1b62HfBq4KAY41HtawuAi4FPkrZGZIR9SpIkjUQjZx6wGbAq8M9mjX+MOSVpVhrbyE2M8dzOwqZ97W/AJcDmACGEtYDnAQsmipC2BcBiYI+Oa7sD98JD+7bHGO8Cjgd2DCFsMKo+JUmSRqGRs3Ej55PA1aTfkc4HFjVyftfIeUMjZ/54M5Rml1m1oUAIIQPWB/7ZvrQVaXTp/M64dlF0IbBNx+VtgEu7ChaA3wIZsPUI+5QkSRqqRs4LSQXNe4BHdN1+Gull668aOY+c6dyk2WpWFTfAnsCGwCnt7ydGRq7tEXstUOv4foMp4uiIHUWfkiRJQ9PI2Qn4LrD6NKFPAxY28mnjpOXCrCluQghPBL4E/Br4Rvvyqu3Pd/doclfH/YnYyeI6+xpFn5IkScN0FLBKn7HbAm8cYS7SnDEripsQwqOAHwH/Bl4ZY3ygfevO9ud5PZrN77g/ETtZXGdfo+hTkiRpKBo5z2DJafL9eFMjJxtFPtJcMvbiJoSwNrAQWBv4rxjjdR23J6Z/9Vq4vwGQd8VOFkdH7Cj6lCRJGpbXDNDmCcBTh52INNeMcytoQgjzgdNJfyGfE2OMXSEXA/eR5pN+t6PdKqTF/Cd1xF4IHBhCWKNrA4B6+/NFI+xTkiRpWB41YLv1J75o5KwEvJhU8MwDbgBOcQtpVd3YRm5CCCuSDs3cnjQV7TfdMTHGW0iHfO4VQlij49ZewBrAqR3XvgOsDOzX8Yx5wL7AOTHGfFR9SsulVrYerexxtLJBfwhLknq7Z/qQnu5u5KzQyHkPsIj0EvcQ4F3AkcDljZzTGzlbDidNafYZ58jNZ4DdSCM364YQXtdxb3GM8bT214cA5wJnhxCOAzYC3gksjDGeMdEgxtgKIZwKHNk+f+YyYB9gYx46EJQR9ilVXyubTzrY9gDg6R3XLwGOARZQL24bT3KSVBl/AF43bdSS7gP+QnpxvPskMSsALwJ2auS8sFnj14OnKM1O41xzM3FGzItJu6N1fhw1ERRjvAB4LmnXss+RdgM5Fnhljz73Bj7f/nw0adRl1xjjOZ1Bo+hTqrxW9hjg98DX6Cxski2ALwIX08q2mOnUJKliTuChnVn79X3gbUxe2HRaC/hBI2fDks+QZr2sKIpx57BcCCFsAlwBbBpjXDTebKSSWtnDgfOAx/cRfT3wDOrFopHmJEkV1sj5Kv1v71wAu5Km05c57+ZjzRofLJubNG5T/V499t3SJM0J76e/wgbSgtaPjzAXSVoevB1o9Rn7XtLmTGUP8tyvkbNyyTbSrGZxI2lqrWxVyq8x251Wtt4IspGk5UKzxh3Ac4BvAvdPEnYjsF+zxqeAXQZ4zKOAJw2WoTQ7WdxIms6uwLol26wCvGoEuUjScqNZ4/ZmjdcBmwCHAT8DfgWcRtpwYKNmjePb4Wv07GR6g7aTZqWxnnMjaU6ozXA7SVKHZo2rgUOnCbtlwO5vHrCdNCs5ciNpOvfOcDtJUnk/HKDN5cCfh52INE4WN5Kmc/EMt5MklXcy8K+SbZrNGm6bq0qxuJE0tXrxa+CSkq2uI80JlyTNgGaNO4HDSzT5B+mMP6lSLG4k9eMLJeOb1AunpUnSDGrW+AzwmT5Crwae36zx7xGnJM04ixtJ/fgqaTvSfvwfnnMjSWPRrPEuYA/SwcvdbgGOBurNGpfOaGLSDHG3NEnTqxcFrWxv0nSztwDzekTdD3wdOMBRG0karkZODdgfeCawGmmXs+8DJzZrLO6MbdY4FTi1kbM1sC0wH7ge+Emzxu0zmrg0w7KicB3ZTAghbAJcAWwaY1w03mykZZAO59yPdP7N2sBi4EzSVLSrx5maJFVNI2c+8CVgb3q/lL4V+Fj7IE9puTDV79WO3Egqp17cCBzR/pAkjUgjZx7wY2CXKcLWAo5s5KzXrPGemclMmr1ccyNJkjQ7fZSpC5tO727kvHSUyUhzgcWNJEnSLNPIWQ14Y8lmB44iF2kusbiRJEmafV4NPKxkm50bOU8cRTLSXGFxI0mSNPs8ZcB2Tx5qFtIcY3EjSZI0+6wyYLteW/VLyw13S5NUXa1sFdJbzDVI26VeRL24f7xJSVJfrluWdo2cDPgv4KmkgucG4DvN2sD9SnOCxY2k2auVrQvsS5p7vj5wN3AB8BXqxc+naLch8Gbgv4FHdty5mlb21Xb7G0eVtiQNwbeAQ4GsRJsc+Hkj563A24HHdnfVtkcAACAASURBVN3/bCPnNOCDzRpxOGlKs4vT0iTNTq3sncDVwKeBpwGPBh4H7AGcRSu7kFa2aY92OwB/BA5mycIGYCPgMOBCWpnz0iXNWs0afyUdkFzGccDXgKNZurABWBl4JXBeI2e7ZctQmp0sbiTNPq3sQ6SiZtUpop4CnEMr27ij3RbAQmDdaZ5QA362RFtJmn3eBdzWZ+xfSP9mvq6P2HWAHzZyHjVoYtJsZXEjzXWt7JG0svfTyn5KK/s1reyHtLL9aWWrjzu1gbSyZwAf6TN6A+CEju8/Sjqtux/rA4f0n5gkzaxmjYuAXYF/TRN6MfAy4E0lul8PaAyYmjRrWdxIc1UrW4VW9mXgKuDjwH8C/wG8EGgC19DK3jPGDAf1lpLxO9PKtmyvs9mtZNvX0srWLtlGkmZMs8avgScBHyT9e9/pD6SDPuvAc0ibp5Txxkbu+mtVi/9DS3NRK1sZ+AFpJ5zJrA18kla2PvXinTOT2DJqZesAuw/Qcn/gMmDFku1WB14EfHOAZ0rSjGjWuB74WCPnCGBT0r9d/27WuHIippHz3AG63pBUOP1xKIlKs4DFjTQ3fYipC5tO76CVnUu9+N9RJjStVrYq8FrSyNLawGLgLOAE6sUt7ahNGeyMhkD/89K7rTdgO0maUc0a9wN/n+T2mgN2O2g7aVayuJHmmlY2D/ifkq3eDoyvuGll7ybtXrZO153dgMNpZV9q3y878jJhReCuAdsO2k6SZpNbB2x3y/Qh0txhcSPNPbsDjyjZZkda2ZbUi4sfvNLKMmBn0mgJpGldv6ReFMNIsuM5nyMVV5NZDXh3O48DgYJy5zpA2jL6/IHyg98P2E6SZpOFwMtLtvkH8OcR5CKNjcWNNPdsvQztLqaVrQK8lbSrzmZdMX9tb1LwJerFfcuQY9LKXsXUhU2n3YHfAT+j/yl3E04AfglcTu+zHSZzPvXidyWfJUkzrpHzLGAf4DHAA0AEjm3WHlwvcxLwKeBhJbptNms8MNREpTGzuJHmnlUGbDePVrYGcDppxKaXJwBHAbvSyl5KvbizZ1QrC6TtSSfWzpxJvfhDj8h3lMzxre2PMsXNn6kXZ7fz+jzw+RJtP1ciVpJmXCOnDhwPbNF163nAWxo5vwL2ada4opFzJHB4n11fAxw7vEyl2cGtoKW55/oB210HfIvJC5tO/wksWOpqK3sWrexM4FLgs8ChpDeFF9DKzqOVvbgjdlsofQL2Ru3P3+4z/k5gv47vv9Az794+R704qd/EJGmmNXJ2An7O0oVNp2cC5zVyHtescQTw5T66vg54QbPGP4eQpjSrWNxIc8+3SetSyriRtGj0RSXa7E4re2gKXCt7LXAG8OxJ4p8BfJ9WNjENbduSOU7YFtgbOHGauJuBF1IvznvwSlov9HrSIaCTLa69CXgn9aLsqJIkzZhGztrAacCqfYSvD3yvkZM1a7yZNH3twh5xt5NGa+rNGn8aWrLSLOK0NGmuqReX08p+Cjy/RKvjSWfBlHUAsD+tbAfSupbp/s3IgM/Syq5gsC2dAeZRL+4F9mrvonYAsEdHf38FjiFtIX3zUq1TgfNhWtmngD1JUzfWIBV3PwZOoV64Q5qk2W4flt5hcipbkg7yPKNZYwGwoJHzDOCpwHzSqP/pzZq7o6naLG6kuek9wA7AWn3E/h34NJOfjTCV3UhF0cHAyn22yYAPAEcO8DyAGx78ql78BvgNrWxf0vqeu6gXd/TVS724Hfhq+0OS5pqyW/5D2ijmjIlvmjXSv6HScsRpadJcVC/+RFrQ/69pIi8Fnke9uIlUHJS1Nq1s4/azyngaaU532TeE9wOnLHW1XtxPvfhX34WNJM1hjZz5wOYDNN1m2LlIc43FjTRX1YtzSItMDyXtetPpEuDNwNOpF4va1wYpDG4nTXMY5N+Kneh/cf+EH1IvrhrgWZJUJYNO653f+U0jZ4VGzvqNnMc0clYfQl7SrOe0NGkuqxfXAYfRyg4nnVmzBvBv6sXlPaLPBl5Y8glnA2sOmN2awBHAy3hoF7Sp3AIcMuCzJKlKbiXtBtnPZgKdrgdo5KwPvJE0rfjR7Xv3N3J+RNpN7WfNWumNaaQ5wZEbqQrqxX3Ui0i9+P0khQ30tz1orzaT7To2nVupF9eSFvT/Y5rYm4BdqReXDPgsSaqMduGx9BTd6X2rkfN80hrLj/JQYQOwImkd5U+A0xp56cJJmhMsbqTlx0+AXgdtTqZFvTgL+D/SWpiyFgJQLy4lzQN/N9BdeF0LHAZsRb04d4BnSFJVfalk/F3An4Hvk0bxp7IbcGojZ8VBEpNmM4sbaXlRLx4AXgxc1kf0pcBL2u2uBk4v+bTfUC8eKqTqxb+pF58GHkdaJ7QD8GTgMdSLQ9sjPJKktmaN35G24O/Xh0m7VK7SZ/wLgVeUy0qa/SxupOVJvbiGdNjm10jzubvdQTrgbQfqxfUd1w8H7u7zKQ+QRmN6Pb+gXvyZenEe9eJP1Iv7+s5dkpY/+wPf7CPuMOC3lN9h7YDSGUmznMWNtLypF/+kXryBtMj/LcBn2h8HADXqxf7Ui393tfkd8FqmL3AeAA6gXiwcet6StJxp1kgHGqdR94WwxCYA9wAnAf/RrHFoO66sZzVyHrPMiUqziLulScurevEvyszprhffpZU9i7Sj2QtZ+uXIWcAR1IszlmorSRpIe3OBHwI/bORsAGxIepG0qFlb4qyzDQd8xIbAlcuWpTR7WNxI6l+9aAG7tQ/2fD7pYNDFwFntjQMkSSPSrHEtaSOWXgad5nvvgO2kWcniRlJ59eIfQHPcaUiSHnQJsGvJNnfT3yYz0pzhmhtJkqS576tQ+mDOU5o1/j19mDR3WNxIkiTNcc0afyedZ9avgvJn6UizntPSJEmSquENwLnApn3Evq9ZozXifGjkPB54Cun8neuBXzRrA68PkqZlcSNJklQBzRrXNXJ2BL4NPHOSsFuBg5s1vjzKXBo5LwLeDjwbyDpuXdPIORb4fLPGzaPMQcsnp6VJkiRVRLNG3qyxE/A04HjgD8BfgF8AbwI2nIHC5uPA6cBzWLKwgbT19IeBcxs5G40yDy2fHLmRJEmqmGaN3wP7zfRzGzlvB97fR+jmwMJGTr1Z444Rp6XliMWNpGXXyjYA9gEe275yOfB16sVk5zFIkiqmkbMacGiJJlsCewLHjiYjLY8sbiQNLhU1RwMvZel/Tz5KK/secKBFjiT11sjZENgf+A9gNeBfwHeBbzVr3DnO3Do1cp4J7AysDtwMnN6scUlX2GuBh5Xs+s1Y3GiILG4kDaaVbQz8EnjMJBErAa8E6rSyndoHf0qSeHCU4xhSQdD9+9gLgU83cg5t1vhCyX63Io2GbADcC/wJ+Pqgi/cbOa8BDga26rp1RCPnl8CHmjV+0b72kgEe8ZRGzibNGosGyU/q5oYCksprZSuQFotOVth0egxweruNJC33GjmrAj8D9mbyF83rAEc3cj7cZ5/bNnJ+BfwReG+77/8GjgLyRk6zkbN6yTw/ApzE0oXNhJ2AM9oF0ETOg1h3wHbSUvxlQ9IgXsDkP+x62ardRpIER5KmofXj0EbOf04V0MjZiTSSvuMkIauSpr79vJGzZj8PbeTsBXyoj9CVgK83craDgafR3T5gO2kpY52WFkLYADgQqJO2LFwD2CXGeHaP2N1IWwc+CbiBtL3hx2OM93XFPYz0j8bLSHNXW8A7YowXzkSf0nLigAHb/GjYiUjSXNLIWQvYt2SzA0kjPb36eyRwGvQ1KvN00u86e/QR28+OZxNWBt5DKrCeW6IdQA5cVrKNNKlxj9wE0tDpRqRh1N5BIbyA9Bf3X8Bb219/CPhcV9wKpF+eXg18gfQXbX3g7BDCZqPuU1qOTPZ2cNhtJKlq9qK/QqTT8xs5m0xy742Umw72ikb+4M6WPTVyng08sUSfkNbbnE5a51PGsc0a900fJvVn3BsK/B54RIzxphDCS4HvTRL3adIhVP8VY7wfIIRwK3BwCOHoGOPf2nG7AzsAL4sxntaOOwX4K2lrwr1H3Kc097WyZwAN0hadK5Heqn0D+F/qxcQPrdUG6HmQNpJUNU8ZoM0KpOm9izovNnJWIE03K9vX/5Be1k7mOSX7hPTzYnNgAWmtTz9uBpoDPEua1FhHbmKMt8UYb5oqJoTwJNK0seZEEdL2ZVL+r+i4tjvpF7HvdzzjRuAU4KUhhJVH1ac057Wyx9LKfgucB7yeNFV0a2BX4FvAVbSyl7ej/zXAE/49jDQlaY5bZcB283pcezT9bezSbYdp7q8xQJ8T7d4C/LyP2NuBlzZreFSAhmrc09L6sU378/mdF2OMOXB1x/2J2N/HGIuuPn4LrAk8boR9SlNrZY+mlW1JK9uEVpaNO50ltLLHAueS5mNPZn3gVFrZa5l8lHUq3x0kNUmqmOsHbNerCFh1wL6mG0m/ZcB+b2nWuAt4PmmGzGT9/BzYqWMLaWloxj0trR8btD/3+kt9LVDrij1rkjjasX8ZUZ/S0lrZ6qT51W8Cntxx5zJaWRM4nnoxyCjIsJ1MKl6mswLwNWA30tS1Mr5cNqlllraf3hV4Azw4x/wy0oLan1AvHpjxnCQt705i6ilhvSwijap3G/Tnx3Ttfgx8sGSfdwFnAjRr3AO8u5FzKPAa0iyAecB1pMNJ/b1JIzMXipuJtxJ397h3F0u+fVh1irjOvkbRp7SkVrYJ8BPSxhndNiPtwPcOWtkLqRcXTNLHDqS50U8h7UZzHfBN4CTqxXBOrk7PeFqJFquQTqn+JumguH58k3ox6aYhI5H+XCcCm3bdeQrwclKBuSf1ojWjeUlarjVrXNTIOZfpp4Yt0axZY6mXMc0aNzRyzqH/baUn/O80Of6mkfMHlpzJMp1TmzWWWGrQrHEH6WWSNGPmQnEz8Qtcr7mm81lyT/U7p4jr7GsUfUoPaWXrkd5gTbkjDfAo4Ge0su2pF3978GoqjE5h6WlimwO7AJ+ilR1Evfj6NHls2n7GPcDfqBe39ogqOwIDabHoJqSpmbtNE/sD+l9c2lsrezJpK+ldSHO6bwF+CBxDvbiiR/xOwE956O9pL5sBP6eVPZd6ce4y5SdJ5RxEmprVz0YrfwS+NMX9L1OuuLmNtEnMdA4lrTfuZxr17cAnS+QgjcxcWHMzMf1rgx73NiAt9u+MnSyOjthR9Cl1eh/TFzYTHg4c8eB3qbCZbv3LOsAJtLKlz5tpZSvTyvailZ0HXN7u63zgWlrZcbSy7p16yhzGOWG9dg4vJ21D2uvMpz+0772MetFr9HN6rWwtWtnpwEWkIuwJpKmgmwPvBv5OKzuWVrZyR5vVSG8lpypsJqwKfI9W1k+sJA1Fs8ZvSS+Ger1w6vQH4OPAFxs5ZzRyftrI+VwjX2Kb5u+Qzt/r10eaNRb3kePpwJth6RGjLrcDL2/WuKREDtLIzIXiZuKXpiWmzYQQaqTzcS7sin1qCKH7LUMdWAz8fYR9Skn6Rfn1JVu9hFY2sdbrRHoX1L18gVa2Rcez1yKNWCwAntEVuxppBOX3tLLO0ZpBR3BXpl7cT704jnqxDfBU4JXtj6dSL7Zt3xtsXUsqUs4AXjRF1ArAfsAp7fU1AK8FHlHiSY8EXjVQjpI0oGaNM0kvag4jTTnu9HvSSMjqpDWRe5O2Z/5P4O3AXxo5P2vk1NrrW17UbjOdI5o1PtNPfo2cGvA70prRs4DujZXuIe2kuX2z1vuAUWkcZn1xE2O8BLgU2D+EsGLHrTeR3iZ0zhv9Dumt7ksmLoQQHkH6Zev7McZ7R9Wn1OEFwLol26wE7EEr24Zy0wtWIE3Xgla2EmkXs12mabMicEx71zPovbHGdO4FblziSr24gHrxnfZH7zVE5XyMqUevOr2U9PcXBptmN0gbSVomzRp5s8ahpO2cA2mNy8bAIaSpa0+YovnzgPMaORs1a/wT2Al4J0u/dC1I6z93bdZ4/1T5NHJWaOS8tJHzf6TdY39HOodmB9Jh5x8jFVf7AI9p1nhts8afyvyZpVHLiqK7EJ9ZIYQPtL/cnPTG9f8BVwA3xxi/2I55EWne/lmkNxhbkvZRb8YYD+joa0Xg18AWpC0I/0n6xe/RwFNjjH/viB16n9P8OTdp/7k2jTEu6us/juamNFVsqvnRkzkSWJvyv2jfRlpX8yLS/8v9up70//GrSSM9ZZxKvdijZJv+pVGbnPTfo19/oV48iVZ2J/1NSet0G/VirZJtJGnoGjnrkXZ1XLPPJuc1aw9tTtDIyUgj988gjfRsSFo3cwPpZ8Q3mzVu7/HceaSNYl7Rfa9DARzcrLm+RuM11e/Vs2Hk5qPtj4m3yG9of/+uiYAY4w9Jc/sfDnyh/fXHgLd1dtQ+kHNX0kLstwGfIr1d3qW7CBlFn1LbPcvQbotpo5a2JqlIWXr9zdTWJ/0QO4VUtJexbNs6t7KMVrYOrWxdWtmKPSL2oFxhA7A5reyZDDbNzsN4Jc0W+9F/YQOwfSOn3vH9+sDhwGdJ581sRXqB+2zSKMw1jbznS7QFTF3YQCqSPtHIeUuJ/KQZNfaRm+WFIzfLkVa2HeUWd07YA3gHS6+V6cezYKDD0L5PvXgprexVpLnT/eyK8w1ScfMmYEfSWp5/kabENakXV03aspVtTNra+r9JmxJAWlC7APgy9eIv7bgjSJsylPVG0tkMZU/svpx6sdkAz5OkoWmPulxBmppWxoJmjX0aOeuTNpHpZ0ObdzdrfLr93J1Ju7f1azFQa9a4rWSe0lDM9pEbqVrqxW+BsmtOriPNZ75mgCc+wNILPfv1SADqxcnAvqS1NFM5lbQF9HmkBa6PJU2JexJpjvgVtLKjOhb3P6SV7UeaC/4+HipsANYiTQn9M63s0Pa1XqM5/ViRtCFDWf1siypJo/Zwyhc28NB5NMfT/06dRzbyB9c1lh35X4P0M0CadSxupNE4umT8MdSLexnsl+wfk+ZSD+KhLZrTmTmbk9aWdR7Edh9pY42XkKY3PHOK/lYEDiStnXtIK3s9cCzTTxn7MK3sg8Dkoz9Tu5I07eL+Em3uA7464PMkaZh6navXV7tGzmakafT9yoC3NHLmkzZlKes1A7QZukbO6o2cXRo5L27kPKv959FyzOJGGoVUKBzbZ/RC0vxoSAdTXlnyaV8CFpGmhpW15AhTvbiMevFu0g6BGwOPA9alXrwS2B2WOFthKvvQytIPvla2NvDFEjl9hDStouzZONcA/0e9uBL4cIl2H6ReeF6VtJxp5KzWyNm0kbNJI2fVcefT9i/SC5eybgD2p7+pxZ32ADZlsHWH6w/QZmgaOZs1co4mbT5zFmmTqLOBqxs5n2rkPHqc+Wl8LG6k0WmQzi+4Y5L79wJfAV5KvUg/zOrF/aQ1Kf3+cPs28NP2IZlfK5lf0X7+0urFPdSLK9vFzm20svVIPwTLmFhw+nrSWQ39ykg7uJ1S8nnHdvx3/Bjpv/10PkS9+ETJ50iawxo5T23k/D/SRiqXk+bt39jIaTZynjzO3Jo17gS+P0DTb5E2DShrPull1iAGO5x5CBo5zyUdcPpW0tTmTg8nbUp1QddGC1pOWNxIo1IvCurFoaRtON9OOpDyd6RFmx8EHk29eBP14p6udgtJhcSd0zzhJGAf6g/uCvJlyv2w+RFwE63sXbSyc2hlf6GVXUAr+wKt7EldsXtTfrrEDu0DRvcp2Y52m/fR//S0C6DrYLr0334b0gha57ani0lT155CvfjoALlJmqMaOYcD55PWGHaO1qxOGvm4qJHzgV5tZ1DZ3ShvI01pHvRA5juAfwzQ7g8DPq+nRs7DGjnbNnK2a+RsOEXcNqQ1qtPtKPcIYGEj5/HDzFOz36B/EST1q17cDHy+/dFvm+/Ryh5H+mH7Rh56s3YvaVeyL1MvftHV5nJa2V6kN3jTLcj/C3Ax6ZC27ukY2wBvoZX9CHhdO//Qd+5LegKw0QDt1iOt+9mZNG1vqoPszgVeQr1YvNSdenEhsD+t7G2kKRQFcAP14i5a2dq0sgNJ289v0r53GakYOrFnf5LmrEbOYcDBfYR+tJFzT7PGkaPOqZdmjbMaOd8hTQXux/uaNW5r5Aw6vTYnvfA5fLrALscM+LwltDc1eCvpcPSJ9TJFI+csUqF3WrPGAx1NDqP/2QDrAB9gsJdsmqPcCnqGuBW0BpbOgXkEsApwE/VismluE/HPJ53d9Lgedx8gvfG6gTT9bToXkU69/ixp++ayXtnO5VEDtF2ZenEfrWwV0g/5A4D/aN97APgpab3RQurFA5P00VtaD3Qsk/+AvAXYi3px+gB5S5plGjmPBf5G/zNW7gUe06xxXVc/awF7AVuT/k2+jnQo5h+HmC7tRfHfYuqF/gWpsDmy3ebZwJklH/XLZo1nDXBw6O+aNbYr+aylNHLeCxzB1GuFvgvs2axxVyNnY9JUwjIzj+4CNmrWltgoR3OcW0FLc1m9uJ96cT314qppC5sU/xPSSMcLSFMVziBNQTuctEXo1+mvsAF4CqmwKbvJwYQrgUsHaPf3jvUz91AvTqJe7EiaGrcuMI96sSv14kcDFDZ7kk7hnurN39rA92hlLxogd0mzT4Nyv/OsTBo1T41zVm3kfIE0yvFF0kGbewPvIU1l+3XHtsrLrFnjLtKBmq8gFSydb6LvIv07Xu8cXWrWOIvy/94e0257I+llVD9Tm6+m/1GlSTVy3gx8guk3QXg5D+0k+jLK/+46H/Df8uWI09KkKkrrcH7S/lhSKzu+ZG97kg4WPZRyP1QuoV78f/bOO1yK8mzjv0FQxILBEh27Jh67UaMTKyiWYEOsaNSgqCOosSSfGpNo1FhjTKJShtjFWFBRFGvsdeyJimJFhcEKAkqH+f643zm7Z3d2Z94BDgfc+7pyEc+ZZ2bO7sz7PuV+7uclQmcIopfZIF2aWf1JM1N/lwehsxJwDfkUhTQzJ3RWx4u/zzy6gQYaaMs4ooDNkYii1gl4hFLlOA07AE/6EfsFrnX1JBWGinU3cLfpQXGR2MzHgcu3Ncz6oar2kjku8QCaXZZc72E/Yg9EUauljPkY0CdwGZv2SzOEtCtSYANVg54J3Jaz2PyI5VBgkxcH+RG7IBZDEXQpaNfAIohGcNNAA62N0HGQukuMF09u5Wv/BNjV0qqjsXkQ2NvCLlFiuwsYD6yW024qlXNy5h/6gtUMhM4ouGvMwWmggUUUxuHOu/6UI7EZTP3AJkEnFIhsHLiFBjLXhDlf5jkDlyf9iF5IbbJedfo+oHfgtpwJFrg8DWzkR3RHlak1UED1DhAELu+kncyPWBL1zfQD1q/49Xt+xEBgQOA2K4EehQaB2qA/8IalTYLpBe0aWATRCG4aaKC1EDpNaOH/NbCC+dkXqJIQ4MVFB1faYGPs5yAAbIKGc26Lmv2z8ARJQODFMwmdgxA9LmuWxBzU62LHjQ6dzdBnuy0KXr5Gm/vNePGUsiOPtTpvyaYR3DTQwCKKwCX2I2ZjP8tllh+xBnC4hc3yiAJ3TvkPjSRxP9TD2AmYiPofBwdutlKZ6fVZE1XPxwVu7blmgcsDRiHsOCRKkyiPzUXVmoHAQ5XVlIpzPEbO/h0/Yhk0o61bjUM2AP4B7OVH7G/krnvnOXcF9qd44uvFgnYNLIJoCAq0EhqCAj9whM45aLBkrcBiFnACXlx/4RatajlgsnUAIPsDUCXFFjfixX2MtPMDwFp1jn0IOLhKbSx0tgNuh5qD1b4BjrZq4tf8nVuA3WscMQUN6fynqZjNxp6vPREvblAaGmhgEYYf8RpSgrTBs2g45DlZB1bgcyRGMMuPWAlRv7rVOHYuqgz9prKKAs1KYieh8QBJ1Xk2Glg5wPTZ1IQfsQRSilwK+CZwyWQL+BE/QYFYDxSsTQEeBQYGbnVPjx8xAtg367wGwwKXQ/yI96CQRPPq6DuxUfB8MXDZrsC1GmjDqOdXN4KbVkIjuPkBI3T+COSdp/JrvPimCvulUeawP7BV2W9eQc2gt+LFWTNxknN5FMtgXYQX/8GcoyNwqLmfRC1nFho8NxAvfqLO9ZcA9kMZxZ+iQOMTNID0TmBPlNFbBTW2vgoMwYurBQ1CZ0XgOfJtcucCf0FOgW3l6lu8+EeWNg000EAbgh/hU2tocW0cgebhdC9wySakSvkcqphn4VakCNbslPkR56KkWD0MAfqnBUa28COWQiqSR1B7nRyGem6mGptfAC9YXmpLJBBQZOjoSkhgwKaaflDgFkrqNdCG0VBLa6CBhYXQWR9p8ufFAEKnNG05dNZDcszX0DKwAfg5cC3wBqGzLvnwEjDa4n4S3Nz8/7x4Ol58I17soabVzkBHvPjguoGNbOfgxcON0tlP8eL18eJdUZ/Ne2iGz6HALsAvgT8AHxM6wwidzhVnG0z+7N15wE4UG1T3cQGbBhpooG1hKNSmcqVgPHLkOxW8Xic0WDhPYANwGBIwAMCPOIPswAZEO8s/Q60G/Ij2iCZ3JPUTQAcDD5hACJTkskV/NHjZFp8AEwKXf6ExAHlwQSOw+eGh0XPTQAMLFv2wqxQsixotryZ0VkXl97UzbDYAHid0foEXf1H3SC+OCZ1BiP+cF4/jxenyol48C1VtSgid9qg6syWiQnwBDEutvuj4o1GQVutzaodkRzcgdHbGiycROmsgSVAbnIT42jbBJiw4cYMGGlhsYBrKewHbIPrUl8AdaTSmhYHA5Xs/4kAkjJIlKvI90CtwmelHhWejzMGuVwe0Rt1kZs7krfYDnOhHDA5c3ir/oaGk7QNsjdbiLxEtLG0tPh0llPKgK3A2qojnpaOVY19UfTnK0i5IKluBy0l+xEdIivvHKceOBc43gdB8h+mh2gvR9r4DHjViDA20ATRoaa2EBi3tB4rQ+Qp76cpX8eKfEzqDUWNqXgzCi7OzaKKVPYHknbMwGdgRL34zx3nbAWeiyoZy/AAAIABJREFUDdqt+O0cNGvnbLz47TKbTYHXyZ9ouQMvPpTQyUPXqMRsFHC9Rv7G4u+A1Vtd1a6BBhYRGAf69+i9T3MynwDODFxebtUbqwE/YgdUia5V7X4PODxwedUcfwxKvtjgFVQpskkiJdgS9bpcZGk3KHBVRfEj2qFg5TdU9zg2r8WBy9tlx39EdiKtHJ+j3ssZ2FN9pwcuS/sRLwJeTpspwPpmHk8zTFB9ILAb6kedhPpCR8wPql4l/Ih9UVC3dcqv3wL+ErjcPr+v20A1Gj03bQCN4OYHCAUR+XphWuJL1I8yDjupzCnIES+pg4XO5ogC8EtaNobejDKDO9U531do0/gQbWATzPycaqiX5g6UjauHSUAPvPgFYxcgWkVezEFOyRUUGyLXFc1vCHIcGwOH4cWNjaqBBlJgApthZFdRpwL7By6PppzDQT0tRyLp5dnISRwSuHwwf++4+Zrt0JrYF60nMfABov/+p6LvZWm0Ftv03R2DKlj9CtzeocCfsO9HmRS4rGC+k1vMeeoeD+wVuDzvR/RAAYEtDkLDROtJTqfhm8BlJT9iTdSTVEtkJsEMoGfg8nCBe5xv8CP6owGuWcHcHwOXC1vhln7QqOdXN2hpDbRdqBKwD5JOXgM5tu+iBvPspvjQ6QLsgWSXvweewYvHLKjbTUHRrNEc5CzYzgBYztjdROgsA9xEdbDxI7Sh90Wb2eGoYXY3Sgv2e0i2eQ1Ei0vWiTFmIOc1eHGL7Blwacq10tAZuM9UbL5HM2RssAQSIyi6dnXAi4cQOqBNqlYFZxpwzCIV2Oh5PxQ5CnPQXIq78eL68x1CZ0vgREQlTN6Vp5Bc7KM1A9oGGlB1IQ89tBNwlx+xReCWetjMUMZBVPfO9QB+50c8CBwTuNSn21rCDMd8gBwOfeAyzTT2X5nz9K8hcYC8FYlKLAGsWsCuswnEziE7sAGzFvsRm2GnPFaODYEnsZt/hrEhcPnMj9gOuAHtQWl4F/AXNuXLj9gNuIp8Vaq/+BHvBW5pQGoDrYuGoEADbROhsxsqk9+LnOZtge2QI/4CofMyoZMuIxk6GxI6N6Bs261o87wJ+JDQuZ/Q2XnB/wEk/ShFmtHfpTSXwBYuobMkoh1kBRt7IdpCT7TRrY0Cmv+has9+tAwi1kHOzIeEzh7NPw2dFbBrKl0R0e02wD7jB6JtRAXsIBmC58VDUBDwJ/QdzUUBwXuIw70mXnxbwWu0LkJntbLnfSCiCP0RZW/HEjqXmCpipd3ShM4w5Iz1RfOLOqAApyeacv4SoVNk+GEDiznM3BWb9345FEQn9nujZ6yWY+2gNep5Pyrk7M83BC5XkY8G+19g78BlOqT2teTBJ8DMAnYx6qs52cKmC3ACCqiKYAm05tii2SZwGRe47A5shGh8D6P5OjcC3QOXjRZ2YGNwFnY+8+8X1I00kI0GLa2V0KClWSB09kaqWVl9EV8DO+DF75XZdkMB0fI1bEBO7Al48TXzdqM5EDpnARdbWh2GuMyXFrji71Cz7F8sbC7Gi882lbI7yZeJnQHsjhc/Q+ichmhiNoiQ5HORTes/KCixlR99BS/eJvU3moFDm6hShM5OwI5o4KkG/XlxepAsNb0nqD93COB5YM/m2UMSfRiJKptZeB/YrtBcpQYWW/gRJ6FMtg0moMRNF5RIyJvceCJw2bXGfWyGHOMlUBP5s/WGU84L/Ig90DDjX9LS0f0YUV0HBi5TzLFrmp/bBA6j0d9yPwrsbPAmknHOW2FKMB74LfBvSzsQ/e5GJNn/s5w2YeDm6vdsFfgRq6FK16pIHOd/wD2BWxLK8SOaUCXctrdou8BtDA9dUGjQ0hpYdKChjLeTr+F7JeBuQmczowLWRHZgA9psAkJnPF48MuUedkZT6X+CFrOP0RyW/xRwfq9BNIGlcx4/Hg3ZzON0puFd7Gc5HEvonIcogHkVyJZCm/nGkO50ZMClWNUG4Au8+EVC53XshvINqvmbthHUHImqRpVc+8sJnYeBc/DiV8qOXwopP2UFNgDbIyfkQPPf/cn/jP0U+CtyZBpoIEHXAjZdgM3QWmPz/u9iKG3/TX7gRxyOqhSVjvKHfsRgNOCySM9jTQQujwCP+BHroPd0KdRY/4KhupUf+5kfcR+wv8UlBgUusbl/2+BmMLWHGdfDaqivcgL6fvLiO+DOwGWuH7EPorKun2HzLqoKz3f4EasgmlwHYHzgMirj+J9QolVW+sKf+xGDgIsCl9loAKttYAMaadAIbhYCGrS0Btoa+mK36W1CacDaGWQHNgnaodknJYTO5oTO/9AifSSiwf0CVVIeAd4ldOwyTl78NeoZmpt1KDAdONjQ2R7EfibLGPR3rWFptzLagG3nFWxE6OyCfW9QgolIVcgWt5p/+5NfsOFxymf1LGiI8nUAoXMioXN85nMTOpci6mRaE3E71IPwNKHTo+znByNqX14cQOhsZP6/7Xfd2/T0NNBAgqLJieVQ35wt+oHEAPyI6xDtMu29Wh8F44/7ESsUvMe6CFzGBC73By53BS7PVQY2ZTgNBT958DSlxNRIsBJTmIjWt6JrcQeUwLPB0KRKFbiMg+bembQ1eSpK9O0wv/un/Igd/Yg7UNXuKVTZf9uPeM2POM6oqVXa/AxV/g8mPcm/KvIPRhj7os96UbsG5hGN4KaBtgYb6eMEJ5i+j8Ms7bYmdLYFkqbqZ1BWsRaSeTLpCmOh05HQ6UPo3EnoPEro3EPonIrUyQ6k/gC5sUB3vPg5ALx4LvmHlCUYgLLsRbAVxSowRyHVnSKYhP3f+DEK/DCiEvvkuP4jwP4maFywCJ2VCJ2/oe/zLiRaEKA+sdfNTJ9KGx8F5llYGhhWFqAUUWLqT+jsiH0D8dLYiz80sHjj24J27VG1wBbJEONLUe9lFn4B3GOU0apgnOK/+BFXmn/ney9m4DIGZf0/yjj0EWDfwGWGsZuLEk55ho5OQzN5pjBva/FfoH61owwfIkZCMwKXrwKXo1Fy7SREVf4bSqSsHrgcF7hWQ1Qz4Uechfbtg6lme2wJDAEe9SM6l9n8CAWPeUY09EADUos+60W/jwbmEQ1aWgNtB6GzPGpat8XmSGklL/WrHPsSOq+hycx5qj5LA8MJnbXx4u+bf6q+kz9SXdbvCVyIGijXBA5BG/PaqJrzPlqA78WLZ1fYXgHsjBz4LIwA/g6cmuPYNHTOPiQVayAaoS3V4H3EL/8IVet2zGEzFzjVBH6CFz9uhCWORYFxMqchBh5Cn/sDLWzyInR2RQHEFsCSaBjpv4Eb8OLqTSt01kFZw1rUjJ8B15nguK+hUi6BhuHlxTLA6YTOyYhqZovuFKuWAaxX0K6BxRP3Yp9QGoMc4yLoaPojTrGw6Yr6Y5pV0cwgz3PQvlGOP/gRb6GJ9ncUvMcqBC6j/YiNkQPeH1U4QP0dI1CfzuMpdm+XzeT5eY3TjwaODtzm/sORlKinefExMMrQy3ZD/T5b1Tn+LSSaUKmYmdz3BOyTVs3wI5ZC++hsJBmdunb7Ef3I18+6MzDcj9jdzL05muo5bPXQF1XUZmPvM99neXwD8wmN4KaBtoSq8nFOdKC4c74C4tzm6VtIsCLKYg8BIHQuA/6vzvGdUKP/eoh2dkOuq3jxHELnANS025f093U2Kvf/xhw/Jte5q1FUfWw2cvj/ClYUkMGmz2UmobMf2uTrBTizkDTziKrfSJb6YkPtWgUFoN8UHrwZOusDd1Pt/KyNVPsuJHTOwouvLrPphCpKWZxz0Ob6OQpq9sHu2QPJd9sO+EtQlLbSQAOVuBs9xzZKZoOREMxc7JkjX6CZWHkH8CY4ERPc+BFZ4iebArf7EesGbrqgix+xCaLVbYj6Nz8Fbghcnql1UlORGQoM9SPaoz1hSpbwQeDyLrCNH+GZa/4UfW6fANcHLo9VmNyGqiU2M3mCJIAIXMb7EdsipcwTUTU/6TVJ5OGHlzfbV8JUyvZALIgOqI/07sCtX8XwI36Bgr+DkSgOqPflGnOPY8uO7YTdGrgL0NOPGI59xbsD+jzuxS5wfMJ8fw0sBDTU0loJDbW0HJCC0xRKC1tevIhKx7dmHZiCS5DDakvJeh0v3soEH3dZ2J2NF9uqp0HorI429j1RhWkyqkwMwYujsuOWAj5DfTR5MQn1Ln2IGmRt8He8+HRC5wzyq7t9DGyFF5dK/ZKv7o02t/L5EJNR5vJqvHjBbxRSH3ue9EnrlTgTL77M2B1PvsGgCaahqtd5iMJhi56o2mjb5PoW+oyLqNSdghfbKjE1sBjDj7B57j8Gtg5cJvoRI7FvmD8WOdw2IiKgQGoZtMbfT/53plfgck/yH37E2qinpFuN498Ejgtcwlon9CPWQ9X7VVCP5SvACNO0Xhd+xKbISV8GrdkPGtpb5XG/Q8mmPPgU2LIWXcz0myyHArG68tQmqDkVrWfrVvz6e7Q/nxu4LRNpZujoAOpT0mcAfQKX24zNsUgZzgaPoSThGEs70Fye09DekIchMgvYrY1IWC+2qOdXN4KbVkIjuMkJzev4taXVyUg6egz21cg9UWNqHv5tOWbjxR0InWeBHSzsImDtKgpa6PwIbVzLo43gaby4WONl6FyMNPnz4iq8+DeEzk1ISCEvYmAjvHi0ue4/yKaMfIYkpEfXPEL0rlXQhvZBC/rfgkboPEd+ulcM/Bwvfs0ot+WVQk3wO5TdtH3eQdKlx1F78F0tXIrmL7yLnRjBdGCNhhx0A5XwI86hUpylGp8Cuwcu7xmbvVGgkRffIgnptylGXV4Vydznob8meClwlWjxI9YFniO7V2gq0KPSqTUN7Bej/aYyuBqH5JsvT6Ng+RG/RFXeyl7PZBDpBYHLSxU2VyBnvB7Goe/knYzjMmGqUXeQrbY5Fs2uaR7f4EcEKHGXhbnAQYHLcD/iEYopw+2AvkdbvBK4bONH7AUMQ5W3WpgJ/DoJxBpYcGgEN20AjeAmJ0JnG2i5UGfgO2B1vHgyoXMX2YMry/E+aqz+lvwqa+X4GfBGAbuD8GJVe0JnQ9RM3puWGaFZiPZxGV78Ws0zhU4HtKH8jFJfyP0oS7ZFjnt5F9geL55oxBVeJH9m8xG8eM+K++mNsneV07m/RVLEl+LF402FaUm8eErOayVVqR7IyZkDvIMXP5Vh0w5Nzz4eyVYvgTb1G4FbKvqmtkQDLW1wLeLvj7O0A82neQu7oXsJeqDn5W4Lm7nA+njxGELnFDQwLy9uxIv7WBzfwDzCZM33R/TIDigxcnvg5lbfajUYp+90WtKYAL5BKlyXl6tkmSz/veTrJwQ4PnD5lx8xCs2BsYUHtSsqdfDzwOVVP+IN8q2nIOWydRMalh/RDa3JWcpZdwCHlQc4fsRv0Htab02eYeyGl//QjzgUBTiVa/FkpMx4cWUVpcx2adRPdSgtq0yDA5e3U46/kvzr2EfAFoHLd6an6NmcdgBfot7VF7Gv4IF6sOrvGel4LHCVSPIjNgfOBA6iJZV+NnqmL6sMNhdlmB6oQ1CvmCjfcFdZn9dCQyO4aQNoBDcWCJ0h5JcK9c20eYzc7jPkr970xYuvI3TexV496ku0wNnKZ0JpaGZ3VHFars6xM4Aj8OI7W/y01Ih+ItUUqjmosX0V6m8Ar6IKz5IkwYI2tEty/A2focGO6U69AoUtEcXwC9SPsiTqNzmBUtXgO9SzMwAv/l+Nc62APuu+VNPt3kWKZIOqRAN0D3dSuxF+EnAiXnyLOX6QuTcbTEUNq0Wa9F9DIhQPZB1YgSmoIXYakjNNH0xajWvwYr1XCoofIF/l50P0Xac2EDcwf+FHdEDPxQnoHS7HLLRm/D5wMxW4Wh1+xAbA1ui9/wr4T+AyvcaxnVAWvB49LQZ+G7j83dgMxl5R8w3gOuyHW4Kqq69DVW9LFk4JXK70I9ZCQyHz9oReHLgSGPEjeqLvOk+yaQaSWX618hd+1KyEuSLqkbopcJlY60R+xHGowlurb+cR4IhEUMCP+DHaD2x6ofoFLoP9iKHYqzAm8422yzowBWuj/s68gWqC05NnMIGZq9MdJUa/A540ktiLBUwC4k+IZpjGbHkDONPMflooaAQ3bQCN4MYC6r0JqD80cC5wOl78zwrbI1DAkRXgXIoXn2Vs/gScb3mXf0dKNbYDM0ENrdeh7FOeBu+ZSCZaGS45pncB+2bYTQLORRvbL1FwMQtt1B8ip7xc+nou6uMZgySea93bS2jT3Z4Sje4x4Hq8OH3TDJ3dUaBRr0J2NerrKAUpobMaCtQ2rmMH+jx6N9P9QudnqK+kXuAIcp764sXXEzpPUmww4W7mHm3xNOLvf4CdEtlAvPhEAEJnFXPtehLmoIxiMkMJY9sJNTnXo5K8DuxbM4htYL7CZEnvI5ty8xXi9KcnBBYRmH6LA1GSplyKeTpqjr+63GH3I7bAvlp+PHLs7XsdtX5uhrL0Nng3cNnIj7iUfDLvCaYg2eQpfsSr1Fctq8SdgcvByX+YIPkQ1GNXTrX9Gu2RgwKXj8tP4EecjgQJsvAeCqa+9iP+CFxgcZ+ggO8XqMpl2+f5ENp7bVTzQNX1dSipn+XFVPSdFJWDXuRgApvboPQ81cAc4MjALdTvPM9oBDdtAG0uuFHmfxngu0Iyua0BSfH2R83TSbAyBTlkg/DiN2vY7YaClbTMzmjgkhaKZXKgPyF/5ilGSjmbYEcLSvB7RDWxkVF9DC9Wlj10/gn8Jqfd18AmePGXhE5HaHae0mf1lPAPRNs7DFWGpiNHdyrKnKUFKdOQms6ZePGc5p+GTjfgYfKp4Q3Gi/sZuw6ISpKXfjAIL+5P6Dho8/1JTrvZ5tih2HHyE2yBMtA2PSwAf8aLzyN0jkQ0kTyYBGyNF5fkdCWhfiZquK7M9L+HmnWvrvmeh87P0Xu2H1K8+56SMtLDRtVuwSB0VjTXnAaMX6DXWgRglKH65jx8HLBJlgrVogJT5XBRAubDWs6kH/EgStbkwVhUlT8KGFTgtk4x/ysig74CSlzY9nOeiKrqtpPtZwNrGcWzH5GtQDkN+FVCZ/MjtkHrbV5a8vDA5QA/4pmM69TCNsDLBezeQsGmrcDMnwOX8/yIZdDnm5etcWHg8kfLay1y8CM6Inr8IYjmnncW1UzAC9xCFP15QiO4aQNoE8GNKiL7IynEXdAiNheVmQciLmU3lLGfBNyPF1fxa1sdoiWtirIE4/DiqTnttkAO249Q2fgpvDidXhA6vye/tORf8eIzTOZ7HHYSyHNRxupZ7KWvN0IZ23HYZbv+hBf/xfSfPEp+Zbjf48UlilroDCDfZPu7gEPw4rnmmh9QrZ5TD13x4qcJnUPQDJ28mINoB5tjT/W6xNjazu2Yi4K/I6kvMVuJWUhYYjwAofMHNESvHqagKko6Z1yKcz2QCtscFMg/2eYCBgWtRwB/oKV09kTkgF5eswK4GMOPWB0lWZawMPsE0T4/Rdn4h2rNBSm7zrbIifkxojO9Bty8qARJxnF/gmxq0dfAroHLmyZw+gi7zzZGSY+nUZ+fLXYx92mLO5ED/+cCtkeh3p3HyCd0MwvYK3D5jx9hKygzFwV9I6iWzc+DnaC2fHYdvBG4bOlH3I/6KfNgCtAUuIyHZoGI/5AdtF4HHJsl2b0g4EcsjxJ7nVDP6ss5VfVWR/TvJiQbnkiV1xTx8SP6ApdRPacvL24MXPoUtC2MRnDTBrDQg5vQWQM5fFn0lUo8jTLM9Rfp0FkXZa71MrWFoMgWofNnREOoh38CpzU7jKFjOzjzAbT53GB/g5xp/s0ruZzgMxRc7I3oSXkxFYk1fGtZXYBEJjl0bFWRAO7Aiw8tSBO7AM2qyFLtqcRXSLXMNii6Dy/ezwTgb5N/ONwQvLhl70Do9EQUlkq1tpkoYLxwob5XEr9IHOJ3W0h517bZCmWiu5NUipXJrkfHnAHsmSkWsZjBjzgfcdznBR+hoY5VErR+xM6IcpQ2EPJ75MidUadH5hcoMbYrpQTYSDSEslWfS+P4/RUFyZXKVYmK2GmBywdlNveiZFdePBS49PAjXsO+eX0Gqi4VCW4eAkYhgQZbnIgCliEWNu+gykuEPUXsIkQnLFK5WROxAWwrW7cGLof7EV1QhXnTjONnAD0Dl4fLf+hHrIz21KOpdurfAP4ZuIX26XmCH7ERqhb+ipbr5Dgkfz0wbYCq+XsGoL0vjZb/GHBiZZBjQUWsh+mIupcqKb6g0Ahu2gAWanATOiuhEneeAYNpmA30aW68bnnunqjhrDsty9mvoGrQzVWyx20ZouiciDKbybydxLkc2Nz3Ujp+VdSDsmaOs09Bm8Au2ClVJbgEbbJ7Zh2Ygo3MNW1tT8OL/0Ho2G7wSUB1G/Z8dVU1ig0WfR0pumxYwHZl1KCfl84G0AMvfghIKoWPkj1j6EFgf7w4fW6EzrM9ctomACPx4i8t7mn+QQp1RyGntvz7n4a+26vw4tdT7Dojxb4eBa88B/Dw4qoG6cUVfoStrHwtzAD2CdxSH5gfsQ9aw7KqxU8De5YHOKZSMgyt8bVwGwqqagVGHVCP4AZon/gU0ZryVeFrwI9YAQU4G6GqzFhUhfok5ditUcU8zxy1GUC3wOVFP+L/UFbbBjehvszqdyMbtyHK1Z8L2B6FFNJsg7ETkWNsixGIWmbdcxO4bOFHZA3ATkO3wJXimfn+B6LekDSH/r/ASYFbW5HNKMP1QDSsmebeqpT1DJ1tCXIMXy2z+QklavdMcz+313lP9kfrZr1n9FPgl+US3n7EaqgKluXjTUDVzP8aO1uF1HrYI3B5dD6cJzcawU0bwEIOboqoQFViFqILvWDO6aBFJeu8DwIH4sXTUu6rE+rfOAg1fE5HL9rgFj0FCwOhsxzKwjuoF6A2ZSN0mlC2bZ06Z5wI9MSLnyF0jsMus5bgTyg4KZIl2xlluWwXsedQBrGIjOr+SNFt2wK2O1Ns0ORHyDH+aQHbVVFQ9Aj5KIND8eKWNI7QWR9lM3tR3cP1OaJdXbTQAn7RBFdCf9+EuhRP9cPcj2iUtTAHKc6VBjnqvX6S/CputfApXrz2PJ5jkYEf8SHFejvSMAlYO3CZZCg4b1F/Nkc5rglcqVX6Ecuh9zDPDKdHgL3LqTNGIOFs1NS/asXx36IK9nl1+mvWQXtMIkk8A/VLDALuDVzmpNnVgh+xL6K61hvE2EJa2Y9YEQVNNsOlf4Gc/o9QosYGv0K+wvOWdrORuMmTlnag9zyvLHc5HkSVj6JqaeuivsC8CqdvBm41Bc6PcFGv2qZobRsPDA1cfYZ+xPooQdMVVZC/RYHZtWlVkLLzroqUW49HdF/Qu3UTqqCk9v34EZsBlyNhkMo9dwLa/88JXGaV2eyMkmN59p7PgG0TWXg/4nnyq8eNAzYIXKYWVKurhf0D14oZMs+o51e3a80baWAhQM3GR8yHM3WgRIsCKc/kCZh6oCGZlffVn1KZdU9EldgRSW++T+jcbbK/6QidnxI6VxA6IaHzJqHzFKFzqqEHzTu8eApePBovfrduYKNjR6NM2f8hFbJyfIF6KTbDixN+cdGpxU9BYV68Q7HsTBeKzRPA2BUVq8g//6YlvkMLvy2mImf/KZRhnpxx/A2kqfl58Yd48aHAWoiueAnKah4CrIUXn79QApvQWcX09XyMnsnPgMnmPdvNJCvKj0+EJ+oFNqBM5iAz3yjB+cx7YAOwllG9+6GgyKytWuhMaTjsieQPbACOMjK3oLUr73ewB2VCJ37Esqiv4RyqAxtQr+KpwPPGiaTM1jFKYx+ifWcd8zf8CDnwdwHv+RGb1Lshc54f+xHr+BHLBy73ISfw3yiTXo5ZKPDZvnxmTODyDdl05XLcHLiEpvcpyDy6Jb5EqmcvYK8KN4LiGfisGTy1MN7ML7JRH/sIibdg1NqOh1yVkG/QOlqFwCUKXC4IXA4NXHoFLv0Dl+f9iGX8iNuROM5vkZ+xEXoGLgY+8yMu8aPqz83MCRqD1rM1yn7VGUlRv+NH1RUrP2J7VCHcg/TvowsawfCACf4TXEr+Ptw1MbRFMyvIRhZ7daC3CdptWRX1UDmSYqGiUblpJSy0yk3oHIMGDc4PzEFUozmokTVvtgVgpzIp4zzN06CSftcWgx4VrN2AqgJpC8dUlBm/sOZZVWnpS6mE+xFwHV48z5OajZO4Mdq4vwNGtZDfLR33GPkb+wHexIs3J3R87OWn30FCEV9kHJeG19Hn/c+M49JwCSr1/zrrwAp8j7K0T5HeH1APf0dOwY2WdqUZMACh0wUFL/0oZdOno36pgXhxkUpWNVTlmIsXp9IUUo5fCT27ibLZVBQsD8KLP6hh80tEK6rX5zIc+FVzhTV0+mA3wymRWe1g/n+tGRm2GIkXF8koL3LwIz6jpRM1r3gHSQmPw75R+A/onY+wC7o+QFnh2I8YjtbpPHgVZaLnAvgRVyG6cxYmANuVT7w39iui99entM7HKDM+CAXuK6I1eDmUTHmifNBoJfyI81CgVg+3oun0s8ru4zWU7MiDkwOXq43tASiIy4OZKDnYAVXbbXE3YipkJTMqsWvg8oQf0R6tjVm9jmOB7inf12GIFldr3XgbOKhWpSQNhm72H6p7GNNwXeCWVArNZz+MfAWAZjU1M/NnFPnft38FLsf7ET/DnsL4DVovrsG++vIqSkQUeVZqoVfgcs98PF8mGrS0NoCFGNz8GbusUxZ+jZw923PeihcfTuh0xa5sXpqMHjrLGtutc9hdgRf/tsVPQmc9VA6uxR1/HDi+JiVONJ1j0FyGhEb3AnJ27bJsobMHorLlzbQdgRffQugsg73D8Rs0Q+Z97PuuBqEg4zZLOxD3+2XsJlBD0mwfOkejJue8iBGn/zPk0K1oYbtVau8IJBTFpYBv50vVRdS1fkAfSvf4Kapi/gsvrnawFDRfiLJ1aU2/MVJZOgYv/q7Mriv5aXYjgF5G5S55Ll7xAAAgAElEQVTEnk54IMqu32xpVw+j8OK62fnFBQUb17OwNVQPdsyBkcixtnn/EnRHSmX/tbTbL3C5z4/YDay4+88HbqlXyY/YEQmn1HMwn0TOWE1RDNNr9GOUzBsbuEwzWfKT0LOe0LCSoGkgMKKyH8M0iD9KtuLaRYHLHypsT0f0pnr7xEw0VHOYabIvIgxwDqpS2IjGvBO4pfljZjbKqahSWEmv/B4xOM4LXPVSmj6s5VAPyywTjPRGfUOJJPgoYHDg8njZdZZElYslga8Cl6/Tbs6P+Bt2ogxHBi5DjSSybUJg08DlbT/CdmbeLPS3nAwtv/uc2AsFhTZqpAm6Yz+cth56BC4PzcfzZaIR3LQBLMTg5hzgvPl4xhORHLCtwzETcZbvBA6wtFsDL/6K0AlQCTsveuLFI4CkWvM01XNAKvEVqha1rOJo0OfZ1OZdPwYcZjXFPXRORtnRrADnL3hxSUUpdM4i/0C6D5DjPoXQ+R1SGLLBZmjTG4ddQDUbWAcvHmcpRhADP8OL/0foLA28Sf6A7Ha8WPSo0OmFnrU8mbe/4cW/y3mNeYOqlhdQ+zufgQKUf1fY/QvNscnCC2jga1KBeZf88xxAjbmvQMvhfjlxB5KfnlfFr3L8kIKbW5FzNz/RjWI9GE+g/sffF7A9Ab3vftaBFUjUye5Bs81ssGXg8oYfsRVKxuQZjvwsGoQ6o/yHJrg6EdFTE+noKShoHxC4jDIVmXXM78eVT6b3I1ZCvRbJgOOnUIB0JkoOVtKtnwH+XtbjsyzaZ74NXGYbMYizqaYexWh+2AVJb4mxvxk7KvpsVFn6CvXQ7JbDZiZSg3sJCajMBr4wQUo79PdvhgLACIlHTPY1tLUn8iF2pbQOPoWc9OG15I79iPVQUuhoSkmh8sDyvrLK3zJoz6pNba/GS4GL50f0wa5qjbn3U9BeaVt9/RMKcGx8mwRHoj09jfaZha1QVXF+YA6wTuAydj6dLxfq+dU2tKIGFk3U1DYviEnYZcQTLIlUqGykOBO7owmdIdhp8IMqFiPMwNL7yA5sQAv1/YROU9m0+zwZoO7A04TODnhxSzlENXHvgxbmrTAZJ0RhOM7cZ9qcgPcRxe6GFj/14kvM4NGsQZ5jgF+W0fquQ85K3ozUw3jxW+ZvuBlt+Hkxomyq/eGo/J3numfixZq67sXTCJ29UEUtK+v5DOU9MF48nNA5DNHT6jUCDwQmEjqv01LUYlCzeEYtlIbM7oQ46xNR9WNgqmRzPjrmUsBQQmcWXjzM2B1OvsAG5ABdBJxG6HTHLrABPaNFHFrQ+/V+QdtaGDOfz9eWcQ3zN7iZhBqri+AbivdvOKjfwBa7G1pPERrisaiichX5AhsQjasvWgMw1KprUeWgEsuhd/0EP+I3gcsA9Bk1w/T/nIUSBOWVkzmoYf9SFKTsifaZ6cCrgctbfsQKfsRpKDBMhgHP9COpdAYu2xvqUiLD/S0wMnCrejwBrkRrbt6e6jvK5r8cgJJC9b6/79E6dgIKrpIK1td+xHWo0vKw+V0zTF/VSLQHVqKr+d+bfsTegduyb9L0v9xIdUUqedb2AEb6EYcYBb7e2AU2ANv6EVui4MkWR6FnrwittCsUllKfjp5D2+BmJqJvv4I99TsNI1s7sMlCo3LTSliIlZulEE0nS542D2aiDM+L1FcGq4U9qVjwcuIWlCGy7fuIkXO3KeIU2+BgvPhOQqcHdrNPRL9LEDobIYpELfWu2agK8wiaQ9MZ9er8B3gUL44Jne3R4rkm2ihHIQrTNogG4FWccwLKPF1WJSEcOjui7FyWAzAK2Bkv/sbYuUgxLc/iPRHYHi8u8aNDZxPU11Hrc5gGnIUXX1n1G81ouhA1k1YGKl8jquH5ePGMSlMj1V2pdvMdJepUX2pTtp4DDsKLP68452rAPdSnbd0C9G2+p9D5CVIFyuswTkIzhr4ndF6k+jvOtlU20bbfCZR1LSLp+RB6z4ooAdZCbbrgYgg/YhRqeJ4fGBC4nORHvEn2LJBK9Eb9D4MKXHcv9H4VSYJ1o1il6SFUGbGlwr0VuJr9ZhzzvI7tMYFbyu77Ebuj9a1eY/5sJJc9tPyHRiXrHur3qd2Oenmq17gU+BG/Id9++T+UmFsRKch9hVQd90HBXLna13gU/G1AjcZ+g1lo8GUzxc1INj8HJRpbHXyA+qi+Nrb7oM8nzwDWkagydBnF5gQdiSrr6xSw7YoqULZ4AQVG/846sAJzEavhaLJ7wSpxe+DS24+wpX7XQvdy6mBroVG5+SHDi2cYSsvZ8+Fsd+PFXxA6L2D/8r+G3XTociyJ/eYMWpQ3RtloW/RDGays6kglDiJ0TseLPyd0foqocPWGlLVHZelOVdSo0NnWUPEq1Yr2RcMeH0ANnKuaY5ZCG9NDePF0QmdDQuePaKNKgqbHUcatH+kzNWaiRsqTgNVMcNcRiRHshSoT69T5e75Cm8vqhM6WJBPQvfhtMwSyh7n+5ijj9zlSzrkeL55o6IO7UBoS+BBe/Bnwa0LndCQJuwZyFN5BznQ74AhC53j0fbfHzLtA/TsXABeY3pn25rxXIBpBPewAPEvobNdMN1Tf1ZOUsqu18CtgeUKnF148B33eNpnwzsCvTO+LTWCT2Pam2FR10Hc2CfvM5yuImvYP7NS5auGzH1JgY/ArtGbkrT7Uw8CyfwfWO7ACn6P3ahk03M/muxyLEjWTsQ9u5kD6/I+csK3sA2xqqGwdscvY/92PuCNw+d7I/mYFNqC153o/YnzgqtfBj/BQYFZPmhq07rU3lYkWCpRl4gnJPJUZqDn9ryi5kcZYmIu+p3dRIqs8+fkCCmr3Rc/hSuh7iVBSrV5gA1rXb/AjpgUuw8zP/ki+wAbE8DgPONFQ3AaQ33fYG4lYFPVtO4CdvHgZJs6D3V1IKS8PuyTBA4HLGD9iCPLvbP7mZD24BSVOu1nYVuLchRHYZKEhBf3DwAXYa+ZXYhpSv4Ji2byBFKdIjGfeFqsic1a2JXTWxn7oZQdK9KjryT99+beETrfm/9L/f5LaMqwOWshfAL7Ei6/HiwfjxfcY+6HI+T8ZNRt2QVW3PiiYmIroVFegrOBQREdaCwU396BN72a0oY0w93MfyhJV0o8+Q3Som5Bj9B+UiboL+JDQGQnsihePxIv3xYvXxotdvHgrvPgKYGujIPcuer7+iioAHxM69xA6P8eLv8GLB+LFZ+PF5+DFtyIa1qeI0rMtNPPVkw3yUxMUJfLeExFXPCuwSbA+LZ/3y8kObBLsi6pGUKyC0odiQT2oJ67oJv099mpzc1AgOYk06Xd7zMGuN2+xQODyOnI05pXi8Y/AZZT5/zeiDH1enB24zDLN9rdaXneImT1TpEL/CHqXi8jHj6F4MO+iKoUNlHwQfk9+KeX2tBzOOYTswCbBgVSokfkRv0PPymWoz8lF6/0BaDTBV6iCcS/yAR5H9DgfzRI7lWpWx3ZoHX8ScAKX9wKXT1Gyp0/Oe3WAAX7EUqZB35bqdaTpPdqH/EpzCfpTbAA0qE+nCJX/czRLyuY9S3Bv4DITVW/yIkZ7N6bf6+8WtiMCV+MozHV7QqHgZCIakGojoNBqaAQ3PwRIZrYH1FaGycA0RNP6rznfM9gNdYwQXesNinFLb6H4YhWRf/MoRzLlvgjvfCMzn8N22rh6WiRDPJx89702NGfHIHTak8j61sfuiJt9Ll7cGy8+Ei++BFWq7kEl9kp0QcFSXxRYbYiqCpugasuhaJZAJf+3Har6PEroVPdzhE7C3U6Txk4aUJ8hdHpW2O2Esp71AsgOwN8InTPKfnZynePTsD+hs4ap2tj2RPQ3CndFKDprM29B/ajMo6oxHUmjD4B8FBiDO02FDaT6My9DeOeiXrFX5uEciywCl1eR2tSpKGkwC1UqJyPlsywu+dXoPUzONxW9f29l2MXAGeV0K+S45/0uQxT8g12lKMFA0/vxYAHbayC9ET0nisz7OMLMAzrQ0m5HP2Izo+qW1mtZD81BmB9xDkoC1espTPqATg9cdghcuqM1cwDZFbntgPtNcAL2DIiVUf/RfthLkS+HPtciAyZ3Rck12+TOOCQMVIRWe41RybNN/E6mlAy6iPK9vD5+G7g8UfbfZ5Lvvh9GFb5mBC6TURL3IKqDnC/QenItCtzeQwnV44DVTe9Zm0QjuPkhQA3to9FcDBvMRtSs7fHikRW/O4B8ikoTgX3KJqHbvvyv4MUvQUueck58gF7E/ApmJXxNcRpde/I3gJdjf0JnZZTlsvmutiN0kvkEJ6PKRB5sSXmDu9Tb8tAX10Yb5BfmuxmLHJI8qmYXETrN8wSMYMAAsteijsBthM5Wxm4JtCnklTy9hNDZiNBZC/tq3BIooDsCuynlIMWgPNLlaZjDvAX1tgMEAe7Ai7/Fi99D1aY8DsLrlCv9iMLXjWJZTNCzcK0J1H9wME31I1A2dk0UqLZH6ltbIyfsAVRhSzATVVl2ClxOrqQumezuDsgJqly3Z6Nqa7fAbammaKa3dyO7l+UJ4JeByzRj9yZ2fY4vU+pttHWYXjIBYZHE2VyUdbeVTgYlcfYg/+DFcuxLsWrurn7EWobOllcFdRVaVmKvJP89/wI42qiPFamkHol95SXBWmhOWhHMRSIONkiqjvdjJ2Qyi9JaezN2SaULA1fvsXlneyOmTa1E9BjgV4HbslITuMSBi4++o7QqzGsoINnHJDtaIHCZHbjcZYLfVRCFcD2UWOyCqGubI9bCdkju+iyjDNgm0Qhufhh4FDs1jTcQtWotvPjg1BkuXhyhh/xuajtATwI7VPDmr0WCBHkwnYQ+pOb0J+oeXY3BeHFM/mxIOe6AkrynJcZSu3G+HtqjwOGEArb9zCwUW3pFH0JnGSM8YdOUuB40Dz07Fru/9wJCJ1HY+TP516GOKAsJcg7WtLimgzKPTRSrxjUhqlsRrEExmtF7aKOyfQ7nArfgxaMR1ScvYpSlE7z4dvQ511JAm4UCzG548eQWv/HisUgV6QCURbWlGq0FrTszoS3AKEo9jxIUtZ7TNZBT3Re9d03AyoHL4YFbe6ZU4DI5cLkMPcfbI4pTDyThemBCVUmxG4uCqv3R85RUSGag9b974LJrysyYoyD9nBV4G9g3CcgClwdRJSYPJtGSBjwzp12Chygmew56/m0ThglWwG79Ksfq5BtwWo4d/Ygt/IidUMLFBv1QdbxD1oEpcClOj52D/feZYCbwO0ifgZOC/2KoXSbAOYSWyYNaiIHjEqUwE6j0gJZDSmvgb+Z9bEbgMjdwOQd9x8ejYOlu5DftA6wfuLWFBwKX4SZA+Smq1u4LbBG4bB24XFNLZrviHF8FbvPg7+eQ8l7ld78a8hde96NCvs4CR0MtrZWwENXS2mG/uMzFi/NXLaRm1RdF9e0Qb/qGqlkxpeO7oMxkPdrWFKRUVXLOQmczNJsgz7yVl5HTNZXQ2QD1ctg4tRvjxe8QOm8AW1jYgTIcf0PUL1sUHaw1Cm14RbizxyCHxWaAG5hp5KgqaLvAHYroTy9b2s1CAeAQ7CVjJyGag21GDxTsfoWdHHaCI1BVy3beVG+8+HYzY8mG1zwCLxaFTyp3z6PPLAtn4sWXVf1UQfNuaJNLGpZfA67Bi/P10ekc31BfESoNy+LFeZyMxQJ+xOOI4pkHM4CfVsrmtgb8iKXyKHf5EUsh8ZMTkKNbjkTV8YLAZVKFXTuk9lXPiR+HgqLm5JkfcRN2wgI9UMD2CfYyvrcZ2yJqU+ciSu9eBWy7oyqXbbVpINqfiyTPdkNJClu8jmiqNoqjCQ5CPsJplnZTgNWM2MMW5tqVz145XgX2DlxaDE/2I7ZFzJVaQehkoF9asGGGqZ6GEn+VieWngX8GrrWCa6vBKNSNIJ/PFKEAKm8gOd9Qz69uVG4Wf1yefUgV2hE6+RcULx6LF5+HF/8KLz4MLz6zZmCj4yegDfwwNJ+kHOORI7dhi8BGdm8iSlHWS/QC0KOZCieKjQ0dbkjZ/dvS6J419znG0g6U3S66QHQkf6N7JX6K/fwhKM0tKpK5SbLGtuiANtq8gz3L0RltfEUwluIZ3jEoGLPJQo6nROv5B/klbr9BjcSCKqw7oAxcLUwGTkwNbHSOGC9+FC8+Gi/eCy/uhRdfkDuwEbbCPrABJQl+EPAjNid/YANybm3VHOcL8koSBy4zApcLUHC9P3o2z0Rr/xqBy+8qAxtjNzdwORnJYl+JEgsxCuieRwHM+uWBjcHJZPcWJbg0cHnIVIyK9FkMRtK/RTLETyDBF1vMQvtEERrdBhQb9ghiFRShd7+N+jw+sbT7HDnXRai1Q8uoXv9Fz9DJVNPFnkHP4XaVgY2xfQkxFA6k9DeMRf7FCYBbq4oSuEwIXP6EKtC/RFTzw4FNApeubTmwMRhC/mSwS/HZaAsMjcpNK2EhVm7GUkxF5m28uKhSkx1C58eo4Xoakn+tXzpV5ecYtMCUO7lPouzU8KpzqEfjWrJ5zkOBo8sGeC6JqAt5nI4pwE548X8Jne2wV6gbiRbS77BvJH8R8aqLKNldimgneSZTV+JE7DnyoIzn/xB1wBYnI/pdkXkgqyHFN9vBZZsjqc5PsePYv4sX6z5D5whUHcvaNKYDu+PFJYqR3pH7qX/f44G9a8onh842lAbJJvLetwJD8eLvcvwtxSE5+iJ9aF/ixT+e37fTFuFH3IIcIBtMB5YPXGYtgFtqU/AjHNO0nXVcF7SO10qeTAXOD1wuLbNZFVWS84rP/DdwpWTpRzxI/j5HMLN1/IgmxCiwwe1IRKCI2MYTKEDJknJOQ1dUZTrT0m6nwOVZP+IsNM8tL84PXM4F8CMeIn+f5BxURUjtv/IjVkbKdpMCt7B082INP2JX7NkjM4Bl89De5icalZsfNoo2fBVtArSHF3+BF4/Ciz/ODGx0/AS8+HJUMVgNBThd8OJd8OJhqefw4jl4cR/UA/AY1dm2xxEN7sgW9l6cSCVm9S58DexZpij3AlRlFbMw0Ax9vMfSDrTp2WbHEnxCPn5xGooq8H1P8SrKFOSI2GIyqmwUq8Z58RdI2toGpWt58VCUKZxc82gFKC0DG9l+gfokelPdx/AOyuBvWHcujBe/jBcfgxf/DC/eEC/uauTDF2xgI2xf0K6Iytyiin0L2HSkPuVmsUGewMYcNyFw2QvJqA9AtKNRiNJ8Ksq4X1ph8zkKLPM4Z1/SUiHtEuyo3xeba47Gflju1ah6UEQu+zPUT2uLmWiNGYxd9fm1sh6wv5G//+9ppByW4NfkW+9jRBOrKSxh+knGNAKburANYEGVxJ3n943MCxrBzeKPIk2AUKzs3boQXeZzvPgjM78kj81wvHg3VG7eFfGX18OLu+PF6Y6rF09Bmbm9UPa8fGMZjTbMn5iAphzHkN+Bvx4vTnjJts73VOAGtHnYNp9PQ9zxJy3tQJv8/RQbXvYsxTjcc1AgWoTnfjNePAtVT/LO4ZhES5GG35I/iHyMyu9STfqro6rjiyiYGYv+pt7A2lWBTcl2Fl58O17cFVG81gN+jBdvjBdfVdXU37ZgM5yuHEUVCxdFLFfQbpP5eheLCQKXtwOXkwKXnwcumwQuOwUu/0yjwZnj70EBZr0eppcQjalZHjtweQpVRPMEHOdVUJmOIb/YyAWBy7OGQlVEbOMGtG7aNunfnQQFqLc2T5D5JWUVIlNZ7IkqavXshwE9ymmP5u/dgfr7xZdIRexfOe6tgfrYsaDd3vP1LuYRDVpaK2Eh0tLmUCyInYUXF5G4XPwROp2Q2s20zKAqdLZF3OF61JpBwMlokn1iNxxx1PPgDLz4r8buHOwa16/Hi48hdFZAgZHNNPKL8eKzCZ0rsGv6nAasjhdPJHRep/ag0jTcixfvb2iGY8jfBBwDm+LF4l3rO7yN+tnyL5GMeUvRAw13HUl9p3IEcPgPqRm+LkJnAsV6bsCLi6jbLXLwo0K9GwBnJZUI04i/KxrkGCPRj6dy0rnaIXn4hCL8v1qBQIqtgwLYTsDEFOW0RQZ+xBJIrOQotL7MRpWLIHBrC6D4EXsh9cdtUn79DnBR4FaPNPAj1kYV4VqS8dOBc8plus21Kscz1MM7gcvGxvZG9LflQQzsELg0J+78iINQRaxWwuI14JDyALAcRl2rH6INLo8SgI+gOUd1aXp+xCYoMbQlSsB+jhkWHbiFldUWGsw71wXR0CfY/A1+xPqIuTILeD9wmZDTbgVEM0w++2cCl2/Kfj+XYoqirwcuWxWwK4x6fnUjuGklLMTgpuiDaqeY1kBthM7SiI7UDy3KS6Bqx62IilZdRpdNIsVbD+fjxeeW2XVCVZi0DbYSHwHb4cVfGtvLKRv+l4FJwGZ48WeEznqofybvlO4r8eJTzDUPID/VaxawM178orHtijbFPEH4H/Dii6p+Gjq7oMrM/pT6nN5CvVtDTdWuGgqu9jG2OyN60GQ0CXxg8z02IITOd+R/PlqiEdxk4W9IkepU5PitU/H799HzfHUaJ96P6Iwm1vuoGpjge+Q4Xhm46U36xlE62ly3XNDkSXPNe2r1A/kRSyJFrOMoKW1+gioMQwOXmnRJE4Dsi6qd5Qp+Q0yFoS7MLKGuwLLovX3cwjlsjxz79sDXlXND/Iifo7WhM+qffCxwsyvjfsTOaI/YGjnuX6EEzHVp9+ZHDCXfkMvpwK5JgOJHLIeEELbMYfvbwOWKlGsn392RqBI9C4kHDA5c617TVPgR7QLXjn7nR7joGXaATwKXT3PabYoUPFdGn9erwB1Zwhl+xJao73QXTC8PYjMMClw+qGO3BnrfytXUEhbFgEBzm9Ls2iNfoj+aQZRgBlL0vKpWAO5HbIgEPXrTMok5HVXMLg9c/jcPwc37gVtY1KgQGsFNG8AiGNzEeHE7c4710IuYLLpfopewunG/+vqbos1vHZQFeg+4Fi/OnnodOt2QqtaKiHr1HHA7Xjw9wy5xPHdAL/EE4K7mfpj6tsugcvoG6HMbA9yGF2dnIpXRPxhtfDPQAnlfRUXGAdobelSlbTe02U5CXOyvzfn6AzuVHT0L9eVchRc/Q+g0oaFb7ZEs4yjMUL46d/sWKiMviTj7s1GwM4jsitH3yLH4htIGvgZaILPojA+hZ2kTSs/SDtBS7z8Fs1G28WPUDxYjp62LuW6tCdizkeN3o7nnLiTPUnl/igZGdkbVuJZDzkJna3OPS6Nn6T68+POKY9rhxXMrfrYs2jArn6VsJyp0foY2ofJn6d9V91Zt1x69M90pPUsjgYeq7q/adl3kaG5C6Vm6GS+uP6tEM4t6IUdnNfSZv43mTL1sjpmG/QBUoRHcZOFcJAayU8ZxjwA9A5fm9dOPWAdRNOs5JTOBXwcut5X/0I/YBjly9SiHLyK55hYqkH5EV5S8qVXRngwcH7jcXvkLP6IXkolOk+idi9bGY9P6KvyIrZA09QG0pGxPR3vaZWbGRxX8iLVQENeX0t88C621A4Mac4LK7LuhdyRZb98C/hW42f0kfsTqqKl+ebT+Po7ETQK0v9bCt2heyjRK6+3zyBG/Fn0OacyOr1B1ZkWkdJfs3f8K3Jpzr5J7bY8oaL1QtXYaoiHfUK+iZ+x6oQBve3O/36LPd0Dg8lod2z2RbPheZX9PjKjBAwzlMM3OQwINae/O1yhAPz9wW/ZUmaD+VmoLScQoSD+hshrjRxyOJNDrJeWuBk4pD+78iGWB4dQX/olRQNpiyKcfsZuxXbaO7TS059xb55h6eC9waSpoWwiN4KYNYCEGN0W/4BgtbNeihSptARwPnI4X31b1m9DZCC28aYtGTOLkenE1vzl09kVNmhun2E4ArkIVi2pnLXROAU4nXRDhBeBsvPjJFLvlgL8AfaieozMNLWS/b65ytLTdFDWJli+sCcaa+728xv3ugAZTVtomm+bFRn1tXUoUiQ/x4i8JnV6okbxbxVk/RJ/9KLQR74M28jlIMWcwWuT6oVkL5dccjjaUnlQ7HjHKyL6NAoXy2SkJD3xj0qtGE5GTvYyxLVeDG4NkOTcmnZrxBJJC3oPqZ+IVSrKVPlJQa48odjeZ+00mN1f2n70IXIYXD0+5JoTOQcgRqvx7kuDyfLy4OqMdOssDF6JG2Mo+iiQ7d1aNZ2l7JN++XcodTULf6x+rgmPZnoKaQdOmen8E/BkvvjnFbmU0NHEf0t/zt4B+qb1AodMTBcS1Jom/iDKNH1C0f6YR3GRhFOlrZRpuD1x6m+v9CAjJJ+U+G80CecTYboySTXmGWL4KdE3keU1g8zDZiZAYODJwuSX5gR9xFHIMs6jWbyGlrmZn2o84EA2drXfd74Begduyv8OPOAw5q/Uc0hvQQMcWCT9TkRlE+ncUo3Wxb+BStR6YYOwPSHK/fYXdI2jfmYoSYIdSUntLxArWQ0FR+bv3GVozr0bfnw9sa2y/RsFPT1pWBsqv+ygKHqv2bvP9XES6QutU4F/A/1VW8/yIDVCgXO9ZvA3oU15NMXTIK8keajoUOLr8uzEB0T1kJ13uAw5IbP2IZVDlqxaNsBwjjO0cY3sQqrDkWdOuNnLoSaXyAbQH5sFxgatBuH7EZsj3yVM5n0HxfusPArd1B3o2gps2gEU0uBlFdrNqjByfkh69ss6Pk82xH4ekk0vzQ0LnGLQAZm1ew9CQw1LAkE9udhbwK7x4WJndj8z9ZvV+fIQGg5YW9dDZEW1OWYNFhwGHVVRxjkLBYz3Z56lIxe3BFj8NnSuRJHI9vILm/XxtaG7T0QJ3N9kDRv+EKiOJbPCXyEn5F/X7XCag/psNUXYzKfGvjALWeov620gaenNKVYfHUVUnS6b6duCIFpVEVf5GkN2ofS5e3HJIZuj8GWXE62EKsF+LYFky5Y+TPfj1Y/QslWgTodMDfTdZm+0jwL5GyS+xvYp8U8vPxotLkqySmH4WzSyqhxnoby0fqtsbOR4VEyAAAB2ESURBVItZ7+p4FCgXE7BpBDfzG5sHLm/6EX8ELrCw+1/g6rn2Ix4mv6MFcEbg8ldDZ/qE/PNWZgBrBy5f+BEboSRHXpGcuwKXg8z97oDeyzwU1u+RaMCbxvYAtH7neX5vDFz6JP9hHOh7yXYYPwR2NKptie1+aF2rtx7MQRWu64yj3xl9ZieTvd6+C+xRHqT4EVujakfnjPuNUPDYXHXyI04n31yqB4H9yoKFtVESJM8zcR8KPpNg4RLyq3tdG7jyD/yIdRGVul4loxxXBK4o237E3xEFNC9ODlyu9iM6omSnjQLktoHLy37E/ijxmBcT0BypaX7EHYgBsqAxLnCtB+HOExpS0POIpqampZqami5tamqKmpqapjU1Nb3Y1NTUfWHfV07My4aZR4XHAQYQOnLmQqcjysDkaR5eHbjHULWS5vuAfM/lwcgBx9j+H/nmaHQAbm6+X2EY+Zra1wNGGtpbMv39XrIDm+R+Lyy73+5IuSZrnk0n4M4W9yvRgKzABjQTZQSh0x4vnoa+qzvIDmxATs9KaCDrKYjWdR3ZDfxdUKXqFrz4WLz4JPQMXkp2tmoTRBEYgBefgxf/DYkj5Jm/cyjKRAqh8xP03eRRoDqP0OlTZnsM2YEN5tz3EDrls5aGkR3YgBq+7y97ltY1tnmoW3tQ7kSEznHkC2wALiJ09in771vJDmxAztmdJhhKaJQ3ku9drVXVaWDhoL/JBB9vabe5H7GjaQjPs4aU4wTTPH0QdoMkl0JUSdAzbqP+2cs4zqB1JK9AzjKoWpL0lgwkv6/0a0M/S/p67iRfJnx99C5ibLciO7ABVWSG+BF7BC6xqVQdRr71dkPgIUN3wo9YGgUPWYENiFp3jwmokmpc3oHhPWgZVF9N/mdiX4wYgqEJ2sxJ6+trUC7oWcob2AD4fkRnU7WpRwNMw4nm30Owl7ZPbPtZ2nUBevsRq5FfmGheUUwwZgGhEdzkww0oGz0UOAXxeh9sampKo460NbRG1nMJSs5Vb+yGhm5OaaM8HbvhlScTOh0N5z9vIzxoszkdgNDxUH9CXmxGqcm/H7V7PdJwkqEsgVR18tJ0OgFnA0mV6SyLa25HaXHrQe3Bdmm4yPQggTb7vE5qQstK+jGqG/lrY1MwmU9VxWxmfxxfFmicRr6gM8E5hE47Qqcd5UFzNjqTKMWFzi+QUlVelD9LJ2LXcH8sodPFJAZsB6HqeFVY8wynTbAcpQTCCdgNM23sNW0H+yLKUVrPShYOQU3stvvKeqhv7bisA1NwnHEqj7S0a4ec0ibs3kuAA0xwciD1lS7TkDiix2HnQHfzo+Yk29nk71FbApoHXnagPImWjY2hudJ0OHaJiM0o7d2nYfdMnOBHdDI9X3tZ2EHJ4fexp7r2N0FcH0u7ZRDN+BDyBX/l2NBQE/Mq1JXjUF8DZm2TCSBfbC+KjwNZpNHYcDLQ1NS0LXpIzhg9evQZo0ePHoIWyk+h5SCwxQy2m9fhxnG3zTAA9DMZ4QMs7VZEi02RDegQQyHqn3lkNfobp9124roWyNDZDHst+V6Ezqooa5R3inaC/hX/5sXywBGmH+kIS9t9CJ01UWBlm7lPniHb+3XQs7Qs9o7Quijw24tqtaksHGmuWfRZ6oh9NrAjmpHRnfrN4GnoSuhsTLF31TfP/jEFbBtoG1iB4sOdV6L40NDVsX9WQf2TG1FsDtCWKJiz3c86oLXAdh0BVYyWQ863Lfobxa+elnbb+xFboD3UpjIGpXWg0N5tlL/2yTyyJVZAflUf7P3QrU0F5pDMI6txKGII2CQlE+wMhRvmNyD/2IJydER9SEWS1CvTutWUokO5FwhssuQ/VByE+jSuSX4wevTo6U1NTdcCFzY1Na02evTo8Qvt7toOOqGX8OcFbLc1dkUyDNtTjHrXEWUvbTLXCXZBGS/bTQQUGNtk8xJ0QI2hvQrY7mICjVrKLvXQG/W+2N7zEujd8bIOTMEmRgGuSDm9F2p4LeII9aDYJrI8ykrPy7NUZLPdkaLyynpviryrayLnoOhQzgZqI6Z1Ku3fQUkxzRLToFpOOidmUTyhapvQSbAUxR28FSgWyHVA73QRZ3ZrRDst4pvtRT5KbCU2Nv1MRWaUbGPsioiFbIPdXLVyrEOxNWgF7Cr65ViG4s9vO4q/N0Vnpc0A6qtrzl9c34rXykSjcpONLYF3R48eXam5/xLaiGwGEC4MtKZixLIUe6aWpvjm1YniDt4yFAs02lPMGcVcz7asnaDzPFx3HYp9NytT3JFdBXuOcYLVKPZM/Ijim9dy82hb5DlMJKiLoBPz9t4Uk2Yu9s40kI1HC9gUWd+fAN6A9PkzGXgJCX8UwdtITMAWX0O+eSUp+JLizuH3FHdIi86IW4ria1Bniq+3P6ZYYN2R4utIR4r7JzHFAvTZ0FKW3AITKf4cfooEmmzxJVL++zzrwBS8CvXlyeczzs8+pPXQCG6ysRpS+6lE8rOiJfrWwpzsQ+YbxkLtwWt18DXkG6CWgm+g8DTsiZBvAncFZqA5AEUwiWKfEcauaCam6Gc0HeoPMsuwnVbQdhLYDXAzmErx8vh3aL5GEUyh+LP0RcFrToTSZGlLfAPV0rM5MBfJOhd1+opc74cCW1ouqAHcFgMDly+QMp8NJiN1vKHYBwxPmenzN1jaAVwfuHyCFLVscSvFHbynKeaQfgO8Q7Fn9ysW3v5QJAj8imLrSGJbc9BlBj6E9GGVGXgVeBOyZwul4B70PNkGVeNQ4mJIgWtea+bkXJN5ZDUGmuG71RL+9fEG9kHnmMAtvNcvEDSCm2wsTbpzN73s920Zto2URfGSGcw5LPPIatyBXsAii+RdFBs6NcFc8/4CtvejTa/IAnk/kiS1xVw0s8V2oQJJOr8N1XMJcuBlJCldBK9CoWnVE5FMaZG/9VlzzSIb9SMUy55/h+YIjCxgez9yhEYXsL0byYPabkTT0MyEqgGJOfCAGWBadNCbLRbnvsYWMHNgBluYfIuon29Y2DwTuDxj/v/fsUt+DQlcvgtcJqEZUja40vw7FLsEwlxKn8kAy2t+CtwfuDyLZH9t8LgJxmy+jwTXmwGiDxSwvQ1V1ooERv9Bs4dsMQGtt3cUsE327qiA7W2IymSbKHkhcBlFse9mUOASF7AdDwwPXL7B/nMKjHT1Y5A+ILYGZiH1WMy/NoHrI+YzAvs19DLsJOLn0np+Zm40gptsJJN9K9Gx7PdtF178DPbOT4y94z7Q/Gu7Ac0BAjOz41pL2zfx4mfx4sfQ4myD6/Hi6Wi4mi0Gmfk6QeaRLTEBTah/HjuHBOBhvPgjdL+23+dgc79FMkeD8OJXsc+SfYI292uh5YTmHLjBSFcX+W4G4sWTgX9b2n2KAo37sA8Ch5prDsw88v/bu/Moyar6gOPfdkYGRQQVMZYcFlEuaBICiaeiYgAVQVSQoEHDojmIIyAIKgoDIqgIBmUTkAoJyJKwiQEMI44ooBygRUbCYrwgiorDvgw7DDMvf/xe0a+rq2uZ6Zmmq7+fc/p096t3q251v3rv/u6973fHOpl6UdD/e70H+D714rcwesHBHpxHvXiYaGj2O8p1csv3Xj3A0oz21Is5fZeZwho19iT+L908BKxXLob4fnrrAb+VyuhQo8YwkXmql/PJj2hmbAwH0Ps54cRGLUaJGjUeJ7KI9XoOm1NZS+U8eh+FWQLsV1lZ/shOO7dopq6nUeMaopOmV4sYaTj3+xl5FDi7UeP3xILI/ZjfqHEdka6/35H20xs1nqb/a/dzRMD7HLH+WT9+0agxv1Hjz/TfUdKs51z6u+4vYKRD51Ri9KdXX64sPHogvU9P+yVl2v4yqPowvc2iKIiFXf9Qlr2LSIbQy1TS26gkAGrU+B9iMepefLVR45xGjS8Tx1I3i4F3lcfsC4rBTXd30z7bU3Pb0vRYrGj9LuBUJ9ZR6bVX72c0c/RHQ7iXi3PTMZVFMY+n94blYkanRD6E3i+Y9wHHAVAvfk1lfYEeXFEGUxAnyH7mkB9RBlTQX3rkxTR7X+rFbfR3MbifkRv9TqW/xuxPqBfNHs9j+igHcAL1Ygn14n5iPZRePcnIxetC+pu2cC31otn4OYb+Rm+OpF4sLhdZ7SeV6uNED3jzWOonqPop9aI5inca/V2oD6FeLHr+596nSjxM89irF48DB/XxmnOJRi5lvXt9rwVxPun3BuvD+9x/IDRq7Eqs7dRutOERoqFSK9c0oWwgvo04htp1tj1ONLjf3qiNvt+gUaNBZJ0arzPrCeJc+YHqqvLlKNO7iNHD8c67TwGHN1dZr5Q9n2h8dWqELwEOatRGep3L19+e7gHOImI1+ucXPWzUOJfe7gkoiKBoXmXbTvQ2q6AgFtRsNpovo7+ZAQeVf1eIYKyfzoCvA5T/335u7H6CMghr1LgBOKuPskeXxx7EyFyv5+pnieC4aR96DxbOpTzvNGosAbajt2m9C4lj+Omy7CNEgp07eyh7SKM2Erw1atwNbEH38/XPga0btZERl0aNW4lEMJ3KPgR8pFEb/b8og5RtOpRdQkyde3ujNnrafKPG0cT6R+OV/S3xmTm0UmZ3IqFQuzbOEmKWw5saNa7s8F4mzVBRrMj7zaeelNLRxNo2r6wmFUgpzSEaQa/LOXcNcDqtpLpCDA/tSwQP3XyIenFhWWYnomHaaRGyq4APUi9GeiOGh1YiTkA7dnmtU4C9yp7rZtmNiAZUpzUYngN2p16MnhoxPLQ3cZLtFLTfD2xDvZhfKbcyMb2nWzax4bJs9b1uSHzIuzXcvkW9GL0eyfBQ8xjqZAnwSerFyKhWpNz+KZFZp5OFwNbUi+FK2fcAl9B9Ybnbgc2oFyMX9eGhb9FcH6iz/wJ2ef7/Gn/fHxIXhE6eBT5Mvbik8pobENPxuqWTvg3YvJwy1Sy7NdH46paR51+pF6NXuR4e6mXl6yeJY39kKlvvx9J1wHtbjqV1iKlx3dLlHkS9OKqlvtsSU0I7vdcHgfdTL0bfuzA8dCDROOp0Q/FlxLlhJGCMz/npxPoY43kOmE29OK0sswkwv8P+TadQL5YmNe1AKdMCb0hk4Lq7Ues8vWr2Al5BNGLWJRrbdwDnNmqdp4KVizFuQ5yzX0UEJtcCZ/RQdgMijfBmxPH3MPEZOL1RG/9eynIdmT3Kr7XLzc3G+SmVEZvWci8mAo69iHW8mh4lGucnV6bktJbdjVizq91n7CbgsGpQVCm3PvH52mSct/MgsHejNnqqZ7k+zwV0Xl+soCWQK8t+jBj57pac4Atl47VZbhYxRbbb+m3PADs2aiPTactFS8+ie5rlbwOfKUcjmmXXI84Tnc5fTwIfbdS4pLqxXJDzEsbP9lYQ953sVY4UVcuuVz423tSoa4E9ysBilNkLeDVxTdudSJ5Tfb15wLGNWtmhM7bsi4mR0L2AdxDnz8VEJ9DJwI+qf5+WskNEB8ZsIrPeTOLenDOIz2vHzqrZC9iS6CCoEcH8zcQoWtfO1rLse4kEFI8R7Zd549W1LLMxkRF0VaLD/9Jyit6k6tSuNrjpIqVUJxoi++ecjyu3zSIyWNybc+5pvZJJD26Acr2Sm+H5VZurfg38XTkdqFrmDcSH91+INIpNVxMf4O9VepCr5V5EnCD3JPLDNxVE8HIS9aJ9r9bw0JrAvsQ6MtX1a54hVnw+thwhald2C2JBz20ZHeQ0L3xHUy/GngCGh2YSPUh7MXbF9ruIKV3fHPP3ibI1YhRpN8ZmvrqurG/7eboRQB5MLIjW6jrgMOrF2JNrrKtydPmarQ3agpiq9FnqxS1tym5GjI789ZjHIpi6mAioxmaVGR76bFnfdlnbHiOCy0PLaXDVcrOI0afdaZ9t64ayvmN7ZYeH1iYC8w8w9kL/DNF42I96MfZkOzy0KbFg6vsYG/TeRAQ2/9mmPjA89M9EL3nrBXcx0SN7GPVi7PTCOJb2Lr/e2PLon4jpjMeMcyy9gjgOP8noxXCXEBfN4yojh61lNyQW09uZ0ZnbHiZu5D6+7bEfZd9avu6OjF6c8xric34e9aJ9T/Lw0FbE53w7Rv4/zdf8DvXi9pb9VyKOz80YG1DdC7ylMpqraaBskL+o35uSZy9gHeIa8TRwR2Xko1OZIaLhvxVxLloIzC3vzelWdjNiAds3UwacxHXlvEat/UjU7AXMJGZP7E00EJua17MTyyll7cq+i1ig8x1tHp4PHNGc8tdSbiVi9GcP2qfF/wXwuXbvufz77FjWd4vKQ81z0IkdGvyrEef4PRl9HV1INNxPbNS4fZyyQ0Qa7GbQ+lJiFONC4l6Z29qVq5TfiGgzvIE4198JnNao8atO5cqyKxFp+dckjqX5lRG4rmYvYAZxzn28HFHSCmBws4xSSucTa24cS/SEfYzI0b5lzrmnG/heEMFNVSwIuQZw36je+fH3fwmx0OEs4H7qxV19vNb6REAVPYn1orch6Fgs8O1EQ/pJ4IZymlMvZdcl1rFpniAvL6fhdCs3RJzkmifIPwDzyulK3cquQgRVryYuXPOpF11PrGXZzYgLbvNie2lPZYeHVicWmmtebP9M3APS8UJQec1diUb0ImJO/qnjNoBHyq3MyOrHqxHTXn4CnEW96DztLUaddiXWRliZaMyeS734RQ/1XYsI5prH0u3AmT0dEzEqsj0jx9I11IveEhYMD72NmPbTPJYu7qnxHcfS5ow+li7v8ViaSTRomhfbG7v+X0bKrkZMLW0eS9e0DaTal30VEZDFsRT3efUmXvc1xLG0gHrRfe5/dGSsS0z7+cOoUVxpwJSjDM3e9jt67f2evYC/JDpomufbyxs1up4zZy/gZUQP/6bEtfs+YmSgp/uIyvquTQQ2v6tMQ+tWbojosGueb2/tJfCU+mFws4xSSisT2SN2IdbRuAmYk3Pu+UbeF1xwI0mSJE1BndrVS7MK7rSTc36auAHugG77SpIkSZocZkuTJEmSNBAMbiRJkiQNBIMbSZIkSQPB4EaSJEnSQDC4kSRJkjQQDG4kSZIkDQSDG0mSJEkDweBGkiRJ0kAwuJEkSZI0EAxuJEmSJA0EgxtJkiRJA8HgRpIkSdJAMLiRJEmSNBAMbiRJkiQNBIMbSZIkSQPB4EaSJEnSQJg52RWYRmaU39dKKU1qRSRJkqQpbK3y+4zWBwxuVpzXlt9/Pqm1kCRJkgbDa4E7qhsMblac64F3AHcDiye5LpIkSdJUNYMIbK5vfWCoKIoVXx1JkiRJmmAmFJAkSZI0EAxuJEmSJA0EgxtJkiRJA8HgRpIkSdJAMLiRJEmSNBAMbiRJkiQNBIMbSZIkSQPB4EaSJEnSQDC4kbRUUkozU0pFSumQya6LJEkSwMzJroCkFSul9HHg9HEePijnfNQKrI4kqY2UUtHjruvlnO9cnnWRphKDG2n6Ohj4Y8u2X01GRSRJY+za8vt+wDrA/i3b718x1ZGmBoMbafqam3O+cbIrIUkaK+d8dvX3lNKHgDVat48npbRKzvmJ5VI56QXM4EbSGCmlLwLbAxsCLwFuBY7IOf93l3KrAV8ty/4FsBC4ETgg5/y/lf22Bw4ENgYWAT8BPp9z/t3EvxtJGmwppU8B3wH+Hvgk8EHgPmCjlNK5wN/knDdsKXMUsF/OeeWW7XsAnwYS8BjwA+ALOecHlvsbkSaACQWk6Wv1lNIala9XVR77DDAf+BIwByiA76eUtunynP8G7AacBewFHEMELxs1d0gp7Q5cBNwLHAB8A3grcHVK6dUT8s4kaXo6DXgdce4+qd/CKaUjgVOIKcr7AQ3gQ8DlKaVZE1hPablx5Eaavq5o+f0J4GXlz+vnnJ9qPpBSOokYgdkfuKzDc24LHJpzPray7fkEBSmllwPHAsflnPevbD+PGB36DGD2NUlaOncB780595qM4HkppQR8Edgn53xSZfuPgSuBjwLfnZhqSsuPwY00fX0KuKPy+3PNH5qBTUppCFgdmAFcDezQ5TkXAlumlM7IOT/U5vGtgVWB81NKa7SUuxnYos/3IEka0ViawKb0j8Bi4OKW8/OtwIPE+fm7y1Q7aQUwuJGmr+HxEgqklLYjsqltDFSnIizq8pwHEGmm700pDQNzgbNzzs2sbG8sv18zTvnbeqm4JKmt3y9D2TcS7cI/jfO404Y1JRjcSBolpbQlcU/MlcCewD1EUPMJYu71uHLO56SUriJGeLYiAqQ5KaUP5pwvZ+Q+v52AdiM7T07Ee5CkaeqpNtvGG8mZ0fL7i4CngQ+Ms78JBTQlGNxIarUjEWRsk3N+trmxzKDTVc55AXEj60kppTWJxAQHA5czMg1uQc756gmttSSpnYeJ6cWt1mn5/Q5gZeCWnPM9y71W0nJitjRJrRYDS6icH1JKrwe261QopTSzTBjwvJzzfcAC4oIJkYzgceDglFJrryEt87wlScvuDmDNMmEAACmltYH3t+x3ITHKc2jrE6SUZqSUXrFcaylNEEduJLW6FNgXuCyldA6xXs3exP0wb+5QbnXg9yml7wE3EUHMu4G3EFnQyDk/nFLaF/gP4PqU0vlEr+K6xNo45wOHTfxbkqRp62zga8APUkonEkld9gJ+A7ypuVPO+dcppSOAQ8pAaC4xze0NxJTkOeVzSS9ojtxIGiXnPI9YBO51wPHE/TGfJxZy6+QxYn2ETYHDiTVuNgBm55xPqDz/6UTWtIeJi+WxRJaenwEXTOR7kaTpLud8LzHd+DngaGBnIq3/vDb7fgnYBViFWJD5KOA9RMfTlSumxtKyGSqKpc0YKEmSJEkvHI7cSJIkSRoIBjeSJEmSBoLBjSRJkqSBYHAjSZIkaSAY3EiSJEkaCAY3kiRJkgaCwY0kSZKkgWBwI0mSJGkgzJzsCkiS1E1KaQvgCuCAnPM3J+g57wTWqWx6AngIuAW4DDgz5/zIRLyWJGnFcORGkjSd3QXsWn7tB/w7sDJwPJBTSu+cxLpJkvrkyI0kaTpbmHM+u2XbV1JKmwOXABenlDbJOf92EuomSeqTwY0kacpKKe0GfBrYAHgxcC9wLbBfzvn+pX3enPNVKaXPAacCBwKfaHndnYB9gI2BGcDNwNE55++Vj88A/gTck3PetE29ZwOnADvknC9a2npKkkZzWpokaUpKKe0KnAE8DRxKTCs7G0jAmhPwEmcBzwDbtrzu14BzgceALxHBz5PABSmlvQFyzovLumySUnpzm+feDXgAuHQC6ilJKjlyI0maqnYgAox35pyfq2w/dCKePOf8TErpNuCvUkqr5pwfSyltChwMHJlznlPZ/YSU0kXAkSmlM3POjxGB1wHAx4AvNHdMKa0PvA34ds550UTUVZIUHLmRJE1VC4GXAu9LKQ0tp9d4tPz+8vL7zkABnJFSWqP6RdyjsyrwVoCc863ADcDOKaXq9Xa38vsZy6nOkjRtOXIjSZqqvg78A3AR8GBK6Srgh8B55cjJRGgGNc0gZyNgCPhNhzKvqfx8BnAC8G5gXhmE7QLcmnO+YYLqKEkqOXIjSZqScs63A28C3kcEEesQCQB+U079WiYppVlEooK7K8HSEDFysw2w1Thfl1ee5hxgESOjNZsBrwfOXNb6SZLGcuRGkjRl5ZyfAeaWX6SUtiVu0v8ssPcyPv2uwCxG3/R/OxHY/DHn/H891O+BlNJcYIeU0suIIGcJkWxAkjTBHLmRJE1J5X0ureaX31+5jM+9OfAtImHBkZWHziq/f71M99xa7jWt24hRpZcS09E+DPw457xgWeonSWrPkRtJ0lQ1L6X0CPBzYk2Z1YGPE9PGzupQrmq1lNIu5c+zgBqwJbAFcB/wkZzz75o755yvTykdBhwG3JhSugBYALwW+FsibfRKLa9xKfAg8A3iHh4TCUjScmJwI0maqr4D/BMwmxipeRD4FbBPzvmKHp9jLUYCoafK57iFWDPnzJzzI60Fcs6Hp5R+Cexb7rcKEQjdUm5r3f/ZlNI5xGKjjxIJECRJy8FQURSTXQdJkiRJWmbecyNJkiRpIBjcSJIkSRoIBjeSJEmSBoLBjSRJkqSBYHAjSZIkaSAY3EiSJEkaCAY3kiRJkgaCwY0kSZKkgWBwI0mSJGkg/D99fb2vTKSS5wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "starsdev_df = stars_df.dropna(subset=['is_dev'])\n",
    "starsdev_df['is_dev'] = starsdev_df['is_dev'].astype(str)\n",
    "\n",
    "fig = plt.figure(figsize = (13, 8))\n",
    "#plt.xticks(rotation=90)\n",
    "sns.set(font_scale = 1.5)\n",
    "sns.set_style(\"white\")\n",
    "ax = m_swarmplot(x=\"is_dev\", y=\"gh_stars\", data=starsdev_df)\n",
    "\n",
    "plt.ylabel(\"Stars\")\n",
    "plt.xlabel(\"Is Dev\")\n",
    "#plt.title(\"GitHub Stars / Is Dev\", weight='bold')\n",
    "\n",
    "fig.set_facecolor('#45AFDC00')\n",
    "ax.set_facecolor('#00000000')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>arch_compat_min_py2</th>\n",
       "      <th>arch_compat_min_py3</th>\n",
       "      <th>arch_dep_concurrency</th>\n",
       "      <th>arch_dep_gui_framework</th>\n",
       "      <th>arch_dep_server_framework</th>\n",
       "      <th>arch_pkg_container</th>\n",
       "      <th>arch_pkg_freezer</th>\n",
       "      <th>arch_type</th>\n",
       "      <th>gh_forks</th>\n",
       "      <th>gh_has_wiki</th>\n",
       "      <th>gh_license</th>\n",
       "      <th>gh_open_issues</th>\n",
       "      <th>gh_size</th>\n",
       "      <th>gh_stars</th>\n",
       "      <th>gh_watchers</th>\n",
       "      <th>license_hereditary</th>\n",
       "      <th>license_license</th>\n",
       "      <th>license_license_group</th>\n",
       "      <th>sloc_ratio_other</th>\n",
       "      <th>sloc_ratio_autoconf</th>\n",
       "      <th>sloc_ratio_c</th>\n",
       "      <th>sloc_ratio_coffeescript</th>\n",
       "      <th>sloc_ratio_coq</th>\n",
       "      <th>sloc_ratio_cpp</th>\n",
       "      <th>sloc_ratio_css</th>\n",
       "      <th>sloc_ratio_dockerfile</th>\n",
       "      <th>sloc_ratio_go</th>\n",
       "      <th>sloc_ratio_haskell</th>\n",
       "      <th>sloc_ratio_html</th>\n",
       "      <th>sloc_ratio_java</th>\n",
       "      <th>sloc_ratio_javascript</th>\n",
       "      <th>sloc_ratio_jsx</th>\n",
       "      <th>sloc_ratio_less</th>\n",
       "      <th>sloc_ratio_lua</th>\n",
       "      <th>sloc_ratio_markdown</th>\n",
       "      <th>sloc_ratio_meson</th>\n",
       "      <th>sloc_ratio_objectivec</th>\n",
       "      <th>sloc_ratio_python</th>\n",
       "      <th>sloc_ratio_qml</th>\n",
       "      <th>sloc_ratio_restructuredtext</th>\n",
       "      <th>sloc_ratio_rust</th>\n",
       "      <th>sloc_ratio_sass</th>\n",
       "      <th>sloc_ratio_sh</th>\n",
       "      <th>sloc_ratio_sql</th>\n",
       "      <th>sloc_ratio_systemverilog</th>\n",
       "      <th>sloc_ratio_tex</th>\n",
       "      <th>sloc_ratio_typescript</th>\n",
       "      <th>sloc_ratio_vue</th>\n",
       "      <th>sloc_ratio_xml</th>\n",
       "      <th>sloc_ratio_xsl</th>\n",
       "      <th>sloc_ratio_yaml</th>\n",
       "      <th>sloc_total_blanks</th>\n",
       "      <th>sloc_total_code</th>\n",
       "      <th>sloc_total_comments</th>\n",
       "      <th>sloc_total_dirs</th>\n",
       "      <th>sloc_total_files</th>\n",
       "      <th>sloc_total_lines</th>\n",
       "      <th>sloc_actionscript</th>\n",
       "      <th>sloc_asp</th>\n",
       "      <th>sloc_assembly</th>\n",
       "      <th>sloc_autoconf</th>\n",
       "      <th>sloc_automake</th>\n",
       "      <th>sloc_bash</th>\n",
       "      <th>sloc_batch</th>\n",
       "      <th>sloc_c</th>\n",
       "      <th>sloc_c_code</th>\n",
       "      <th>sloc_c_comments</th>\n",
       "      <th>sloc_c_files</th>\n",
       "      <th>sloc_cabal</th>\n",
       "      <th>sloc_cmake</th>\n",
       "      <th>sloc_coffeescript</th>\n",
       "      <th>sloc_coq</th>\n",
       "      <th>sloc_cpp</th>\n",
       "      <th>sloc_cpp_code</th>\n",
       "      <th>sloc_cpp_comments</th>\n",
       "      <th>sloc_cpp_files</th>\n",
       "      <th>sloc_csharp</th>\n",
       "      <th>sloc_cshell</th>\n",
       "      <th>sloc_css</th>\n",
       "      <th>sloc_d</th>\n",
       "      <th>sloc_dockerfile</th>\n",
       "      <th>sloc_dotnetresource</th>\n",
       "      <th>sloc_elisp</th>\n",
       "      <th>sloc_elixir</th>\n",
       "      <th>sloc_fish</th>\n",
       "      <th>sloc_forth</th>\n",
       "      <th>sloc_fortranlegacy</th>\n",
       "      <th>sloc_fortranmodern</th>\n",
       "      <th>sloc_glsl</th>\n",
       "      <th>sloc_go</th>\n",
       "      <th>sloc_graphql</th>\n",
       "      <th>sloc_groovy</th>\n",
       "      <th>...</th>\n",
       "      <th>sloc_html</th>\n",
       "      <th>sloc_java</th>\n",
       "      <th>sloc_javascript</th>\n",
       "      <th>sloc_jsx</th>\n",
       "      <th>sloc_less</th>\n",
       "      <th>sloc_llvm</th>\n",
       "      <th>sloc_lua</th>\n",
       "      <th>sloc_makefile</th>\n",
       "      <th>sloc_markdown</th>\n",
       "      <th>sloc_meson</th>\n",
       "      <th>sloc_moduledef</th>\n",
       "      <th>sloc_msbuild</th>\n",
       "      <th>sloc_mustache</th>\n",
       "      <th>sloc_nix</th>\n",
       "      <th>sloc_objectivec</th>\n",
       "      <th>sloc_objectivecpp</th>\n",
       "      <th>sloc_org</th>\n",
       "      <th>sloc_pascal</th>\n",
       "      <th>sloc_perl</th>\n",
       "      <th>sloc_php</th>\n",
       "      <th>sloc_prolog</th>\n",
       "      <th>sloc_protobuf</th>\n",
       "      <th>sloc_python</th>\n",
       "      <th>sloc_python_code</th>\n",
       "      <th>sloc_python_comments</th>\n",
       "      <th>sloc_python_files</th>\n",
       "      <th>sloc_qml</th>\n",
       "      <th>sloc_r</th>\n",
       "      <th>sloc_rakefile</th>\n",
       "      <th>sloc_restructuredtext</th>\n",
       "      <th>sloc_rpmspecfile</th>\n",
       "      <th>sloc_ruby</th>\n",
       "      <th>sloc_rubyhtml</th>\n",
       "      <th>sloc_rust</th>\n",
       "      <th>sloc_sass</th>\n",
       "      <th>sloc_scala</th>\n",
       "      <th>sloc_scheme</th>\n",
       "      <th>sloc_scons</th>\n",
       "      <th>sloc_sh</th>\n",
       "      <th>sloc_sql</th>\n",
       "      <th>sloc_srecode</th>\n",
       "      <th>sloc_swift</th>\n",
       "      <th>sloc_swig</th>\n",
       "      <th>sloc_systemverilog</th>\n",
       "      <th>sloc_tcl</th>\n",
       "      <th>sloc_tex</th>\n",
       "      <th>sloc_toml</th>\n",
       "      <th>sloc_typescript</th>\n",
       "      <th>sloc_vala</th>\n",
       "      <th>sloc_vb6</th>\n",
       "      <th>sloc_vimscript</th>\n",
       "      <th>sloc_visualstudioproject</th>\n",
       "      <th>sloc_visualstudiosolution</th>\n",
       "      <th>sloc_vue</th>\n",
       "      <th>sloc_xml</th>\n",
       "      <th>sloc_xsl</th>\n",
       "      <th>sloc_yaml</th>\n",
       "      <th>sloc_zsh</th>\n",
       "      <th>topic_primary</th>\n",
       "      <th>topic_primary_fq</th>\n",
       "      <th>topic_secondary</th>\n",
       "      <th>topic_secondary_fq</th>\n",
       "      <th>vcs_commit_count</th>\n",
       "      <th>vcs_committer_count</th>\n",
       "      <th>vcs_committer_percent_dist_10</th>\n",
       "      <th>vcs_committer_percent_dist_100</th>\n",
       "      <th>vcs_committer_percent_dist_20</th>\n",
       "      <th>vcs_committer_percent_dist_30</th>\n",
       "      <th>vcs_committer_percent_dist_40</th>\n",
       "      <th>vcs_committer_percent_dist_50</th>\n",
       "      <th>vcs_committer_percent_dist_60</th>\n",
       "      <th>vcs_committer_percent_dist_70</th>\n",
       "      <th>vcs_committer_percent_dist_80</th>\n",
       "      <th>vcs_committer_percent_dist_90</th>\n",
       "      <th>vcs_committer_percent_dist_95</th>\n",
       "      <th>vcs_committer_percent_dist_99</th>\n",
       "      <th>vcs_committer_top_5_0</th>\n",
       "      <th>vcs_committer_top_5_1</th>\n",
       "      <th>vcs_committer_top_5_2</th>\n",
       "      <th>vcs_committer_top_5_3</th>\n",
       "      <th>vcs_committer_top_5_4</th>\n",
       "      <th>vcs_first_commit</th>\n",
       "      <th>vcs_latest_commit</th>\n",
       "      <th>vcs_minor_committer_counts_1</th>\n",
       "      <th>vcs_minor_committer_counts_2</th>\n",
       "      <th>vcs_minor_committer_counts_3</th>\n",
       "      <th>vcs_minor_committer_counts_4</th>\n",
       "      <th>vcs_minor_committer_counts_5</th>\n",
       "      <th>vcs_vcs_name</th>\n",
       "      <th>py23_compat</th>\n",
       "      <th>age_commit</th>\n",
       "      <th>py3_compat</th>\n",
       "      <th>is_dev</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>youtube_dl</td>\n",
       "      <td>2.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>py2exe</td>\n",
       "      <td>desktop</td>\n",
       "      <td>9740.0</td>\n",
       "      <td>False</td>\n",
       "      <td>The Unlicense</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>56638.0</td>\n",
       "      <td>56117.0</td>\n",
       "      <td>1792.0</td>\n",
       "      <td>True</td>\n",
       "      <td>Unlicense</td>\n",
       "      <td>Unlicense</td>\n",
       "      <td>0.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.97</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16751.0</td>\n",
       "      <td>129280.0</td>\n",
       "      <td>4259.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>1050.0</td>\n",
       "      <td>150290.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>71.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>312.0</td>\n",
       "      <td>3042.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>146153.0</td>\n",
       "      <td>125381.0</td>\n",
       "      <td>4170.0</td>\n",
       "      <td>870.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>230.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internet</td>\n",
       "      <td>internet</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17285.0</td>\n",
       "      <td>798.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>798.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>626.0</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.2194</td>\n",
       "      <td>0.0851</td>\n",
       "      <td>0.0815</td>\n",
       "      <td>0.0803</td>\n",
       "      <td>2008-07-21</td>\n",
       "      <td>2019-10-01</td>\n",
       "      <td>474.0</td>\n",
       "      <td>599.0</td>\n",
       "      <td>655.0</td>\n",
       "      <td>690.0</td>\n",
       "      <td>714.0</td>\n",
       "      <td>git</td>\n",
       "      <td>py2</td>\n",
       "      <td>4089.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 190 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          name  arch_compat_min_py2  arch_compat_min_py3 arch_dep_concurrency  \\\n",
       "28  youtube_dl                  2.7                  NaN                  NaN   \n",
       "\n",
       "   arch_dep_gui_framework arch_dep_server_framework arch_pkg_container  \\\n",
       "28                    NaN                       NaN                NaN   \n",
       "\n",
       "   arch_pkg_freezer arch_type  gh_forks gh_has_wiki     gh_license  \\\n",
       "28           py2exe   desktop    9740.0       False  The Unlicense   \n",
       "\n",
       "    gh_open_issues  gh_size  gh_stars  gh_watchers license_hereditary  \\\n",
       "28          3054.0  56638.0   56117.0       1792.0               True   \n",
       "\n",
       "   license_license license_license_group  sloc_ratio_other  \\\n",
       "28       Unlicense             Unlicense              0.03   \n",
       "\n",
       "    sloc_ratio_autoconf  sloc_ratio_c  sloc_ratio_coffeescript  \\\n",
       "28                  NaN           NaN                      NaN   \n",
       "\n",
       "    sloc_ratio_coq  sloc_ratio_cpp  sloc_ratio_css  sloc_ratio_dockerfile  \\\n",
       "28             NaN             NaN             NaN                    NaN   \n",
       "\n",
       "    sloc_ratio_go  sloc_ratio_haskell  sloc_ratio_html  sloc_ratio_java  \\\n",
       "28            NaN                 NaN              NaN              NaN   \n",
       "\n",
       "    sloc_ratio_javascript  sloc_ratio_jsx  sloc_ratio_less  sloc_ratio_lua  \\\n",
       "28                    NaN             NaN              NaN             NaN   \n",
       "\n",
       "    sloc_ratio_markdown  sloc_ratio_meson  sloc_ratio_objectivec  \\\n",
       "28                  NaN               NaN                    NaN   \n",
       "\n",
       "    sloc_ratio_python  sloc_ratio_qml  sloc_ratio_restructuredtext  \\\n",
       "28               0.97             NaN                          NaN   \n",
       "\n",
       "    sloc_ratio_rust  sloc_ratio_sass  sloc_ratio_sh  sloc_ratio_sql  \\\n",
       "28              NaN              NaN            NaN             NaN   \n",
       "\n",
       "    sloc_ratio_systemverilog  sloc_ratio_tex  sloc_ratio_typescript  \\\n",
       "28                       NaN             NaN                    NaN   \n",
       "\n",
       "    sloc_ratio_vue  sloc_ratio_xml  sloc_ratio_xsl  sloc_ratio_yaml  \\\n",
       "28             NaN             NaN             NaN              NaN   \n",
       "\n",
       "    sloc_total_blanks  sloc_total_code  sloc_total_comments  sloc_total_dirs  \\\n",
       "28            16751.0         129280.0               4259.0             94.0   \n",
       "\n",
       "    sloc_total_files  sloc_total_lines  sloc_actionscript  sloc_asp  \\\n",
       "28            1050.0          150290.0              265.0       NaN   \n",
       "\n",
       "    sloc_assembly  sloc_autoconf  sloc_automake  sloc_bash  sloc_batch  \\\n",
       "28            NaN           71.0            NaN        NaN         NaN   \n",
       "\n",
       "    sloc_c  sloc_c_code  sloc_c_comments  sloc_c_files  sloc_cabal  \\\n",
       "28     NaN          NaN              NaN           NaN         NaN   \n",
       "\n",
       "    sloc_cmake  sloc_coffeescript  sloc_coq  sloc_cpp  sloc_cpp_code  \\\n",
       "28         NaN                NaN       NaN       NaN            NaN   \n",
       "\n",
       "    sloc_cpp_comments  sloc_cpp_files  sloc_csharp  sloc_cshell  sloc_css  \\\n",
       "28                NaN             NaN          NaN          NaN       NaN   \n",
       "\n",
       "    sloc_d  sloc_dockerfile  sloc_dotnetresource  sloc_elisp  sloc_elixir  \\\n",
       "28     NaN              NaN                  NaN         NaN          NaN   \n",
       "\n",
       "    sloc_fish  sloc_forth  sloc_fortranlegacy  sloc_fortranmodern  sloc_glsl  \\\n",
       "28        NaN         NaN                 NaN                 NaN        NaN   \n",
       "\n",
       "    sloc_go  sloc_graphql  sloc_groovy  ...  sloc_html  sloc_java  \\\n",
       "28      NaN           NaN          NaN  ...        NaN        NaN   \n",
       "\n",
       "    sloc_javascript  sloc_jsx  sloc_less  sloc_llvm  sloc_lua  sloc_makefile  \\\n",
       "28              NaN       NaN        NaN        NaN       NaN          312.0   \n",
       "\n",
       "    sloc_markdown  sloc_meson  sloc_moduledef  sloc_msbuild  sloc_mustache  \\\n",
       "28         3042.0         NaN             NaN           NaN            NaN   \n",
       "\n",
       "    sloc_nix  sloc_objectivec  sloc_objectivecpp  sloc_org  sloc_pascal  \\\n",
       "28       NaN              NaN                NaN       NaN          NaN   \n",
       "\n",
       "    sloc_perl  sloc_php  sloc_prolog  sloc_protobuf  sloc_python  \\\n",
       "28        NaN       NaN          NaN            NaN     146153.0   \n",
       "\n",
       "    sloc_python_code  sloc_python_comments  sloc_python_files  sloc_qml  \\\n",
       "28          125381.0                4170.0              870.0       NaN   \n",
       "\n",
       "    sloc_r  sloc_rakefile  sloc_restructuredtext  sloc_rpmspecfile  sloc_ruby  \\\n",
       "28     NaN            NaN                   90.0               NaN        NaN   \n",
       "\n",
       "    sloc_rubyhtml  sloc_rust  sloc_sass  sloc_scala  sloc_scheme  sloc_scons  \\\n",
       "28            NaN        NaN        NaN         NaN          NaN         NaN   \n",
       "\n",
       "    sloc_sh  sloc_sql  sloc_srecode  sloc_swift  sloc_swig  \\\n",
       "28    230.0       NaN           NaN         NaN        NaN   \n",
       "\n",
       "    sloc_systemverilog  sloc_tcl  sloc_tex  sloc_toml  sloc_typescript  \\\n",
       "28                 NaN       NaN       NaN        NaN              NaN   \n",
       "\n",
       "    sloc_vala  sloc_vb6  sloc_vimscript  sloc_visualstudioproject  \\\n",
       "28        NaN       NaN             NaN                       NaN   \n",
       "\n",
       "    sloc_visualstudiosolution  sloc_vue  sloc_xml  sloc_xsl  sloc_yaml  \\\n",
       "28                        NaN       NaN       NaN       NaN        NaN   \n",
       "\n",
       "    sloc_zsh  topic_primary  topic_primary_fq  topic_secondary  \\\n",
       "28       NaN       internet          internet              NaN   \n",
       "\n",
       "    topic_secondary_fq vcs_commit_count vcs_committer_count  \\\n",
       "28                 NaN          17285.0               798.0   \n",
       "\n",
       "   vcs_committer_percent_dist_10 vcs_committer_percent_dist_100  \\\n",
       "28                           1.0                          798.0   \n",
       "\n",
       "    vcs_committer_percent_dist_20  vcs_committer_percent_dist_30  \\\n",
       "28                            1.0                            1.0   \n",
       "\n",
       "    vcs_committer_percent_dist_40  vcs_committer_percent_dist_50  \\\n",
       "28                            2.0                             No   \n",
       "\n",
       "    vcs_committer_percent_dist_60  vcs_committer_percent_dist_70  \\\n",
       "28                            3.0                            4.0   \n",
       "\n",
       "    vcs_committer_percent_dist_80 vcs_committer_percent_dist_90  \\\n",
       "28                            5.0                          23.0   \n",
       "\n",
       "    vcs_committer_percent_dist_95  vcs_committer_percent_dist_99  \\\n",
       "28                          153.0                          626.0   \n",
       "\n",
       "    vcs_committer_top_5_0  vcs_committer_top_5_1  vcs_committer_top_5_2  \\\n",
       "28                   0.36                 0.2194                 0.0851   \n",
       "\n",
       "    vcs_committer_top_5_3  vcs_committer_top_5_4  vcs_first_commit  \\\n",
       "28                 0.0815                 0.0803        2008-07-21   \n",
       "\n",
       "    vcs_latest_commit  vcs_minor_committer_counts_1  \\\n",
       "28         2019-10-01                         474.0   \n",
       "\n",
       "    vcs_minor_committer_counts_2 vcs_minor_committer_counts_3  \\\n",
       "28                         599.0                        655.0   \n",
       "\n",
       "   vcs_minor_committer_counts_4  vcs_minor_committer_counts_5  vcs_vcs_name  \\\n",
       "28                        690.0                         714.0           git   \n",
       "\n",
       "    py23_compat  age_commit  py3_compat is_dev  \n",
       "28          py2      4089.0       False  False  \n",
       "\n",
       "[1 rows x 190 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stars_df[stars_df['gh_stars'] == stars_df['gh_stars'].max()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.25     23744.0\n",
       "0.50     63438.0\n",
       "0.75    158077.0\n",
       "Name: sloc_total_lines, dtype: float64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apa_df.sloc_total_lines.quantile([0.25,0.5,0.75])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "def lines_size(x):\n",
    "    if x <= 30501.0:\n",
    "        return \"Small\"\n",
    "    if x >= 168724.0:\n",
    "        return \"Large\"\n",
    "    return \"Medium\"\n",
    "\n",
    "apa_df['size_total_lines'] = apa_df['sloc_total_lines'].apply(lines_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Count')"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyIAAAHyCAYAAAAX7HpYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzde1RVZf7H8Q8iiIBySdTCOxYqYGpmYWapjEKjeZkhb2DmrcxMrXSwst+an5lpWJlYKk2W5G1MDc1rmtmMFybTMgstLTNN4HhBBOQm/P7ox5lOBxUUngP0fq3VWvI8373Pd7cWyMf9PHs7FRUVFQkAAAAADKrh6AYAAAAA/PEQRAAAAAAYRxABAAAAYBxBBAAAAIBxNR3dQGWUk5OjQ4cOyc/PT87Ozo5uBwAAAKhyLl++LIvFouDgYLm5udnNE0RKcOjQIQ0dOtTRbQAAAABV3tKlS9WxY0e7cYJICfz8/CT9+j+tYcOGDu4GAAAAqHpSUlI0dOhQ6+/Wv0cQKUHxcqyGDRuqUaNGDu4GAAAAqLqutNWBzeoAAAAAjCOIAAAAADCOIAIAAADAOIIIAAAAAOMIIgAAAACMI4gAAAAAMI4gAgAAAMA4gggAAAAA4wgiAAAAAIwjiAAAAAAwjiACAAAAwDiCCAAAAADjCCIAAAAAjCOIAAAAADCOIAIAAADAOIIIAAAAAOMIIgAAAACMI4gAAAAAMI4gAgDXKb+wyNEtAA7F9wCAG1HT0Q0AQFXlUsNJzx456+g2AId5KfAmR7cAoArjjggAAAAA4wgiAAAAAIwjiAAAAAAwjiACAAAAwDiCCAAAAADjCCIAAAAAjCOIAAAAADCOIAIAAADAOIIIAAAAAOMIIgAAAACMI4gAAAAAMI4gAgAAAMA4gggAAAAA4xwaRNLS0hQbG6vo6Gi1b99egYGBSkpKKrH24sWLevnll9WtWzcFBwfrvvvu01NPPWVXl5qaqgkTJqhjx47q0KGDHn/8cf38888VfSkAAAAAyqCmIz/8xx9/VHx8vJo2barAwEAdOHCgxLqMjAwNHTpUGRkZioyMVMOGDWWxWPT555/b1GVlZWnYsGHKysrSY489ppo1a+rdd9/VsGHD9OGHH8rLy8vEZQEAAAC4BocGkaCgIO3du1c+Pj7atm2bxo0bV2JdbGyssrOz9eGHH8rHx8c6PnbsWJu6ZcuW6aefftKaNWvUpk0bSdK9996rPn366N1339WECRMq7mIAAAAAlJpDl2Z5enraBIuSZGRkaO3atRo5cqR8fHyUm5urvLy8Emu3bNmidu3aWUOIJAUEBCg0NFSbNm0q194BAAAAXL9Kv1l93759ysvLU7169TR8+HDdfvvtateunUaMGKETJ05Y6woLC3XkyBEFBwfbnSMkJETHjx/XpUuXTLYOAAAA4AoqfRApDhvTpk2Ts7OzXn31VU2ZMkUHDx7Uww8/rMzMTElSenq68vLy5OfnZ3cOPz8/FRUVyWKxGO0dAAAAQMkcukekNLKysiT9Gibi4+NVo8av2al58+YaM2aMVq9erYcffli5ubmSJFdXV7tz1KpVS5KUk5NjqGsAAAAAV1Pp74i4ublJksLDw60hRJLuu+8+eXl5af/+/ZL+GzZK2j9SHFKKzwUAAADAsSp9EClealWvXj27OV9fX2VkZEiSvL295erqWuLyK4vFIicnpxKXbQEAAAAwr9IHkaCgIEm/vqjwtwoLC2WxWOTr6ytJqlGjhm677TYdOnTI7hwHDx5U06ZNVbt27YpvGAAAAMA1VfogEhAQoNtuu03r16+3LrGSpI0bNyozM1OhoaHWsV69eunLL7/Ut99+ax374YcftHfvXoWHhxvtGwAAAMCVOXyz+ptvvilJOnbsmCQpMTFRX3zxherWrauoqChJUkxMjEaPHq0hQ4aob9++slgseu+999SmTRs9+OCD1nMNGTJEq1at0pgxY/TII4/I2dlZ7777rvz8/DR8+HDj1wYAAACgZA4PInPnzrX5evXq1ZIkf39/axC55557tGDBAs2bN0+xsbFyd3dXnz599Mwzz9g8JcvT01MJCQl66aWX9Oabb6qwsFB33XWXnnvuuWu+OBEAAACAOQ4PIkeOHClVXdeuXdW1a9dr1jVs2FBvvPHGjbYFAAAAoAJV+j0iAAAAAKofgggAAAAA4wgiAAAAAIwjiAAAAAAwjiACAAAAwDiCCAAAAADjCCIAAAAAjCOIAAAAADCOIAIAAADAOIIIAAAAAOMIIgAAAACMI4gAAAAAMI4gAgAAAMA4gggAAAAA4wgiAAAAAIwjiAAAAAAwjiACAAAAwDiCCAAAAADjCCIAAAAAjCOIAAAAADCOIAIAAADAOIIIAAAAAOMIIgAAAACMI4gAAAAAMI4gAgAAAMA4gggAAAAA4wgiAAAAAIwjiAAAAAAwjiACAAAAwDiCCAAAAADjCCIAAAAAjCOIAAAAADCOIAIAAADAOIIIAAAAAOMIIgAAAACMc2gQSUtLU2xsrKKjo9W+fXsFBgYqKSnpqsecOnVKt99+uwIDA5WcnGw3n5GRoWnTpunuu+9Wu3btNGzYsBLrAAAAADiOQ4PIjz/+qPj4eKWmpiowMLBUx8yaNUs1apTcdmFhocaMGaMNGzYoKipKkydP1tmzZxUdHa0TJ06UZ+sAAAAAboBDg0hQUJD27t2rrVu3atSoUdesT0pK0ieffKJhw4aVOL9582YdOHBAs2fP1hNPPKGhQ4cqISFBTk5OiouLK+/2AQAAAFynmo78cE9Pz1LXXr58WTNmzFBUVJSaNm1aYs2WLVtUv3599ejRwzrm6+uriIgIffTRR8rPz5eLi8sN9w0AAADgxlSZzeorVqxQamqqHn/88SvWJCcnKygoSE5OTjbjISEhysrKYnkWAAAAUElUiSCSnp6uN954Q+PHj1fdunWvWGexWFS/fn278eKxtLS0CusRAAAAQOlViSDyxhtvyNfXV4MGDbpqXU5OjlxdXe3Gi8dycnIqpD8AAAAAZePQPSKl8d1332nFihV66623VLPm1dt1c3NTXl6e3XjxmJubW4X0CAAAAKBsKn0QefXVV9WmTRsFBATo5MmTkqTz589L+nWplbe3t26++WZJkp+fX4nLr4rHSlq2BQAAAMC8Sh9ETp8+rcOHD9s8CavYmDFjVK9ePe3atUuS1KpVKx04cEBFRUU2G9YPHjwod3d3NWnSxFjfAAAAAK6s0geRqVOnKjMz02Zs7969SkhI0NSpU9WiRQvreHh4uLZs2aLt27crLCxMknTu3Dlt3rxZPXr04NG9AAAAQCXh8CDy5ptvSpKOHTsmSUpMTNQXX3yhunXrKioqSnfffbfdMRkZGZKku+66S61bt7aO9+rVS+3atdOUKVM0YsQI+fj4aPny5SosLNT48eMNXA0AAACA0nB4EJk7d67N16tXr5Yk+fv7KyoqqkzncnZ21qJFizR79mwlJCQoNzdXISEhmjVr1hVfgggAAADAPIcHkSNHjpT5mAEDBmjAgAElznl5eWnGjBmaMWPGjbYGAAAAoIJUifeIAAAAAKheCCIAAAAAjCOIAAAAADCOIAIAAADAOIIIAAAAAOMIIgAAAACMI4gAAAAAMI4gAgAAAMA4gggAAAAA4wgiAAAAAIwjiAAAAAAwjiACAAAAwDiCCAAAAADjCCIAAAAAjCOIAAAAADCOIAIAAADAOIIIAAAAAOMIIgAAAACMI4gAAAAAMI4gAgAAAMA4gggAAAAA4wgiAAAAAIwjiAAAAAAwjiACAAAAwDiCCAAAAADjCCIAAAAAjCOIAAAAADCOIAIAAADAOIIIAAAAAOMIIgAAAACMI4gAAAAAMI4gAgAAAMA4gggAAAAA4wgiAAAAAIwjiAAAAAAwrqYjPzwtLU1LlizRV199pUOHDik7O1tLlizRXXfdZa05f/68Vq9erU8++UQ//PCDCgoKFBAQoOHDhysiIsLunBkZGXrllVf08ccfKycnR23bttXUqVPVunVrk5cGAAAA4Cocekfkxx9/VHx8vFJTUxUYGFhizZdffqnXX39d3t7eGjt2rCZNmqRatWpp4sSJmj9/vk1tYWGhxowZow0bNigqKkqTJ0/W2bNnFR0drRMnTpi4JAAAAACl4NA7IkFBQdq7d698fHy0bds2jRs3zq6mZcuW2rJli/z9/a1jQ4YM0fDhw7Vo0SKNHDlSbm5ukqTNmzfrwIEDmj9/vsLCwiRJERER6tWrl+Li4jR79mwzFwYAAADgqhx6R8TT01M+Pj5XrWncuLFNCJEkJycnhYWFKScnR6dOnbKOb9myRfXr11ePHj2sY76+voqIiNC2bduUn59fvhcAAAAA4LpU2c3qZ86ckSSbIJOcnKygoCA5OTnZ1IaEhCgrK4vlWQAAAEAlUSWDSHp6ulatWqVOnTrJ19fXOm6xWFS/fn27+uKxtLQ0Yz0CAAAAuLIqF0QKCwv1zDPP6OLFi3r++edt5nJycuTq6mp3TPFYTk6OkR4BAAAAXJ1DN6tfj+nTp+vf//63YmNj7Z605ebmpry8PLtjiseKN7UDAAAAcKwqdUckLi5Oy5Yt0+TJk9W7d2+7eT8/vxKXXxWPlbRsCwAAAIB5VSaILF26VPPmzdPw4cM1cuTIEmtatWqlb775RkVFRTbjBw8elLu7u5o0aWKiVQAAAADXUCWCyMaNG/Xiiy+qT58+iomJuWJdeHi40tLStH37duvYuXPntHnzZvXo0UMuLi4m2gUAAABwDQ7fI/Lmm29Kko4dOyZJSkxM1BdffKG6desqKipKBw8e1JQpU+Tt7a3Q0FCtW7fO5vh77rlH9erVkyT16tVL7dq105QpUzRixAj5+Pho+fLlKiws1Pjx481eGAAAAIArcngQmTt3rs3Xq1evliT5+/srKipKR48eVX5+vs6dO6dnn33W7vglS5ZYg4izs7MWLVqk2bNnKyEhQbm5uQoJCdGsWbPUtGnTir8YAAAAAKXi8CBy5MiRq84PGDBAAwYMKPX5vLy8NGPGDM2YMeNGWwMAAABQQarEHhEAAAAA1QtBBAAAAIBxBBEAAAAAxhFEAAAAABhHEAEAAABgHEEEAAAAgHEEEQAAAADGEUQAAAAAGEcQAQAAAGAcQQQAAACAcQQRAAAAAMYRRAAAAAAYRxABAAAAYBxBBAAAAIBxBBEAAAAAxhFEAAAAABhHEAEAAABgHEEEAAAAgHEEEQAAAADGEUQAAAAAGEcQAQAAAGAcQQQAAACAcQQRAAAAAMYRRAAAAAAYRxBxkMLLuY5uAXA4vg8AAPjjqunoBv6oajjX0vFNzR3dBuBQzSJ+dHQLAADAQbgjAgAAAMA4gggAAAAA4wgiAAAAAIwjiAAAAAAwjiACAAAAwDiCCAAAAADjCCIAAAAAjCOIAAAAADCOIAIAAADAOIIIAAAAAOMcGkTS0tIUGxur6OhotW/fXoGBgUpKSiqxdvv27erfv79CQkJ0//33Ky4uTgUFBXZ1GRkZmjZtmu6++261a9dOw4YNU3JyckVfCgAAAIAycGgQ+fHHHxUfH6/U1FQFBgZesW7nzp0aN26cvLy8NG3aNIWFhWn+/PmaOXOmTV1hYaHGjBmjDRs2KCoqSpMnT9bZs2cVHR2tEydOVPTlAAAAACilmo788KCgIO3du1c+Pj7atm2bxo0bV2Ld7Nmz1aZNG/3jH/+Qs7OzJMnDw0OLFi1SdHS0mjVrJknavHmzDhw4oPnz5yssLEySFBERoV69eikuLk6zZ882cl0AAAAArs6hd0Q8PT3l4+Nz1ZqjR4/q6NGjGjhwoDWESNKQIUNUWFiorVu3Wse2bNmi+vXrq0ePHtYxX19fRUREaNu2bcrPzy//iwAAAABQZpV+s/q3334rSQoODrYZb9CggRo2bGidl6Tk5GQFBQXJycnJpjYkJERZWVkszwIAAAAqiUofRCwWiyTJz8/Pbs7Pz09paWk2tfXr17erKx77bS0AAAAAx6n0QSQnJ0eS5OrqajdXq1Yt63xxbUl1xWO/rQUAAADgOJU+iLi5uUmS8vLy7OZyc3Ot88W1JdUVj/22FgAAAIDjVPogUrwkq3iJ1m/9finW75dqFSseK2nZFgAAAADzKn0Qad26tSTp0KFDNuOpqalKSUmxzktSq1at9M0336ioqMim9uDBg3J3d1eTJk0qvmEAAAAA11SmINKjRw9t3779ivM7duyweXRuebj11lvVokULrVy5UpcvX7aOL1++XDVq1FDPnj2tY+Hh4UpLS7Pp8dy5c9q8ebN69OghFxeXcu0NAAAAwPUp0wsNT506pezs7CvOX7p0Sb/88kuZGnjzzTclSceOHZMkJSYm6osvvlDdunUVFRUlSZoyZYrGjh2rkSNH6oEHHtB3332npUuXauDAgWrevLn1XL169VK7du00ZcoUjRgxQj4+Plq+fLkKCws1fvz4MvUFAAAAoOKU65vVz5w5U+YN4XPnzrX5evXq1ZIkf39/axDp1q2b4uLiFBcXp+nTp8vX11djx47V448/bnOss7OzFi1apNmzZyshIUG5ubkKCQnRrFmz1LRp0xu4MgAAAADl6ZpB5PPPP1dSUpL1648//lg//fSTXd2FCxe0ceNGmz0bpXHkyJFS1YWFhSksLOyadV5eXpoxY4ZmzJhRpj4AAAAAmHPNIJKUlKS4uDhJkpOTk7Zu3aqtW7eWWNu0aVNNnTq1fDsEAAAAUO1cM4g8/PDD6t+/v4qKihQWFqZnn33WbkO6k5OT3N3d5e3tXWGNAgAAAKg+rhlE6tSpozp16kiSlixZooCAAN10000V3hgAAACA6qtMm9U7depUUX0AAAAA+AMp81OzfvnlF61cuVLHjx9Xenq63csDnZyc9N5775VbgwAAAACqnzIFkZ07d+qJJ55Qfn4+e0IAAAAAXLcyBZFXX31VPj4+mj9/vkJCQiqqJwAAAADVXI2yFP/www96+OGHCSEAAAAAbkiZgoivr69cXFwqqhcAAAAAfxBlCiJ9+/a94ssMAQAAAKC0yrRHpH///kpKStLYsWM1bNgwNWrUSM7OznZ1t9xyS7k1CAAAAKD6KVMQiYiIkJOTk4qKivTpp59esS45OflG+wIAAABQjZUpiIwbN05OTk4V1QsAAACAP4gyBZHx48dXVB8AAAAA/kDKtFkdAAAAAMpDme6IfP7556Wqu/POO6+rGQAAAAB/DGUKItHR0aXaI8JmdQAAAABXU6YgMnPmTLuxgoIC/fzzz1qzZo0aNWqkgQMHlltzAAAAAKqnMr9H5EpGjhx51XkAAAAAKFZum9W9vLwUGRmpt99+u7xOCQAAAKCaKtenZtWtW1c///xzeZ4SAAAAQDVUbkEkNzdX69atU7169crrlAAAAACqqTLtEZk6dWqJ4xcuXNCXX36pc+fOacqUKeXSGAAAAIDqq0xBZO3atSWOe3l5qXnz5po6dar69OlTLo0BAAAAqL7KFEQOHz5cUX0AAAAA+AMp183qAAAAAFAaZbojUiwzM1O7d++2PiGrcePG6ty5szw9Pcu1OQAAAADVU5mDyKpVq/Tyyy8rOztbRUVFkiQnJye5u7srJiZGkZGR5d4kAAAAgOqlTEFk+/btmjZtmho3bqwJEybo1ltvlSR9//33ev/99/XCCy/opptuUvfu3SukWQAAgPKUk39Zbi7Ojm4DcBhHfg+UKYi8/fbbCggI0D//+U95eHhYx0NDQzVgwAANHDhQ8fHxBBEAAFAluLk4q/H/vO/oNgCH+fnvUQ777DJtVj98+LD69+9vE0KKeXp6ql+/fjxZCwAAAMA1letTs5ycnMrzdAAAAACqqTIFkcDAQK1du1bZ2dl2c1lZWVq7dq1atWpVbs0BAAAAqJ7KtEdk1KhReuKJJ9S/f38NGzZMAQEBkqSjR48qISFBJ06c0Lx58yqkUQAAAADVR5mCSFhYmKZNm6bY2FhNnz7duhSrqKhItWvX1rRp0xQWFlYhjQIAAACoPsr8HpGhQ4eqT58+2rVrl06ePCnp1xca3nPPPapTp065N1js+PHjev3117V//35lZGTolltuUb9+/TR8+HC5urpa6/bv369XXnlF3377rTw9PRUREaGnn35atWvXrrDeAAAAAJTNdb1ZvW7duoqIiCjvXq4oNTVVkZGRqlOnjqKiouTl5aV9+/Zpzpw5+v777/XKK69IkpKTkzV8+HC1bNlSMTExSklJ0TvvvKOTJ09qwYIFxvoFAAAAcHXXDCKXL1/Wa6+9Jn9/fw0ePPiKdcuWLVNKSoomTZpU7k/PSkxMVEZGhpYtW2Z9ieLAgQOVm5urjRs36qWXXpKLi4teffVVeXt7KyEhwfqI4UaNGun555/Xnj17FBoaWq59AQAAALg+13xq1rp16/SPf/xDISEhV61r27at4uPj9dFHH5Vbc8WysrIkSTfddJPNeL169VSzZk05OzsrMzNTu3fvVr9+/Wzec9K3b1+5u7tr06ZN5d4XAAAAgOtzzSCyadMmde7cWcHBwVetCw4OVpcuXbRhw4Zya67YnXfeKUl67rnndPjwYZ0+fVrr1q3T2rVrNXr0aNWoUUNHjhxRQUGBXZ+urq5q3bq1kpOTy70vAAAAANfnmkuzvvnmGz3yyCOlOtldd92ld99990Z7stOlSxdNmDBBCxcu1CeffGIdf/LJJzVu3DhJksVikST5+fnZHe/n56cvv/yy3PsCAAAAcH2uGUQuXLhgtyTqSnx9fZWenn7DTZWkUaNG6tSpk/70pz/J29tbn376qebNmydfX18NHjxYOTk5kmTzBK1itWrVss4DAAAAcLxrBhEPDw+dP3++VCdLT0+32Z9RXjZs2KD/+Z//0ebNm9WgQQNJUs+ePVVUVKTZs2frgQcekJubmyQpLy/P7vjc3FzrPAAAAADHu+YekZYtW2rXrl2lOtmuXbvUsmXLG27q95YtW6agoCBrCCnWvXt3ZWdn6/Dhw9YlWcVLtH7LYrGofv365d4XAAAAgOtzzSDypz/9Sbt379a2bduuWrd9+3bt3r1bPXv2LLfmip05c0aXL1+2G8/Pz5f06yOGb7vtNtWsWVOHDh2yqcnLy1NycrJat25d7n0BAAAAuD7XDCKDBg1SkyZNNHHiRL322mvWt6kXO3nypF577TVNnDhRzZo106BBg8q9yebNm+vQoUM6ceKEzfiGDRvk7OyswMBA1alTR6GhoUpMTLQ+7lf69R0k2dnZCg8PL/e+AAAAAFyfa+4RcXNz06JFi/Too49q4cKFWrRokTw9PeXh4aGsrCxlZmaqqKhIzZs318KFC1WrVq1yb3LkyJH67LPPNHjwYA0dOlReXl769NNP9dlnn2nQoEHWzfSTJk3SoEGDFB0drcjISKWkpGjx4sXq2rWrOnfuXO59AQAAALg+1wwiktS0aVMlJibqn//8p7Zs2aLvv/9eZ86ckYeHhzp27KiePXsqMjKywjaE33nnnVqxYoXmzZunZcuWKT09Xf7+/nr66ac1cuRIa11QUJAWL16s2NhYzZw5U56ennrooYf01FNPVUhfAAAAAK5PqYKI9OsjcKOjoxUdHV2R/VxR8Zvbr6Vjx45asWKFgY4AAAAAXK9r7hEBAAAAgPJGEAEAAABgHEEEAAAAgHEEEQAAAADGEUQAAAAAGEcQAQAAAGAcQQQAAACAcQQRAAAAAMYRRAAAAAAYRxABAAAAYBxBBAAAAIBxBBEAAAAAxhFEAAAAABhHEAEAAABgHEEEAAAAgHEEEQAAAADGEUQAAAAAGEcQAQAAAGAcQQQAAACAcQQRAAAAAMYRRAAAAAAYRxABAAAAYBxBBAAAAIBxBBEAAAAAxhFEAAAAABhHEAEAAABgHEEEAAAAgHEEEQAAAADGEUQAAAAAGEcQAQAAAGAcQQQAAACAcQQRAAAAAMYRRAAAAAAYRxABAAAAYBxBBAAAAIBxVSqIHDx4UGPGjNGdd96p9u3b68EHH9SaNWtsarZv367+/fsrJCRE999/v+Li4lRQUOCgjgEAAACUpKajGyitnTt3aty4cerUqZMmTJigmjVr6vjx4zp9+rRdzd13361p06bpu+++0/z583X+/HlNmzbNgd0DAAAA+K0qEUQuXryoqVOnatCgQXr++eevWDd79my1adNG//jHP+Ts7CxJ8vDw0KJFixQdHa1mzZoZ6hgAAADA1VSJpVnr169XRkaGJkyYIEnKzMxUUVGRTc3Ro0d19OhRDRw40BpCJGnIkCEqLCzU1q1bjfYMAAAA4MqqRBDZs2ePWrRooZ07d+q+++7THXfcoU6dOik2NlaXL1+WJH377beSpODgYJtjGzRooIYNG1rnAQAAADhelVia9dNPPyklJUUxMTEaNWqU2rRpox07dig+Pl65ubl67rnnZLFYJEl+fn52x/v5+SktLc102wAAAACuoEoEkezsbF24cEFPP/20xowZI0nq2bOnsrOztXz5co0dO1Y5OTmSJFdXV7vja9WqpUuXLhntGQAAAMCVVYmlWW5ubpKk3r1724z36dNH+fn5+vrrr601eXl5dsfn5uZa5wEAAAA4XpUIIsXLrerVq2czXvz1hQsXrDXFS7R+y2KxqH79+hXcJQAAAIDSqhJBJCgoSJKUmppqM56SkiJJ8vX1VevWrSVJhw4dsqlJTU1VSkqKdR4AAACA41WJIBIeHi5J+uCDD6xjRUVFWrVqldzd3dWuXTvdeuutatGihVauXGl9kpYkLV++XDVq1FDPnj2N9w0AAACgZFVis3pwcLD69eunhQsX6uzZs2rTpo127typf//735o8ebI8PT0lSVOmTNHYsWM1cuRIPfDAA/ruu++0dOlSDRw4UM2bN3fwVQAAAAAoViWCiCRNnz5dN998sz788EN9+OGHatSokf7+979r0KBB1ppu3bopLi5OcXFxmj59unx9fTV27Fg9/vjjDuwcAAAAwO9VmSDi6uqqiRMnauLEiVetCwsLU1hYmKGuAAAAAFyPKrFHBAAAAED1QhABAAAAYBxBBAAAAIBxBBEAAAAAxhFEAAAAABhHEAEAAABgHEEEAAAAgHEEEQAAAADGEZPg394AACAASURBVEQAAAAAGEcQAQAAAGAcQQQAAACAcQQRAAAAAMYRRAAAAAAYRxABAAAAYBxBBAAAAIBxBBEAAAAAxhFEAAAAABhHEAEAAABgHEEEAAAAgHEEEQAAAADGEUQAAAAAGEcQAQAAAGAcQQQAAACAcQQRAAAAAMYRRAAAAAAYRxABAAAAYBxBBAAAAIBxBBEAAAAAxhFEAAAAABhHEAEAAABgHEEEAAAAgHEEEQAAAADGEUQAAAAAGEcQAQAAAGAcQQQAAACAcVUyiMTHxyswMFB9+/a1m9u/f78GDx6s22+/Xffcc49efPFFXbp0yQFdAgAAALiSmo5uoKwsFoveeustubu7280lJydr+PDhatmypWJiYpSSkqJ33nlHJ0+e1IIFCxzQLQAAAICSVLkgMmfOHAUHB6uoqEgZGRk2c6+++qq8vb2VkJAgDw8PSVKjRo30/PPPa8+ePQoNDXVEywAAAAB+p0otzTp48KDWrVunqVOn2s1lZmZq9+7d6tevnzWESFLfvn3l7u6uTZs2mWwVAAAAwFVUmSBSVFSk6dOnq1+/fmrdurXd/JEjR1RQUKDg4GCbcVdXV7Vu3VrJycmmWgUAAABwDVUmiHz44Yc6evSoJk6cWOK8xWKRJPn5+dnN+fn5KS0trUL7AwAAAFB6VSKIZGZmas6cORozZozq169fYk1OTo6kX++A/F6tWrWs8wAAAAAcr0oEkbfeeksuLi565JFHrljj5uYmScrLy7Oby83Ntc4DAAAAcLxK/9SstLQ0vffee5owYYLOnDljHc/NzVV+fr5OnjypOnXqWJdkFS/R+i2LxXLFOykAAAAAzKv0d0TOnj2r/Px8xcbGqkePHtb/vvrqKx07dkw9evRQfHy8brvtNtWsWVOHDh2yOT4vL0/JycklbnAHAAAA4BiV/o5Io0aNNH/+fLvx119/XdnZ2Xr22WfVrFkz1alTR6GhoUpMTNSjjz5qfYRvYmKisrOzFR4ebrp1AAAAAFdQ6YNInTp1FBYWZjf+3nvvydnZ2WZu0qRJGjRokKKjoxUZGamUlBQtXrxYXbt2VefOnU22DQAAAOAqKv3SrLIICgrS4sWL5erqqpkzZ2rVqlV66KGHNHfuXEe3BgAAAOA3Kv0dkStJSEgocbxjx45asWKF4W4AAAAAlEW1uiMCAAAAoGogiAAAAAAwjiACAAAAwDiCCAAAAADjCCIAAAAAjCOIAAAAADCOIAIAAADAOIIIAAAAAOMIIgAAAACMI4gAAAAAMI4gAgAAAMA4gggAAAAA4wgiAAAAAIwjiAAAAAAwjiACAAAAwDiCCAAAAADjCCIAAAAAjCOIAAAAADCOIAIAAADAOIIIAAAAAOMIIgAAAACMI4gAAAAAMI4gAgAAAMA4gggAAAAA4wgiAAAAAIwjiAAAAAAwjiACAAAAwDiCCAAAAADjCCIAAAAAjCOIAAAAADCOIAIAAADAOIIIAAAAAOMIIgAAAACMI4gAAAAAMI4gAgAAAMA4gggAAAAA42o6uoHSOHjwoNauXaukpCT98ssv8vb2Vvv27TVx4kQ1bdrUpnb//v165ZVX9O2338rT01MRERF6+umnVbt2bQd1DwAAAOD3qkQQefvtt7V//36Fh4crMDBQFotFS5cuVb9+/fTBBx8oICBAkpScnKzhw4erZcuWiomJUUpKit555x2dPHlSCxYscPBVAAAAAChWJYLI8OHDFRsbK1dXV+vYAw88oD59+ig+Pl4vv/yyJOnVV1+Vt7e3EhIS5OHhIUlq1KiRnn/+ee3Zs0ehoaEO6R8AAACArSqxR6RDhw42IUSSmjVrpltvvVXHjh2TJGVmZmr37t3q16+fNYRIUt++feXu7q5NmzYZ7RkAAADAlVWJIFKSoqIinTlzRj4+PpKkI0eOqKCgQMHBwTZ1rq6uat26tZKTkx3RJgAAAIASVNkgsm7dOqWmpioiIkKSZLFYJEl+fn52tX5+fkpLSzPaHwAAAIArq5JB5NixY/rf//1f3XHHHerbt68kKScnR5LslnBJUq1atazzAAAAAByvygURi8WiRx99VF5eXpo7d65q1Pj1Etzc3CRJeXl5dsfk5uZa5wEAAAA4XpV4alaxixcvavTo0bp48aKWL19uswyr+M/FS7R+y2KxqH79+sb6BAAAAHB1VeaOSG5urh577DEdP35cCxcuVIsWLWzmb7vtNtWsWVOHDh2yGc/Ly1NycrJat25tsl0AAAAAV1Elgsjly5c1ceJEffnll5o7d67atWtnV1OnTh2FhoYqMTFRWVlZ1vHExERlZ2crPDzcZMsAAAAArqJKLM16+eWX9cknn6hbt25KT09XYmKidc7Dw0NhYWGSpEmTJmnQoEGKjo5WZGSkUlJStHjxYnXt2lWdO3d2VPsAAAAAfqdKBJHDhw9Lknbs2KEdO3bYzPn7+1uDSFBQkBYvXqzY2FjNnDlTnp6eeuihh/TUU08Z7xkAAADAlVWJIJKQkFDq2o4dO2rFihUV2A0AAACAG1Ul9ogAAAAAqF4IIgAAAACMI4gAAAAAMI4gAgAAAMA4gggAAAAA4wgiAAAAAIwjiAAAAAAwjiACAAAAwDiCCAAAAADjCCIAAAAAjCOIAAAAADCOIAIAAADAOIIIAAAAAOMIIgAAAACMI4gAAAAAMI4gAgAAAMA4gggAAAAA4wgiAAAAAIwjiAAAAAAwjiACAAAAwDiCCAAAAADjCCIAAAAAjCOIAAAAADCOIAIAAADAOIIIAAAAAOMIIgAAAACMI4gAAAAAMI4gAgAAAMA4gggAAAAA4wgiAAAAAIwjiAAAAAAwjiACAAAAwDiCCAAAAADjCCIAAAAAjCOIAAAAADCu2gWRvLw8vfLKK+rSpYvatm2rhx56SHv27HF0WwAAAAB+o9oFkZiYGL333nt68MEH9dxzz6lGjRoaPXq0Dhw44OjWAAAAAPy/ahVEDh48qA0bNuiZZ57RlClTNHDgQL333nu6+eabFRsb6+j2AAAAAPy/ahVENm/eLBcXF0VGRlrHatWqpb/+9a/64osvlJaW5sDuAAAAABSr6egGylNycrKaN28uDw8Pm/G2bduqqKhIycnJql+//jXPc/nyZUlSSkpKhfRZLOVshZ4eqPRqnjzp6BZuWFZquqNbABzmpMclR7dQLpwy+T7GH9fJCvy7uPh36eLfrX+vWgURi8WiBg0a2I37+flJUqnviFgsFknS0KFDy6+5ErlW8PmBSm56D0d3AOAGbHZ0A+WktqMbAByox0fzKvwzLBaLmjZtajderYJITk6OXFxc7MZr1aolScrNzS3VeYKDg7V06VL5+fnJ2dm5XHsEAAAA/gguX74si8Wi4ODgEuerVRBxc3NTfn6+3XhxACkOJKU5T8eOHcu1NwAAAOCPpqQ7IcWq1WZ1Pz+/EpdfFS+1Ks3+EAAAAAAVr1oFkVatWunHH39UVlaWzfhXX31lnQcAAADgeNUqiISHhys/P1+rVq2yjuXl5WnNmjXq0KFDiRvZAQAAAJhXrfaI3H777QoPD1dsbKwsFouaNGmitWvX6pdfftHMmTMd3R4AAACA/+dUVFRU5OgmylNubq5ef/11rV+/XhcuXFBgYKCeeuopde7c2dGtAQAAAPh/1S6IAAAAAKj8qtUeEQAAAABVA0EEAAAAgHEEEaCMoqOjFR0dbf06KSlJgYGBSkpKcmBXwB/HyZMnFRgYqDVr1ljHYmJi1L17dwd2BQAoK4IIqoQjR47oySefVLdu3RQSEqJ7771XjzzyiBISEhzdGvCHtmbNGgUGBiowMFBff/213XxeXp46deqkwMBAxcTEOKBDAOWl+Ps9OTnZ0a2gmqhWj+9F9bR//34NGzZMt9xyiyIjI+Xn56fTp0/rq6++0pIlS2zuTgBwDFdXV3300UcKCQmxGf/ss8908eJFubi4VOjnT58+XTx7BQCqFoIIKr0FCxbIy8tLH3zwgerWrWszd/bsWQd1BeC37rvvPm3cuFF/+9vfVKPGf2+2b9iwQZ06ddI333xToZ9f0UEHQMXKzs6Wu7u7o9uAYSzNQqV34sQJ3XbbbXYhRJJuuukm658DAwM1Y8YMrV+/XuHh4br99ts1dOhQHT9+XJL09ttv6/7771fbtm312GOPKT093eZc27Zt05gxY9SlSxcFBwcrLCxM8+fP1+XLlyv0+oDq4M9//rPS0tL0n//8xzqWlZWlHTt2qHfv3nb1OTk5eu2119SjRw8FBwerW7dumjt3rgoKCmzqMjIyFBMTozvuuEMdO3bU3/72N128eNHufL/fI3KlvVtX2l/SsWNH/fzzzxo1apTatWunbt26WWu++uorDRo0SG3btlWvXr20a9eu6/ufBFRz6enpmjVrlvr06aP27durQ4cOGjVqlA4fPmxTV/z9uWnTJs2ZM0ddunRRhw4drPOHDx9WVFSU2rZtq65du+rNN9/U6tWrFRgYqJMnT9qca8eOHRo0aJDatWunO+64Q+PGjdNPP/1k5Hpx47gjgkrP399fX331lY4ePaqWLVtetTYpKUnbt2/X4MGDVVBQoIULF+qJJ55Q79699fHHH2vEiBE6efKklixZotmzZ+ull16yHrt27Vq5u7vrkUcekbu7u/bu3as33nhDmZmZ+tvf/lbRlwlUac2aNVNwcLA2bNigu+++W5K0fft2FRQUqGfPnpo1a5a1trCwUI899pj1F/xmzZrpm2++0YIFC5SSkqKZM2dKkoqKivT444/riy++0ODBg9WiRQt9/PHHFfL9WFBQoNGjRys0NFTdunXT6tWr9eyzz8rFxUWzZs1SZGSkIiIitHjxYk2YMEE7d+6Uh4dHufcBVGU///yztm3bpvDwcDVq1EhnzpzRypUrFRUVpQ0bNqhBgwY29XFxcXJzc9Po0aOVlZUlSUpNTdXDDz8sJycnjRkzRu7u7lq1apVcXV3tPm/NmjV69tlndf/992vy5MnKyspSQkKChgwZosTERNWrV8/IdeP6EURQ6Y0YMUKjR4/Wgw8+qLZt26pjx44KDQ1Vp06d7JZjHD9+XFu2bNHNN98sSapZs6ZiY2O1du1arV+/3vqD7OzZs1q/fr3+/ve/W88xZ84cubm5Wc81ePBgvfDCC1q+fLkmTZpU4g9BAP/Vu3dvLViwQC+88IJcXFz00Ucf6d5775WXl5dN3bp16/Sf//xHy5cv1+23324db9SokebMmaNRo0YpICBA27dv1+eff66pU6dq+PDhkn79vhw2bFi5937p0iX99a9/1ahRoyRJYWFh6tatmyZPnqzFixcrNDRUkhQQEKCRI0fq448/Vr9+/cq9D6AqCwwM1JYtW2yWZ/bt21cRERH64IMPNG7cOJv6goICLVu2TLVq1bKOxcfH68KFC0pMTFRgYKAkacCAAerVq5fNsVlZWXrppZc0dOhQTZs2zToeERGh3r17691339UzzzxTEZeJcsTSLFR699xzj1asWKHu3bvr8OHDio+P14gRI3T//fdrx44ddrXFIUSS9Zec3r172wSJtm3bKi8vTxaLxTr22xCSmZmpc+fOqWPHjrp06ZJ++OGHiro8oNp44IEHlJGRoX/96186f/68du/eXeKyrC1btujWW29V48aNde7cOet/xb/sFy/v+uyzz+Ti4qKBAwdaj3V2dlZUVFSF9B8ZGWn9c4MGDdSwYUPdcsst1r6k//5M+f3yEAC/PrSiOIRcvnxZ58+fl7u7u5o3b65vv/3Wrr5///42IUSS/vWvf6ljx47WECJJ3t7e6tOnj03d7t27dfHiRUVERNj8HPHw8FCrVq1slomi8uKOCKqEtm3bKi4uTnl5eTp8+LC2bdumd999V+PHj1diYqICAgIkSbfccovNcXXq1JEkNWzYsMTxjIwM6zHff/+9Xn/9de3du1eZmZk29SWtSQdgq0GDBurYsaM++ugjpaamysXFpcR3e/z00086duyYzS/4v3Xu3DlJ0qlTp9SgQQPVrl3bZr558+bl3ru7u7vdnZs6derYLb/67c8OALYKCwu1ZMkSLVu2TCdPnrTZY+nt7W1X36hRI7uxU6dO6Y477rAbb9Kkic3Xxfs/hw4dWmIvjRs3LkvrcBCCCKoUV1dXtW3bVm3btlWzZs00depUbdq0SU888YQk2dwO/i1nZ+cSx4sf95mRkaGoqCh5enrqySefVJMmTVSrVi198803io2NVWFhYcVcEFDN/PnPf9bLL7+sEydOqHv37nYhQvr1l5U2bdpo8uTJJZ6jPH6BcHJyKnH8St/LV/oZca2fHQD+a8GCBZo7d67+8pe/aMKECfLy8lKNGjX00ksvlfg989uVCGVVfL45c+bI19fXbv73d1pQORFEUGUFBwdLktLS0m74XP/5z3+Unp6uuLg43XnnndZxll8AZRMeHq4XX3xRX3/9td168GJNmjTR0aNH1blz56uey9/fX0lJSbp06ZJNoPnxxx+v2UfxU/Z+fzfz1KlT1zwWwPXZsmWL7rrrLpsHwUi//mOfj49Pqc7h7++vEydO2I3/fqz4Hyz8/Px01113XWfHcDT2iKDS27t3b4n/krJz505JUosWLW74M4rvpPz2c/Ly8rRs2bIbPjfwR+Lt7a0XXnhB48ePV5cuXUqs6dWrl06dOqW1a9fazWVlZSk3N1eS1LVrV+Xn52vlypXW+cuXL+v999+/Zh/+/v5ydnbW559/bjO+fPnyslwOgDJwdna2+/t606ZNSk1NLfU5unTpon379unIkSPWsfT0dK1fv96uztPTUwsXLrR77Lf03yWeqNy4I4JK78UXX9SlS5f0pz/9SS1atFB+fr7279+vTZs2yd/fXwMGDLjhz2jfvr28vLwUExOj6OhoOTk5KTExkeUXwHV46KGHrjrfr18/bdy4UVOnTtWuXbvUvn175efn6+jRo9q0aZPWrFmjpk2bqnv37urQoYNmzZqlEydOKCAgQFu3bi3Vnq06deooPDxc77//vpycnNS4cWN9+umnvAQVKAerVq0q8dG49957rxYsWKCpU6eqffv2+u6777R+/foyLbccNWqU1q1bp+HDhysqKkq1a9fWqlWrdPPNNys9Pd267LJOnTqaNm2aYmJi9Je//EUPPPCAvL29derUKX3yySfq0aOHJk2aVG7XjIpBEEGlN2XKFG3evFk7d+7UypUrlZ+fr1tuuUVDhgzR2LFjS3zRYVn5+PhowYIFmjVrll5//XXVrVtXDz74oEJDQzVy5MhyuAoAxZydnfXWW2/pnXfe0bp167R582Z5eHioSZMmGjNmjPVdAzVq1NBbb72ll156SYmJiXJyclL37t0VExNTqkfnPv/88yooKNCKFSvk6uqq8PBwTZkypcQneQEovaVLl5Y4vm/fPuXl5Wn9+vXauHGj2rRpo4ULF2rOnDmlPvfNN9+sJUuW6MUXX9SCBQvk6+uroUOHqnbt2nrxxRdt9n7069dPDRo00KJFi7Ro0SIVFBSoYcOG6tSpk/785z/f8HWi4jkV8U++AAAAqMRmzJihlStX6sCBA1d8iASqHvaIAAAAoNLIycmx+fr8+fNat26d7rjjDkJINcPSLAAAAFQakZGRCg0NVUBAgCwWi1avXq3MzEw9/vjjjm4N5YylWQAAAKg0XnnlFX388cdKTU2Vk5OTgoKC9MQTT1zxJaiouggiAAAAAIxjjwgAAAAA4wgiAAAAAIwjiAAAAAAwjiACAFVE9+7dFR0d7eg2SmXv3r166KGH1L59ewUGBmrNmjWObum67dixQ4GBgdq8eXO5nfP9999XYGCgvv7663I7JwBUNTy+FwAc6Oeff9aiRYv0+eef6/Tp03J1dVW9evXUtm1b9e/fX3fffbejWyyzCxcuaPz48WrYsKFiYmLk5uamDh062NUlJSVp2LBhpTqnv7+/PvnkkzL18e9//1sHDhzQqFGjVLt27TIde73ef/99TZ8+XfHx8eratauRzwSAqoogAgAO8vXXXys6Olo1a9ZUv3791LJlS+Xk5Oinn37Srl275OHhYRNEyvNf5CvS119/rYyMDM2YMUM9e/a8Yl1AQIBmz55tM/bPf/5T+/bt09SpU+Xj42Md9/DwKHMfu3bt0jvvvKOhQ4caCyKlNXjwYEVGRsrV1dXRrQCAwxBEAMBB5s+fr0uXLikxMVGtWrWym7dYLDZfV5VfWs+cOSNJ8vLyumpdvXr11LdvX5uxPXv2aN++fQoLC1OjRo0qrEdHc3Z25g3RAP7wCCIA4CDHjx+Xt7d3iSFEkvz8/Gy+7t69u/z9/ZWQkCBJmjdvnuLi4q54/u3bt1t/mb948aIWLFigrVu36vTp0/L09FTnzp01adIkNW7cuFT9Hj58WPPmzdO+ffuUnZ2txo0bq3///hoxYoT1l+ru3bvr1KlTkmSz7OrIkSOl+ozSOH78uObOnau9e/fq4sWL8vf3V+/evfXoo49aw9qTTz6pLVu2SJLNS9CmTJmikSNH6tSpU1q8eLGSkpJ0+vRp5eXlqWnTpvrLX/6iYcOGqUaNit1CWbyE64MPPlBISIjN2MqVK7Vnzx6tWvV/7d1/TNT1H8Dx54n44zaYYEZ6iAL6IUBHKLrmdnNSKP6aGBkOtKXpJBSm6ZBQC5cT2mITaENts7ZEKTtrQ7RkSCCUDDomq8nU0lBRsKNLtNkd3rs/mPf14pcgQtv39djY4PV+f973+nyOf177vH8co6WlhYkTJ5KcnMyiRYs6jfPdd99x6NAhfv75Z2w2G4GBgaxevZrY2FiXftXV1ezfv5+Ghgbu3r2Ll5cXISEhpKSkEBIS8lTvVQghuiOFiBBCDBE/Pz+uXLnC6dOne5zC1J2oqCj8/PxcYjabjaysLB48eOCcztTW1sbKlStpamoiNjaWqVOncvv2bY4cOcKKFSswmUwYDIYeP+vRaWQJCQk888wzlJWV8eGHH9LQ0EB2djYA6enpVFRU8Pnnn5OYmEhAQECf76snV65c4bXXXsNmsxEfH4+vry9VVVV89NFHnD9/no8//hidTsfrr7/O/fv3KS8vJyMjA71eD8C0adOc91NRUcFLL73ExIkTsdlsnDlzhszMTG7dukVaWtqA5t0Xe/fupb29nYSEBNzc3Dh8+DBvv/02/v7+BAcHO/t9+umnZGZmMnv2bDZu3MjIkSMpLy8nPT2dmzdvsmnTJqCjgHzzzTcxGAysWbMGLy8vfv/9d2pqarh06ZIUIkKIoaOEEEIMCbPZrEJDQ5WmaWr+/PkqLS1NFRQUqMuXL3fZf968eWrVqlXdjudwONTmzZtVUFCQOn36tDP+/vvvq+nTp6sLFy649L9+/boKDw9X27dv7zXXuLg4FRwc7DKGw+FQKSkpStM09f333zvjJpNJaZqmzp071+u4/7Z9+3alaZq6du1al+2JiYlK0zRVXV3tEn/33XeVpmmquLjYGcvKylKapimLxdJpnL/++ks5HI5O8aSkJBUaGqqsVqszdubMGaVpmjp16lSv+X/22WdK0zRVXl7+WP3q6+s7xeLi4pTdbnfGr169qp5//nm1Y8cOZ6yxsVGFhISonTt3dhr7nXfeUaGhoaq5uVkppVR+fr7SNE1dunSp1/yFEGIwyfa9QggxRMLDwzGZTCxfvpy2tjaOHz/O7t27WbRoEQkJCVy7dq1P4+3bt4+TJ0+ydetWoqKiAFBKUVRUxKxZs3j22WdpbW11/owePZoXXniBysrKHse1WCzU1dURGRnpMo1Mp9Px1ltvAVBSUtLHu++7v//+m7NnzxIREcHs2bNd2pKSkvqUx+jRo9HpdEDHWySr1UpraytGoxG73c6FCxcGNvk+WLVqFcOH/2/CwqRJkxg/fjy//fabM3by5Ena29uJjY11+U5bW1uJjIzEbrdTXV0NgIeHB9DxbGw22+DejBBC9ECmZgkhxBAKCgoiKysLgBs3blBTU8OxY8eora0lKSkJk8n0WIvUv/rqK/bv38+rr77K+vXrnfHW1lasViuVlZUuayUe1dt6iOvXrwMwZcqUTm0BAQEMGzasz0VTfzQ3N2O327vMw8fHBw8Pj8fOw2azkZ+fT1FRUZfX3Llz54nz7a+u1uyMGTMGq9Xq/PuXX34BIC4urttxLBYLAMuXL6e4uJh9+/Zx4MABwsPDMRqNLF68GB8fnwHOXgghHp8UIkII8R9hMBgwGAwsW7aM+Ph4zGYz9fX1RERE9HhddXU1u3bt4sUXXyQjI8OlTSkFwJw5c1wKlP937733HsePH2fZsmVs2rQJb29vhg8fjtlsJi8vD4fDMWS5dVcYPvwuH/09JycHT0/PLvtPnjwZAL1eT0FBAXV1dVRVVVFTU0N2djZ5eXnk5OTIeSdCiCEjhYgQQvzH6HQ6wsLCMJvNtLS09Nj3119/JTk5GV9fX3Jzc3F3d3dp9/b2xtPTk7t37zJnzpx+5fNw563Lly93+fkOh+Oxd956Ej4+Pri7u3eZR3NzM21tbY+Vh8Ph4MSJE8ydO7fTOSZDOSWrLyZNmgR0bIHcW6EKHf9TM2bMcB4s2djYSExMDHl5eVKICCGGjKwREUKIIVJVVUV7e3un+P3796mqqgI6Dv3rzh9//MGGDRvQ6XQcPHiwy3M7hg0bxtKlS6mvr+/2QMSHU3i6M3bsWMLDwykrK+PixYvOuFKKgwcPAjjXpDxNI0eOxGg0UltbS21trUvbgQMHOuXxcNewP//8s9NYbm5uLm8YoGM61uHDhwc67adiyZIluLm5kZOT0+W6D6vVit1uBzqm5/2br68vnp6eXT4bIYQYLPJGRAghhkhmZiZWq5XIyEg0TWPUqFHcunWLoqIirl69SkxMDEFBQd1ev3v3bhobG1m5ciV1dXXU1dW5tEdFRaHX69myZQtms5nNmzezcOFCwsLCcHd3p6mpiYqKCkJDQ53rVLqzY8cO/hGloQAAAlRJREFUVq9eTUJCAvHx8YwbN46ysjIqKytZsmRJt+tPBlpqaiq1tbWsW7eO+Ph4DAYDP/zwAyUlJRiNRqKjo519w8LCAMjKyiI6OpoRI0YQHBxMQEAAL7/8MkVFRaSmphIREUFLSwtffvklY8eOpamp6YnzLC4u5qeffuoUDwwMZMGCBU88/uTJk0lPT2fPnj0sXryYpUuXMn78eCwWCw0NDZSWllJeXo63tzfZ2dnU19czd+5cfH19aW9vp6SkhJs3b5KSkvLEuQghRH9JISKEEEMkLS2N0tJSfvzxR7799lva2trw8PBA0zTWr1/PK6+80uP1D99kFBYWUlhY2Km9tLQUvV6Ph4cHR48e5dChQ3zzzTeUlpbi5ubGc889x8yZM1mxYkWvuU6fPp3CwkJyc3M5evSo80DDbdu2sXbt2v49gH7w9/fniy++IDc3F5PJxL1795gwYQIbN24kMTHRZX2F0WgkOTkZk8nE2bNnefDgAampqQQEBJCRkcGYMWMoKSnh1KlTGAwG3njjDfz8/Jw7gT2Jr7/+usv4ggULBqQQgY7dtaZOnconn3xCQUEB9+7dw8vLi8DAQLZt2+bcLSs6Opo7d+5w4sQJLBYLer0ef39/PvjgA2JiYgYkFyGE6A+d+ve7aSGEEEIIIYR4ymSNiBBCCCGEEGLQSSEihBBCCCGEGHRSiAghhBBCCCEGnRQiQgghhBBCiEEnhYgQQgghhBBi0EkhIoQQQgghhBh0UogIIYQQQgghBp0UIkIIIYQQQohBJ4WIEEIIIYQQYtD9A9IFBQukzpZCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(13,8))\n",
    "sns.set(font_scale = 1.5)\n",
    "sns.set_style(\"white\")\n",
    "sns.countplot(x='size_total_lines',data=apa_df, palette=PALETTE, order=['Small', 'Medium', 'Large'])\n",
    "\n",
    "plt.xlabel(\"Size of Total Lines\")\n",
    "plt.ylabel(\"Count\")\n",
    "#plt.title(\"Size of Total Lines\", weight='bold')\n",
    "\n",
    "#fig.set_facecolor('#45AFDC00')\n",
    "#ax.set_facecolor('#00000000')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (13, 8))\n",
    "plt.xticks(rotation=90)\n",
    "sns.set(font_scale = 1.5)\n",
    "sns.set_style(\"white\")\n",
    "ax = m_swarmplot(x=\"license_license\", y=\"sloc_total_lines\", hue = 'vcs_committer_percent_dist_50', data=apa_df)\n",
    "\n",
    "plt.xlabel(\"License\")\n",
    "plt.ylabel(\"Total Lines\")\n",
    "#plt.title(\"Total Lines / License\", weight='bold')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc=1, borderaxespad=0.)\n",
    "ax.legend(loc='center right', title=\"Committer Dist 50%\", bbox_to_anchor=(1.29, 0.5), ncol=1)\n",
    "\n",
    "fig.set_facecolor('#45AFDC00')\n",
    "ax.set_facecolor('#00000000')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>arch_compat_min_py2</th>\n",
       "      <th>arch_compat_min_py3</th>\n",
       "      <th>arch_dep_concurrency</th>\n",
       "      <th>arch_dep_gui_framework</th>\n",
       "      <th>arch_dep_server_framework</th>\n",
       "      <th>arch_pkg_container</th>\n",
       "      <th>arch_pkg_freezer</th>\n",
       "      <th>arch_type</th>\n",
       "      <th>gh_forks</th>\n",
       "      <th>gh_has_wiki</th>\n",
       "      <th>gh_license</th>\n",
       "      <th>gh_open_issues</th>\n",
       "      <th>gh_size</th>\n",
       "      <th>gh_stars</th>\n",
       "      <th>gh_watchers</th>\n",
       "      <th>license_hereditary</th>\n",
       "      <th>license_license</th>\n",
       "      <th>license_license_group</th>\n",
       "      <th>sloc_ratio_other</th>\n",
       "      <th>sloc_ratio_autoconf</th>\n",
       "      <th>sloc_ratio_c</th>\n",
       "      <th>sloc_ratio_coffeescript</th>\n",
       "      <th>sloc_ratio_coq</th>\n",
       "      <th>sloc_ratio_cpp</th>\n",
       "      <th>sloc_ratio_css</th>\n",
       "      <th>sloc_ratio_dockerfile</th>\n",
       "      <th>sloc_ratio_go</th>\n",
       "      <th>sloc_ratio_haskell</th>\n",
       "      <th>sloc_ratio_html</th>\n",
       "      <th>sloc_ratio_java</th>\n",
       "      <th>sloc_ratio_javascript</th>\n",
       "      <th>sloc_ratio_jsx</th>\n",
       "      <th>sloc_ratio_less</th>\n",
       "      <th>sloc_ratio_lua</th>\n",
       "      <th>sloc_ratio_markdown</th>\n",
       "      <th>sloc_ratio_meson</th>\n",
       "      <th>sloc_ratio_objectivec</th>\n",
       "      <th>sloc_ratio_python</th>\n",
       "      <th>sloc_ratio_qml</th>\n",
       "      <th>sloc_ratio_restructuredtext</th>\n",
       "      <th>sloc_ratio_rust</th>\n",
       "      <th>sloc_ratio_sass</th>\n",
       "      <th>sloc_ratio_sh</th>\n",
       "      <th>sloc_ratio_sql</th>\n",
       "      <th>sloc_ratio_systemverilog</th>\n",
       "      <th>sloc_ratio_tex</th>\n",
       "      <th>sloc_ratio_typescript</th>\n",
       "      <th>sloc_ratio_vue</th>\n",
       "      <th>sloc_ratio_xml</th>\n",
       "      <th>sloc_ratio_xsl</th>\n",
       "      <th>sloc_ratio_yaml</th>\n",
       "      <th>sloc_total_blanks</th>\n",
       "      <th>sloc_total_code</th>\n",
       "      <th>sloc_total_comments</th>\n",
       "      <th>sloc_total_dirs</th>\n",
       "      <th>sloc_total_files</th>\n",
       "      <th>sloc_total_lines</th>\n",
       "      <th>sloc_actionscript</th>\n",
       "      <th>sloc_asp</th>\n",
       "      <th>sloc_assembly</th>\n",
       "      <th>sloc_autoconf</th>\n",
       "      <th>sloc_automake</th>\n",
       "      <th>sloc_bash</th>\n",
       "      <th>sloc_batch</th>\n",
       "      <th>sloc_c</th>\n",
       "      <th>sloc_c_code</th>\n",
       "      <th>sloc_c_comments</th>\n",
       "      <th>sloc_c_files</th>\n",
       "      <th>sloc_cabal</th>\n",
       "      <th>sloc_cmake</th>\n",
       "      <th>sloc_coffeescript</th>\n",
       "      <th>sloc_coq</th>\n",
       "      <th>sloc_cpp</th>\n",
       "      <th>sloc_cpp_code</th>\n",
       "      <th>sloc_cpp_comments</th>\n",
       "      <th>sloc_cpp_files</th>\n",
       "      <th>sloc_csharp</th>\n",
       "      <th>sloc_cshell</th>\n",
       "      <th>sloc_css</th>\n",
       "      <th>sloc_d</th>\n",
       "      <th>sloc_dockerfile</th>\n",
       "      <th>sloc_dotnetresource</th>\n",
       "      <th>sloc_elisp</th>\n",
       "      <th>sloc_elixir</th>\n",
       "      <th>sloc_fish</th>\n",
       "      <th>sloc_forth</th>\n",
       "      <th>sloc_fortranlegacy</th>\n",
       "      <th>sloc_fortranmodern</th>\n",
       "      <th>sloc_glsl</th>\n",
       "      <th>sloc_go</th>\n",
       "      <th>sloc_graphql</th>\n",
       "      <th>sloc_groovy</th>\n",
       "      <th>...</th>\n",
       "      <th>sloc_html</th>\n",
       "      <th>sloc_java</th>\n",
       "      <th>sloc_javascript</th>\n",
       "      <th>sloc_jsx</th>\n",
       "      <th>sloc_less</th>\n",
       "      <th>sloc_llvm</th>\n",
       "      <th>sloc_lua</th>\n",
       "      <th>sloc_makefile</th>\n",
       "      <th>sloc_markdown</th>\n",
       "      <th>sloc_meson</th>\n",
       "      <th>sloc_moduledef</th>\n",
       "      <th>sloc_msbuild</th>\n",
       "      <th>sloc_mustache</th>\n",
       "      <th>sloc_nix</th>\n",
       "      <th>sloc_objectivec</th>\n",
       "      <th>sloc_objectivecpp</th>\n",
       "      <th>sloc_org</th>\n",
       "      <th>sloc_pascal</th>\n",
       "      <th>sloc_perl</th>\n",
       "      <th>sloc_php</th>\n",
       "      <th>sloc_prolog</th>\n",
       "      <th>sloc_protobuf</th>\n",
       "      <th>sloc_python</th>\n",
       "      <th>sloc_python_code</th>\n",
       "      <th>sloc_python_comments</th>\n",
       "      <th>sloc_python_files</th>\n",
       "      <th>sloc_qml</th>\n",
       "      <th>sloc_r</th>\n",
       "      <th>sloc_rakefile</th>\n",
       "      <th>sloc_restructuredtext</th>\n",
       "      <th>sloc_rpmspecfile</th>\n",
       "      <th>sloc_ruby</th>\n",
       "      <th>sloc_rubyhtml</th>\n",
       "      <th>sloc_rust</th>\n",
       "      <th>sloc_sass</th>\n",
       "      <th>sloc_scala</th>\n",
       "      <th>sloc_scheme</th>\n",
       "      <th>sloc_scons</th>\n",
       "      <th>sloc_sh</th>\n",
       "      <th>sloc_sql</th>\n",
       "      <th>sloc_srecode</th>\n",
       "      <th>sloc_swift</th>\n",
       "      <th>sloc_swig</th>\n",
       "      <th>sloc_systemverilog</th>\n",
       "      <th>sloc_tcl</th>\n",
       "      <th>sloc_tex</th>\n",
       "      <th>sloc_toml</th>\n",
       "      <th>sloc_typescript</th>\n",
       "      <th>sloc_vala</th>\n",
       "      <th>sloc_vb6</th>\n",
       "      <th>sloc_vimscript</th>\n",
       "      <th>sloc_visualstudioproject</th>\n",
       "      <th>sloc_visualstudiosolution</th>\n",
       "      <th>sloc_vue</th>\n",
       "      <th>sloc_xml</th>\n",
       "      <th>sloc_xsl</th>\n",
       "      <th>sloc_yaml</th>\n",
       "      <th>sloc_zsh</th>\n",
       "      <th>topic_primary</th>\n",
       "      <th>topic_primary_fq</th>\n",
       "      <th>topic_secondary</th>\n",
       "      <th>topic_secondary_fq</th>\n",
       "      <th>vcs_commit_count</th>\n",
       "      <th>vcs_committer_count</th>\n",
       "      <th>vcs_committer_percent_dist_10</th>\n",
       "      <th>vcs_committer_percent_dist_100</th>\n",
       "      <th>vcs_committer_percent_dist_20</th>\n",
       "      <th>vcs_committer_percent_dist_30</th>\n",
       "      <th>vcs_committer_percent_dist_40</th>\n",
       "      <th>vcs_committer_percent_dist_50</th>\n",
       "      <th>vcs_committer_percent_dist_60</th>\n",
       "      <th>vcs_committer_percent_dist_70</th>\n",
       "      <th>vcs_committer_percent_dist_80</th>\n",
       "      <th>vcs_committer_percent_dist_90</th>\n",
       "      <th>vcs_committer_percent_dist_95</th>\n",
       "      <th>vcs_committer_percent_dist_99</th>\n",
       "      <th>vcs_committer_top_5_0</th>\n",
       "      <th>vcs_committer_top_5_1</th>\n",
       "      <th>vcs_committer_top_5_2</th>\n",
       "      <th>vcs_committer_top_5_3</th>\n",
       "      <th>vcs_committer_top_5_4</th>\n",
       "      <th>vcs_first_commit</th>\n",
       "      <th>vcs_latest_commit</th>\n",
       "      <th>vcs_minor_committer_counts_1</th>\n",
       "      <th>vcs_minor_committer_counts_2</th>\n",
       "      <th>vcs_minor_committer_counts_3</th>\n",
       "      <th>vcs_minor_committer_counts_4</th>\n",
       "      <th>vcs_minor_committer_counts_5</th>\n",
       "      <th>vcs_vcs_name</th>\n",
       "      <th>py23_compat</th>\n",
       "      <th>age_commit</th>\n",
       "      <th>py3_compat</th>\n",
       "      <th>size_total_lines</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>196</td>\n",
       "      <td>erp5</td>\n",
       "      <td>2.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>zope</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>server</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Other</td>\n",
       "      <td>Other</td>\n",
       "      <td>0.05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.74</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>295050.0</td>\n",
       "      <td>10564060.0</td>\n",
       "      <td>276967.0</td>\n",
       "      <td>13636.0</td>\n",
       "      <td>83711.0</td>\n",
       "      <td>11136077.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151827.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>70382.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1772457.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7164.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>582501.0</td>\n",
       "      <td>431025.0</td>\n",
       "      <td>83743.0</td>\n",
       "      <td>5627.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>968.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>267.0</td>\n",
       "      <td>10460.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1489.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8289791.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>erp</td>\n",
       "      <td>erp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50620.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.1639</td>\n",
       "      <td>0.0761</td>\n",
       "      <td>0.0617</td>\n",
       "      <td>0.0595</td>\n",
       "      <td>0.0592</td>\n",
       "      <td>2002-12-10</td>\n",
       "      <td>2019-10-02</td>\n",
       "      <td>9.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>git</td>\n",
       "      <td>py2</td>\n",
       "      <td>6140.0</td>\n",
       "      <td>False</td>\n",
       "      <td>Large</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 190 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     name  arch_compat_min_py2  arch_compat_min_py3 arch_dep_concurrency  \\\n",
       "196  erp5                  2.7                  NaN                  NaN   \n",
       "\n",
       "    arch_dep_gui_framework arch_dep_server_framework arch_pkg_container  \\\n",
       "196                    NaN                      zope                NaN   \n",
       "\n",
       "    arch_pkg_freezer arch_type  gh_forks gh_has_wiki gh_license  \\\n",
       "196              NaN    server       NaN         NaN        NaN   \n",
       "\n",
       "     gh_open_issues  gh_size  gh_stars  gh_watchers license_hereditary  \\\n",
       "196             NaN      NaN       NaN          NaN                NaN   \n",
       "\n",
       "    license_license license_license_group  sloc_ratio_other  \\\n",
       "196           Other                 Other              0.05   \n",
       "\n",
       "     sloc_ratio_autoconf  sloc_ratio_c  sloc_ratio_coffeescript  \\\n",
       "196                  NaN           NaN                      NaN   \n",
       "\n",
       "     sloc_ratio_coq  sloc_ratio_cpp  sloc_ratio_css  sloc_ratio_dockerfile  \\\n",
       "196             NaN             NaN             NaN                    NaN   \n",
       "\n",
       "     sloc_ratio_go  sloc_ratio_haskell  sloc_ratio_html  sloc_ratio_java  \\\n",
       "196            NaN                 NaN              NaN              NaN   \n",
       "\n",
       "     sloc_ratio_javascript  sloc_ratio_jsx  sloc_ratio_less  sloc_ratio_lua  \\\n",
       "196                   0.16             NaN              NaN             NaN   \n",
       "\n",
       "     sloc_ratio_markdown  sloc_ratio_meson  sloc_ratio_objectivec  \\\n",
       "196                  NaN               NaN                    NaN   \n",
       "\n",
       "     sloc_ratio_python  sloc_ratio_qml  sloc_ratio_restructuredtext  \\\n",
       "196               0.05             NaN                          NaN   \n",
       "\n",
       "     sloc_ratio_rust  sloc_ratio_sass  sloc_ratio_sh  sloc_ratio_sql  \\\n",
       "196              NaN              NaN            NaN             NaN   \n",
       "\n",
       "     sloc_ratio_systemverilog  sloc_ratio_tex  sloc_ratio_typescript  \\\n",
       "196                       NaN             NaN                    NaN   \n",
       "\n",
       "     sloc_ratio_vue  sloc_ratio_xml  sloc_ratio_xsl  sloc_ratio_yaml  \\\n",
       "196             NaN            0.74             NaN              NaN   \n",
       "\n",
       "     sloc_total_blanks  sloc_total_code  sloc_total_comments  sloc_total_dirs  \\\n",
       "196           295050.0       10564060.0             276967.0          13636.0   \n",
       "\n",
       "     sloc_total_files  sloc_total_lines  sloc_actionscript  sloc_asp  \\\n",
       "196           83711.0        11136077.0                NaN       NaN   \n",
       "\n",
       "     sloc_assembly  sloc_autoconf  sloc_automake  sloc_bash  sloc_batch  \\\n",
       "196            NaN            NaN            NaN        NaN         NaN   \n",
       "\n",
       "     sloc_c  sloc_c_code  sloc_c_comments  sloc_c_files  sloc_cabal  \\\n",
       "196     NaN          NaN              NaN           NaN         NaN   \n",
       "\n",
       "     sloc_cmake  sloc_coffeescript  sloc_coq  sloc_cpp  sloc_cpp_code  \\\n",
       "196         NaN                NaN       NaN       NaN            NaN   \n",
       "\n",
       "     sloc_cpp_comments  sloc_cpp_files  sloc_csharp  sloc_cshell  sloc_css  \\\n",
       "196                NaN             NaN          NaN          NaN  151827.0   \n",
       "\n",
       "     sloc_d  sloc_dockerfile  sloc_dotnetresource  sloc_elisp  sloc_elixir  \\\n",
       "196     NaN              NaN                  NaN         NaN          NaN   \n",
       "\n",
       "     sloc_fish  sloc_forth  sloc_fortranlegacy  sloc_fortranmodern  sloc_glsl  \\\n",
       "196        NaN         NaN                 NaN                 NaN        NaN   \n",
       "\n",
       "     sloc_go  sloc_graphql  sloc_groovy  ...  sloc_html  sloc_java  \\\n",
       "196      NaN           NaN          NaN  ...    70382.0        NaN   \n",
       "\n",
       "     sloc_javascript  sloc_jsx  sloc_less  sloc_llvm  sloc_lua  sloc_makefile  \\\n",
       "196        1772457.0       NaN        NaN        NaN       NaN            NaN   \n",
       "\n",
       "     sloc_markdown  sloc_meson  sloc_moduledef  sloc_msbuild  sloc_mustache  \\\n",
       "196            NaN         NaN             NaN           NaN            NaN   \n",
       "\n",
       "     sloc_nix  sloc_objectivec  sloc_objectivecpp  sloc_org  sloc_pascal  \\\n",
       "196       NaN              NaN                NaN       NaN          NaN   \n",
       "\n",
       "     sloc_perl  sloc_php  sloc_prolog  sloc_protobuf  sloc_python  \\\n",
       "196        NaN    7164.0          NaN            NaN     582501.0   \n",
       "\n",
       "     sloc_python_code  sloc_python_comments  sloc_python_files  sloc_qml  \\\n",
       "196          431025.0               83743.0             5627.0       NaN   \n",
       "\n",
       "     sloc_r  sloc_rakefile  sloc_restructuredtext  sloc_rpmspecfile  \\\n",
       "196     NaN            NaN                  968.0               NaN   \n",
       "\n",
       "     sloc_ruby  sloc_rubyhtml  sloc_rust  sloc_sass  sloc_scala  sloc_scheme  \\\n",
       "196        NaN            NaN        NaN        NaN         NaN          NaN   \n",
       "\n",
       "     sloc_scons  sloc_sh  sloc_sql  sloc_srecode  sloc_swift  sloc_swig  \\\n",
       "196         NaN    267.0   10460.0           NaN         NaN        NaN   \n",
       "\n",
       "     sloc_systemverilog  sloc_tcl  sloc_tex  sloc_toml  sloc_typescript  \\\n",
       "196                 NaN       NaN       NaN        NaN           1489.0   \n",
       "\n",
       "     sloc_vala  sloc_vb6  sloc_vimscript  sloc_visualstudioproject  \\\n",
       "196        NaN       NaN             NaN                       NaN   \n",
       "\n",
       "     sloc_visualstudiosolution  sloc_vue   sloc_xml  sloc_xsl  sloc_yaml  \\\n",
       "196                        NaN       NaN  8289791.0      50.0        NaN   \n",
       "\n",
       "     sloc_zsh  topic_primary  topic_primary_fq  topic_secondary  \\\n",
       "196       NaN            erp               erp              NaN   \n",
       "\n",
       "     topic_secondary_fq vcs_commit_count vcs_committer_count  \\\n",
       "196                 NaN          50620.0               100.0   \n",
       "\n",
       "    vcs_committer_percent_dist_10 vcs_committer_percent_dist_100  \\\n",
       "196                           1.0                          100.0   \n",
       "\n",
       "     vcs_committer_percent_dist_20  vcs_committer_percent_dist_30  \\\n",
       "196                            2.0                            3.0   \n",
       "\n",
       "     vcs_committer_percent_dist_40  vcs_committer_percent_dist_50  \\\n",
       "196                            5.0                             No   \n",
       "\n",
       "     vcs_committer_percent_dist_60  vcs_committer_percent_dist_70  \\\n",
       "196                           10.0                           12.0   \n",
       "\n",
       "     vcs_committer_percent_dist_80 vcs_committer_percent_dist_90  \\\n",
       "196                           16.0                          23.0   \n",
       "\n",
       "     vcs_committer_percent_dist_95  vcs_committer_percent_dist_99  \\\n",
       "196                           31.0                           50.0   \n",
       "\n",
       "     vcs_committer_top_5_0  vcs_committer_top_5_1  vcs_committer_top_5_2  \\\n",
       "196                 0.1639                 0.0761                 0.0617   \n",
       "\n",
       "     vcs_committer_top_5_3  vcs_committer_top_5_4  vcs_first_commit  \\\n",
       "196                 0.0595                 0.0592        2002-12-10   \n",
       "\n",
       "     vcs_latest_commit  vcs_minor_committer_counts_1  \\\n",
       "196         2019-10-02                           9.0   \n",
       "\n",
       "     vcs_minor_committer_counts_2 vcs_minor_committer_counts_3  \\\n",
       "196                          14.0                         18.0   \n",
       "\n",
       "    vcs_minor_committer_counts_4  vcs_minor_committer_counts_5  vcs_vcs_name  \\\n",
       "196                         20.0                          22.0           git   \n",
       "\n",
       "     py23_compat  age_commit  py3_compat size_total_lines  \n",
       "196          py2      6140.0       False            Large  \n",
       "\n",
       "[1 rows x 190 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apa_df[apa_df['sloc_total_lines'] == apa_df['sloc_total_lines'].max()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pie = m_pieplot(\n",
    "    apa_df\n",
    "    .groupby('arch_pkg_container')\n",
    "    .count()\n",
    "    .sort_values('arch_pkg_container', ascending=False))\n",
    "plt.ylabel(\"\")\n",
    "#plt.title(\"Container Technology Breakdown\", weight='bold', pad = 40, size=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Container Technology')"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "containerpkg_df = apa_df.dropna(subset=['arch_pkg_container'])\n",
    "containerpkg_df = containerpkg_df.dropna(subset=['vcs_first_commit'])\n",
    "\n",
    "fig = plt.figure(figsize = (13, 8))\n",
    "sns.set(font_scale = 1.5)\n",
    "sns.set_style(\"white\")\n",
    "ax = m_swarmplot(x=\"vcs_first_commit\", y=\"arch_pkg_container\", data=containerpkg_df)\n",
    "\n",
    "plt.xlabel(\"Start Date\")\n",
    "plt.ylabel(\"Container Technology\")\n",
    "#plt.title(\"Start Date / Container Technology\", weight='bold')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoIAAAH4CAYAAADeoYwvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd5hU1eHG8e+d2d5oq0gRrCBFRBSiRiwoICgSLAFr0GiMgokdEHv0B4liA4waJYqiIigRbHQEJIAgfelKWcpSt8zMTr3n98fAyoZVd5fdvbs77+d5eMQ7d2bemeDm5Zx7z7GMMQYRERERiTkupwOIiIiIiDNUBEVERERilIqgiIiISIxSERQRERGJUSqCIiIiIjFKRVBEREQkRqkIiohUoZEjR9KyZUsWLVrkdJRyGzx4MC1btiQ7O7voWHZ2Ni1btmTw4MEOJhORslIRFBGp5bp06UKXLl2cjiEi1VCc0wFERGLJTTfdRM+ePWncuLHTUUREVARFRKpS/fr1qV+/vtMxREQATQ2LiBRz5LVumzdv5p577qFTp060b9+eG264gfnz5xed+9FHH9GyZUtGjRpV4mvt3buXNm3a0KtXr6JjP3eNYMuWLbnllls4cOAAjz/+OBdeeCFt27blyiuv5JNPPjnqtY0xTJo0iX79+nHeeedx5plncvHFF/PHP/6RL7/8EoBFixbRsmVLduzYwY4dO2jZsmXRryOv5ZsxYwYPPfQQ3bt3p3379rRv355rrrmGsWPHYtv2MX2fAIWFhbzxxhv07t2b9u3bc/bZZ9O3b18+//zzo849nHnkyJGsXLmSP/3pT3Tq1OmoaxJFpGJoRFBEpATZ2dn069ePFi1a0LdvX/bu3cuXX37JnXfeyYgRI+jZsye9evXi+eefZ+LEidx999243e5ir/HJJ58QDofp27dvqd4zPz+fG264gYSEBLp3704wGOTrr7/m0UcfxeVy0adPn6JzX3rpJd544w2aNm1Kjx49SE9PZ+/evaxatYqvv/6anj170qRJEwYOHMi7774LwB/+8Iei57dq1aro9y+88AIul4t27drRsGFDCgoKWLhwIc899xyrVq3i+eefL/f3mJ+fzx/+8AeysrJo06YN1157LbZtM3/+fB588EE2btzI/ffff9Tzli9fzhtvvME555zDtddey8GDB4mPjy93DhH5GUZERIps377dtGjRwrRo0cIMHz682GMrV640rVu3Nueee64pKCgwxhjz9NNPmxYtWphZs2YVO9e2bdOlSxdz1llnmfz8/KLjr776qmnRooVZuHBhsfMPv+ejjz5qwuFw0fGNGzeaVq1amR49ehQ7v1OnTqZz587G5/Md9Rn2799f7N8vvfRSc+mll/7sZ966detRxyKRiHnkkUdMixYtzPLly4s9NmjQINOiRQuzffv2omOHv7dBgwaVeO6bb75Z7Ljf7ze33367admypcnKyio6vnDhwqLv4sMPP/zZzCJSMTQ1LCJSgvT0dAYMGFDs2JlnnkmvXr3Iz89n+vTpANxwww0AjB8/vti58+fPJzs7u2i0rjSSk5MZMmRIsZHF0047jQ4dOrB582a8Xm+x8+Pi4o4ahQTKfA1is2bNjjrmcrm49dZbAZg3b16ZXu+wgwcPMnnyZNq2bcudd95Z7LHExEQefvhhjDFMmTLlqOe2atWKfv36let9RaT0NDUsIlKC1q1bk5aWdtTxTp06MWnSJLKysujTpw+nn346HTt2ZO7cuezatYtGjRoB8PHHHwM/FcXSaN68eYnvecIJJwDRadbU1FQAevXqxXvvvUfPnj3p0aMHHTt25Oyzzy516TzSwYMHefvtt/nmm2/Izs7G5/MVe3zPnj1lfk2AVatWEYlEsCyLkSNHHvV4OBwG4IcffjjqsXbt2pXrPUWkbFQERURKkJmZ+YvHPR5P0bEbb7yR7777jgkTJvCXv/yFvXv3MmvWLFq1alWmQpORkVHi8bi46I/qSCRSdGzIkCE0bdqUTz/9lDfffJM333yTuLg4LrroIgYPHkzz5s1L9Z75+flcd911ZGdn065dO3r37k2dOnWIi4sjPz+fsWPHEgwGS/0ZjpSbmwtEC+GqVat+9rz/HemEn//+RaRiqQiKiJRg3759v3j8yJG7rl27kpmZycSJExkwYECZbxIpD7fbTf/+/enfvz/79+9n6dKlfPHFF3z99dds2rSJL774goSEhF99nQkTJpCdnc3AgQO59957iz22bNkyxo4dW+6Mh0cn+/fvz5AhQ8r0XMuyyv2+IlJ6ukZQRKQEWVlZxUb9Dlu8eDEQnTo+LD4+nuuuu46cnBxmz57NhAkTSElJKbZsTGVq0KAB3bp145VXXuG8885j27ZtbNiwoehxl8tVbDTxSFu3bgWgW7duRz323XffHVOudu3a4XK5WLJkyTG9johUHhVBEZESFBQUMHr06GLHVq1axZQpU0hPT6dr167FHuvbty9ut5tnnnmG7OxsevXqVeL1fhUhGAyydOnSo46HQiHy8vKA6I0nh9WtW5cDBw7g9/uPek7Tpk2BnwruYVlZWbzxxhvHlLNBgwb06tWL1atXM3r06BLL6LZt29i+ffsxvY+IlJ+mhkVEStCxY0cmTpzIypUr6dChQ9E6grZt88wzzxxV8ho3bszFF1/MrFmzACp1Wtjv93PjjTfSvHlz2rRpQ+PGjQkEAixYsIDNmzfTpUsXTj311KLzzz//fFatWsUdd9zBueeeS0JCAmeccQZdunShd+/evP322/zf//0fixYtonnz5mzdupU5c+bQtWvXosWpy+uJJ55g69atvPrqq0yePJkOHTqQmZnJnj172Lx5M6tWreLFF1/kxBNPPNavRUTKQUVQRKQETZs25emnn+aFF17go48+IhgM0rp1awYMGEDnzp1LfM61117LrFmzaNu2LW3atKm0bMnJyTz00EMsWrSIZcuWMWPGDFJTU2nWrBlPPfUU1157bbHz7777bvLz85k9ezbff/89kUiEPn360KVLFxo2bMi4ceN44YUXWLp0KfPnz+eUU07hySef5Pzzzz/mIpiWlsZ7773Hxx9/zOeff860adMIBAJkZmbSvHlzhgwZwgUXXHBM7yEi5WcZY4zTIUREqovs7Gwuu+wy+vTpw/Dhw8v03JEjRzJq1CieffZZrr/++kpKKCJScXSNoIhIBfB4PHz00UfUrVuXq666yuk4IiKloqlhEZFjMGfOHNasWcPs2bPZt28fgwYNKnajhohIdaYiKCJyDL7++msmTZpEZmYmd911F/3793c6kohIqekaQREREZEYpWsERURERGKUiqCIiIhIjFIRFBEREYlRKoIiIiIiMUpFUERERCRGqQiKiIiIxCgVQREREZEYpSIoIiIiEqNUBEVERERilIqgiIiISIxSERQRERGJUSqCIiIiIjFKRVBEaqTPPvuMli1b0rJlSyZMmFDssbVr1zJy5Ej69evHhRdeSNu2bencuTMPPPAAa9asKfH1tmzZwp/+9Cc6derExRdfzDPPPIPH4ynx3IceeoguXbrg9Xor/HOJiFSlOKcDiIiU1a5du/jb3/5GSkoKPp/vqMeffPJJVqxYQZs2bejatSspKSmsW7eOL774gqlTp/LSSy/RrVu3ovN9Ph/9+/ensLCQ3r17k5OTw7hx49i3bx+vvvpqsdeeM2cOU6ZM4d///jepqamV/llFRCqTiqCI1CjGGIYMGULdunXp2rUrY8aMOeqcXr168fzzz9O8efNixydPnszDDz/M448/ziWXXEJCQgIQLXe7du3i/fffp2PHjgAMGTKETz/9lP3799OgQQMACgoKeOKJJ7juuuu44IILKvmTiohUPk0Ni0iNMnbsWBYuXMiwYcNISUkp8ZxbbrnlqBIIcPXVV3PSSSeRm5vLhg0bio7v2LEDgHbt2hUdO/PMM4s9BjB8+HAABg8efOwfRESkGlARFJEaY/PmzYwYMYJbb721aOSurOLi4or9E6Bx48YArF69uujY4d83adIEgAULFjBx4kSefvpp0tPTy/XeIiLVjaaGRaRGCIfDPPzwwzRq1IgHHnigXK+xfPlyNm3aRMOGDTn99NOLjl9yySWccMIJDBgwgKuvvprdu3czdepUunXrRoMGDfB6vTz22GP06tWLSy+9tKI+koiI4zQiKCI1wujRo1m7di3Dhw8nKSmpzM/Pzc1l0KBBQPT6P7fbXfRYamoq//73v2nbti2TJk1i2bJl9OvXj2HDhgEwYsQIAoEAQ4cOZefOnfz5z3+mXbt2nH322TzyyCM/e3exiEh1pxFBEan2VqxYwRtvvMFtt93G2WefXebn+3w+7rnnHrZs2cIdd9xBjx49jjrnlFNO4a233jrq+JIlS/jggw94+eWXqVu3Lrfffjv79+9nxIgReL1enn32Wfx+/1F3F4uI1AQqgiJSrYXDYR555BFOOukk7rvvvjI/3+fzcdddd7F06VJuu+02Hn744VI/1+/3M3ToULp168YVV1zBt99+S1ZWFv/4xz/o2rUrEL2Z5NVXX2Xbtm00a9aszPlERJykIigi1ZrP52PLli3AT3fy/q/HHnuMxx57jFtvvZWhQ4cWHfd4PNx1110sWbKEO+64o0wlEOCVV14hNzeXJ554AojerALQpk2bonPatm0LwKZNm1QERaTGUREUkWotISGB6667rsTHsrKyyMrK4pxzzuHkk08uNm1cUFDAHXfcwfLly/nzn//M/fffX6b3XblyJe+++y7Dhg0jMzOz2GPBYLDo94FAoEyvKyJSnagIiki1lpSUxHPPPVfiYyNHjiQrK4s+ffpw/fXXFx3Py8vj9ttvZ/Xq1dx7770MHDiwTO8ZDAYZMmQInTt3pnfv3kXHTzvtNABmzZpF69atAZg9e3axx0REahIVQRGpdQYOHMjq1atp1qwZxhhGjhx51DmXX345rVq1KvH5o0ePJicn56hdS84//3zatGnDa6+9xs6dO/H5fHz11VdcccUVmhYWkRpJRVBEap3Du4Fs27aNUaNGlXhOkyZNSiyCa9eu5a233uKpp56iYcOGxR6zLIvXXnuNZ555hq+++gq3202fPn147LHHKv5DiIhUAcsYY5wOISIiIiJVTwtKi4iIiMQoFUERERGRGKUiKCIiIhKjVARFREREYpSKoIiIiEiMUhEUERERiVEqgiIiIiIxSkVQREREJEapCIqIiIjEKBVBERERkRilIigiIiISo+KcDiAiNYcxNibkBzscPWC5sCwLsMDi0D9dUHQs+nvLcmGMDcYG2wai/zQmgmW5IT4JIiGwwxg7Apjoa1hxWHEJWC79qBIRqQz66SoimEgIEw6AiUTLnTsBXG5MoADbtx/bk4Odv4NI3jaMJyf675492IE8sCOHClz4UNEL/1ToTPQxjP0rCSysxDSspHpYSXVwJdX56ffJdbFSMnGlZuJKycRKqhd9PDEdKyEV3AkQDmAiIXC5sOJTsCxNdoiIlIZljDFOhxCRymfCAUzYjxWXhAkHsPO2ESnYhZ23HTt/x6Fyl4Pt3YvtycH4DzoduXQsd7Qk1m2Ou+5JuOufgvu4Vrjrn4o7vRG4EzBhf/TU+BQsl9vhwCIi1YeKoEgtY4yNCXoAF1ZcIpG87URyVhHauZTInizCe9dhfPucjlllrMR0XHVPJq7BqbiPa01co/a4M0/HlZKJCRVGz0lI1SiiiMQkFUGRGsyECjGREFZ8MiaQT3jfesI7lhDOWU1kTxaRgz9Gp2flaO7E6OhhZgvijmtNXNNOxJ/QDgBjWbjiUxwOKCJS+VQERWoIY0dH+qz4JCK5WwnvXEZ45/eE92YR2bsOE8h3OmItYOHObEF8098Qf0oX4pt2ipZsO4wrMd3pcCIiFU5FUKQaswMeLHc8tm8fwc0zCG2eQWjbfw9N/UpVcGU0iRbDky4ivvmFuNKOx4T80elkXW8oIjWciqBINWJChWBsjB0i9ONcgpumEto6H9uT43Q0OcRKqkd803OJa34hCSdfgrveyUU34VjuBKfjiYiUiYqgiIOiy7b4sVxxhHYsIbjhK0Jb5hI5sMnpaFJaccnENz6buBPPJ/GMq3HXa44xtq4xFJEaQUVQpIrZgQIsdyLhfesOFb9vCO9aoZs6aglXeiMSWlxJUru+uBu0iF5fmJDqdCwRkRKpCIpUARP0giuO0PZF+JePJfjDLAj5nI4llcxKPY7E03uQ2K4fcce3ATuElZDmdCwRkSIqgiKVxIQKwbII71uP//t3Ca7/AhPIczqWOMRKqkdCiytIOrMvcY3OxkSCuhNZRBynIihSgUwkBHYI27MH//L3CGR9il2wy+lYUs1YiRkknNaVxDP7Et+0EyYSUikUEUeoCIocI2NHoqN/YT/+VeMJrP6YyL71TseSmiI+hYRTLiPxzN+T0LwzBt1oIiJVR0VQpByMMdHFnS2LwLop+Fd8QHjHd07HkhrOSswgsd0NJP/mHqz4VFyJup5QRCqXiqBIGZiwH4DgD3PwrxhH6MfZYIcdTiW1j0X8yReTfN5A4hufC5YLK05rFIpIxVMRFCkFO+gFY+Nf+jaFS97C+PY5HUlihKvOiSSf80cSz7oZLHDprmMRqUAqgiK/wA54MMECfPNfJLBmAhwaERSpcu5EEltdTfJ59+LOaAJxSdriTkSOmYqgyP8wdgQiASL7N+Kb/wLBTTMA/Wci1UfcCe1J/s3dJJzWHTBY8clORxKRGkpFUOQQEw6CsQn+OIfCBS8R3r3C6Ugiv8hKrk/SWTeR3PEuiEvUEjQiUmYqghLz7JAPC/Cv/JDCRa9h5+9wOpJI2VguEk69jJRLHsOV0VRb2olIqakISswyQQ8mHKRw0Sj8y9/DBAqcjiRyzBJO60bqZc9gpR6nQigiv0pFUGKOCXqxPTn45j9PYN0ULf8itZBFwhlXk3rZU7gSM7BUCEXkZ6gISsywg15MIA/vjMcJrv/C6Tgilc9yk9j2OlIveQziUzRCKCJHURGUWs8EfZhIAO83zxFY8SGYiNORRKqWK56k9jeT0nkQljsBK0Fb2IlIlIqg1Fom7Ac7gu+/r1L43ZsQLnQ6koiz4pJIPuePJF9wH1huXCqEIjFPRVBqHRMJgR3Gv/w9fN++iPHnOh1JpFqxElJJ6nQ3KZ3ujm5fp3UIRWKWiqDUKibkI7hlLt7pj2HnZzsdR6Ras5Lqknz+X0ju0B8sN1ZcotORRKSKqQhKrWAHvdj5O/B89SDhHd85HUekRrFSMkm9/FkST++GFa/pYpFYoiIoNZodKoSwH+/MJwmsnoC2ghMpv/hmvyWt1yhciXV0Q4lIjFARlBrJRMJghyhc8i98C16GkM/pSCK1gzuRlAsfIPncP4E7AcvldjqRiFQiFUGpceygl8ieNRRMGYCdt93pOCK1krv+aaT1Go27wWlaf1CkFlMRlBrDRMIQCeCZ9RSB5e85HUckBlgktruB1MuexnInYsUlOB1IRCqYiqDUCEWjgJPvxs7f4XQckZhipWSS1m04Cad20c0kIrWMiqBUaxoFFKk+4pt3Jq3XKKyEdC1GLVJLqAhKtaVRQJFqKC6JlAsfIvmcP4I7EcvlcjqRiBwDFUGpdkwkBJGgRgFFqjF3ZkvSe43GVe9k3UwiUoOpCEq1olFAkZrEIuncO0i9+FGIS8KyLKcDiUgZqQhKtaBRQJGay93wTDKufw9XUl2suCSn44hIGagIiuM0CihS81kJaaT1eo2E5r/F0lSxSI2hIiiOMcZAuBDPzKcILB/rdBwRqQBJHfqTeumTmioWqSFUBMURJhzA9ueSP74fkb1rnY4jIhXIfXwbMq5/H1dyPU0Vi1RzKoJS5UzQS2j3Cgo+uQ0TyHM6johUAishlbSrRpFw0kWaKhapxlQEpUqZkI/CJW/hmzscjO10HBGpZIntbyHtsqcPTRVrzUGR6kZFUKqEsW0IF1Iw5R6CG6c6HUdEqpD7uFaHporrY8UnOx1HRI6gIiiVzoT92N690esBD2x2Oo6IOCE+hfQrXyH+lC5agFqkGlERlEplgl5C2xdS8NmfMEGv03FExGGJ7W4kreuzmioWqSZUBKXSmJAP339HUrjgJaejiEg14s5sSUa/j6N3FbsTnI4jEtNUBKXCGTuCCfkomHQHoS3fOB1HRKohKyWTOjd8grtuc6x4LTEj4hQVQalQJlSIXbCLvPH9sPO2OR1HRKqz+BQyrn2X+CbnYMWnOJ1GJCapCEqFMUEvwR/nUDBlIIQLnY4jIjWB5Sat50sktrwKK0FlUKSqqQhKhTAhH74Fr1L435edjiIiNVDybx8k5bwBGhkUqWIqgnLMTKgQz6ynCCx71+koIlKDJbb9PWnd/661BkWqkIqgHBMTKqTgi/sIrvvM6SgiUgvEn3QRGdf8G+JTsCzL6TgitZ6KoJSbCfnIn3QnoR9mOh1FRGoR9/FtqHPDRKzEdCxXnNNxRGo1FUEpFzvoIf/jmwhnL3I6iojUQq6MJtS5cRKutIZYcYlOxxGptVQEpUyMbWOCHvI+vJZIziqn44hILWYl1iGj33jiMlvqukGRSqIiKKVm7DDGn0fe+72JHNjkdBwRiQXuBNJ/9y8SmnfW8jIilUBFUErFRELYvn3kvdcLOz/b6TgiElMsUi//G0ntblQZFKlgKoLyq0w4gJ2/g9z3r8b49jkdR0RiVMqlT5B8dn+VQZEK5HI6gFRvJuQnsn8Due9eoRIoIo7yzX4G/4r3MEGf01FEag2NCMrPMiEfod0ryf/4RgjpB6+IVA+plz+raWKRCqIiKCUyQR+hbd+S/+ntYIecjiMiUkxqt2Ektu2LS2VQ5JioCMpRTKiQ0M6l5I/vB3bY6TgiIiVK7f48SW2u1cigyDHQNYJSjAkHiRz4gfwJt6gEiki15p36MIG1/9E1gyLHQEVQiphIGNubQ96H10K40Ok4IiK/yvPVgwQ2T1cZFCknFUEBwBgbE4guFm38uU7HEREpJYNn8j2Eshdhh/QXWJGyUhEUAEzQS96432EX7HQ6iohI2ZgI+Z/0J7JnDSbsdzqNSI2iIiiYkI/88X2J7N/odBQRkfKJBMj76PdEDvyICQedTiNSY6gIxjgTKiR/0p2Ed37vdBQRkWMT8pH3QR9szy5MRMteiZSGimAMMyEfnqmPEPphptNRREQqhPHnkvteL+zC/Rg74nQckWpPRTBG2UEvvvkvElg9wekoIiIVynj3RG98045IIr9KRTAGmaCPwMoPKVw0yukoIiKVws7dSsGnt2F0J7HIL1IRjDEm5COweTreGY87HUVEpFKFts7HO3c4Juh1OopItaUiGENMyE9o5zI8UwYA2llQRGo//3dvENg0TSODIj9DRTBGGDtMJG87+RO1dZyIxBbPF/cRyd2iO4lFSqAiGCNMyE/+hBtBF0+LSKyJBMgf3w8T9DidRKTaURGMASbko2Dyn7HztjsdRUTEEbYnh/yPb9SdxCL/Q0WwlrODXgqXjiG0eYbTUUREHBXetQzPtCGYoMqgyGEqgrWYiQSJ7F2L75v/czqKiEi1EFg1Hv/qjzUyKHKIimAtZoIe8j/pD8Z2OoqISLXhnT6UcE4WJhxwOoqI41QEaykTKiR/4q0Y3z6no4iIVC8mQv7EW7D9uRj9RVlinIpgLWSCXrxz/054xxKno4iIVEvGf5D8j/qC1heUGKciWMuYkJ/gtgX4v3vd6SgiItVaZN86Cj4fqOsFJaapCNYixtjYhQfwTL7b6SgiIjVCcMNXFC55G1vb0EmMUhGsTcL+6DpZWjRVRKTUfPP+jp2/E2PrekGJPSqCtYQJ+vB8/QiRfeucjiIiUrPYYQom/REifqeTiFQ5FcFawIR8BNZNJrBmotNRRERqpMj+DXjnPY/RFLHEGBXBGs7YESJ52XimPuJ0FBGRGs2/+HXC+zdi7LDTUUSqjIpgTRcJUvDpbRAJOp1ERKSGMxT850+ghaYlhqgI1mB20Ivvv68SObDZ6SgiIrWCnbcNz8wnNEUsMUNFsIYyxmB7cihcONLpKCIitUpgxThCu5ZhNNMiMUBFsKYK+yn47C7QtSwiIhWuYPI92otYYoKKYA1kQj78y8YSyVnldBQRkVrJePfg+fIBTFC7jkjtpiJYA9n+PLxzhzkdQ0SkVguun0JwyzcaGZRaTUWwhjGhQgom3w1hLXwqIlLZPF/er72IpVZTEaxBTNhPYO1nhLcvdDqKiEhMMP7c6PWCKoNSS6kI1iAm6MM74zGnY4iIxJTQj7MJrJuCCRU6HUWkwqkI1hAm6KPgi79ggh6no4iIxBzPtCGYkNYWlNpHRbAGMOEgwS3fENo8w+koIiKxKeTDM3WIFpqWWkdFsAYwkQCerx5yOoaISEwLrp9C+MBmjLGdjiJSYVQEqzkT9OKdOghTuN/pKCIiMc/z1UPai1hqFRXBasxEQoR2rSCQ9anTUUREBIjkrCSw8WtMWNvPSe2gIlid2WE8X/7V6RQiInIE78wnwWh7T6kdVASrKRP241/5IXbedqejiIjIEYx3D77/jtL2c1IrqAhWV3YE37znnU4hIiIlKFz8mhaZllpBRbAasoM+fItew/gPOh1FRERKEvbjmf6olpORGk9FsDqyQxQu/qfTKURE5BcE100mcvBHLScjNZqKYDVjBz34vvk/0JSDiEi15/nqQQj7nY4hUm4qgtWMCXjwrxjndAwRESmF8O4VBDZOw0S0nIzUTCqC1YgJevHOfAJsLUsgIlJT+GY9qZ/bUmOpCFYjkYKdBNdNcTqGiIiUge3JwbdwtJaTkRpJRbCaMEEf3mlDAON0FBERKaPCRaMxYRVBqXlUBKsBY2zCe9YQ2jrf6SgiIlIeYT/emU9hgh6nk4iUiYpgdXBoPSoREam5Amv/g9EdxFLDqAg6zERCBLfMJZKzyukoIiJyLOwwvm9f0iLTUqOoCDrNjuCd+ZTTKUREpAL4V3ygBaalRlERdJAJBwhkfYqdu8XpKCIiUhHChRR+9yYmVOh0EpFSURF0lME7d7jTIUREpAL5l/zL6QgipaYi6BATCRNY/wXGu8fpKCIiUoGMPxf/yg8x4YDTUUR+la3EpG8AACAASURBVIqgU+wQhQtecTqFiIhUgsKFo9C6sFITqAg6wBhDeNdyIvs3OB1FREQqgV2wk8CGrzERbT0n1ZuKoBNCXnzzX3A6hYiIVKLCb0eAHXI6hsgvUhF0gO3ZQ2jbt07HEBGRShTZv5FQ9mItJyPVmopgFbMDHo0GiojECN+8v0NIu41I9aUiWMWsuESC2xc5HUNERKpAeOf3hA9scjqGyM9SEaxCQRv22HGk372EtNtnE9f0PKcjiYhIJfPNHY4d9DgdQ6REljFG97dXkaCBwbshwQWXpRo6p0TXm4oseBn/kjecjiciIpWk3l0Lcdc7yekYIkdREawitoGlhfBW7k/HEiw4L9nQIw2SCWNlfYJn1pPgz3MuqIiIVLjE1teQ2v3vuBLTnY4iUoyKYBUJ2PDCftj2MysJtEqEHmmGk+PB3rWMwmmDiOSsqtqQIiJSOdyJNPhrFlZCqtNJRIpREawiO0LwzN5fP+94N3RLM/wmGSLePYTnDiOw6qPKDygiIpUqrcdLJJ55PZYrzukoIkVUBKuA34YP8mBRYemfk2TBhSmG7mkQHwliVr6Hb86zENYyBCIiNVFco7PJuGEiLo0KSjWiIlgFCm14aDeUZ6MhC2iXBD3TDI3iDGbrfHzTBmMf/KGiY4qISCWrd8/3uDMaOx1DpIiKYCWLGJjvi44IHqumcdA9zdA+CSJ52wnOfpLQhq+O/YVFRKRKJJ9/Hym/vQ8rLsnpKCKAimCl89vw0n7YUoHbTaa54JIUQ5c0cIV8mCVv4vt2BNja3FxEpDpzpTei3l3/VRGUakNFsJLlReCRnMp5bTfQITk6bVzfZcPm6dFpY8/uynlDERE5ZnVu+YL4Juc4HUMEUBGsVCED0zwwuaDy3+vk+OjyM60TIbx/A4HpQwlvm1/5bywiImWS2OZaUrv9HVdimtNRRFQEK1PQhr/thT2RqnvPui64LM1wUQoYfz6Rha/gX/xa1QUQEZFfFp9Cg7+swYpPdjqJiIpgZdodgidLsXZgZYg/tGvJFWmQRgSzdhLemU+A/6AzgUREpEja1f8k8YzeWC6X01EkxqkIVpKgDf8pgJlep5PAGQnQI91wSjxEdq/AP20Qkd0rnI4lIhKz4k48n4zr38OVoOlhcZaKYCUJGXg0B/Jtp5P85Dg3dE0znJ8MEe9ewvP+TmDlOKdjiYjEIIv6967ClZrpdBCJcSqCleSHIPx9n9MpSpZkwW8P7VqSYAdh5Qd4Z/8Nwj6no4mIxIyUiwaT3OlurLhEp6NIDFMRrAR+Gz7Mg4Vl2FLOCRZwZmL0buOm8QZ720J80wZhH9jodDQRkVrPVbc59f74DVa81hQU56gIVoKQiW4p569B32zjQ7uWdEiCSH42oTlPE1z3udOxRERqtbq3zSCuYVunY0gMUxGsBCv9MPqA0ynKJ9UFF6cYLk8FV7gQ8/1b+Ob9Q7uWiIhUgsR2N5J6+d9wJaQ6HUVilIpgBSu0YcxBWBlwOsmxcQEdkqBnuiHTZbB/mEHh9CHY+TucjiYiUmtYqcdT/+7vdJ2gOEZFsIKFDNy3C2rT+NlJ8XBFmqFNItgHNuOfMZTwlm+cjiUiUivUu2sh7nonOR1DYpSKYAVbH4AX9zudonLUcUGXVMPFqUAgH3vRKAoXjnQ6lohIjZZy6RMkd/wTlivO6SgSg1QEK1DAhk/y4ZtavgpLPNAxOTptnG5FYN1kPDMeh8Ja2oBFRCpR3Innk3Hdu7gSM5yOIjFIRbACBW14ei/sq8K9hZ3WIgF6phlOTQA7ZxX+6UMI71zqdCwRkZrDFU+D+zdo72FxhIpgBcqNwKAcp1M4I9MNXVMN56eA7dtP+NvnCSx71+lYIiI1Qka/j0k46SKnY0gMUhGsILaBb33wfp7TSZyVaMEFyYYr0iHRDsHqD6O7lgQ9TkcTEam2ktrfSkqXp3AlpDgdRWKMimAFKbThrYOwuoYvG1NRLKBNYnTa+MR4iGQvonDqIOz9652OJiJS7bjqNKPeHd9oeliqnIpgBQkbuH83BPVtHqVRHHRLNZybDJGCXYS++RvBrElOxxIRqVbqDViGO72R0zEkxqgIVpAfgzB8n9MpqrcUCy5KNXRNBXfEj1n2b3zfDAc76HQ0ERHHpXYbTlL7W7BcbqejSAxREawAIQOT82Ga1+kkNYMLaJ8UnTY+Ps5gfpyNb+pg7PztTkcTEXFM/MmXkt77DVxJWkZGqo6KYAXw2/D3fbCzNm0nUkWaH9q15MxEiBz8gcCMxwn9OMvpWCIiVS8uiQb3rdd2c1KlVAQrgNeGB3Y7naJmy3DBpamGS1OBoAd78WsULngFsJ2OJiJSZercMoX4Jh2djiExREWwAiz2wdu5TqeoHeKAc5PhyjRDhsvGbPgc7/Sh4NMFmCJS+yWd+ydSL3kUKy7J6SgSI1QEj1GhDe/lwlK/00lqn9MToEea4fQEsPdk4Z8xhHD2YqdjiYhUGnf906jbfxqW1hOUKqIieIxCBobmQJ5mMCtNAzdcnmr4bQrYhQcILxhBYOkYp2OJiFSK+n9ZgyulgdMxJEaoCB4jXR9YdRItOD/ZcEUaJBGGNR/jnfk0BPOdjiYiUmHS+7xNYssrnY4hMcLldICablvI6QSxI2Bgjs9iyB6Lf+XFs+OMG8m4bz1pN0/BdVxrp+OJiFSI0PaFmLCuN5KqEed0gJosbGCDtpSrcgZYE4A1AYsT4qBbvXPpeNtMIp7dhL95jsCaiU5HFBEpt3DOakw4qBtGpEpoavgY+Gx48yCsVRl0XIoFF6YYuqVBXCSAWf4uvjnPadcSEalxrMR06v8lC8sd73QUiQEqgscgbODh3eDTN1htuICzDu1a0jDOYH78Bt+0wdh5W52OJiJSavUGrsSddrzTMSQGqAgeg7wIPJLjdAr5OSfGwRXphrMSIZy7leCsJwltmup0LBGRX5Vx/TgSTr3M6RgSA3SzyDHYolnHam17GP51MHpzyay45sRf8w6p920i+bcPoT/6IlKdhbYvwkR0N6JUPo0IllPIwKR8mOl1OomUVhxwTnJ02riuy8Zs/Arf9Ecx3j1ORxMRKSb+pItJ/92/cCVlOB1FajkVwXIqtGHkAdisUcEa6dRDu5a0TAB73zr804YQzl7odCwREQCs5AbUH/A9Vlyi01GkllMRLKewgft2R0cGpeaqd2jXks4pYPtziSx4Gf+SN5yOJSJC/b+uxZVcz+kYUsupCJbTvjAM1YxirZFgwXnJhh5pkEwYsibinfkUBPKcjiYiMSrjhk9IaP5bp2NILacr5stJU8K1S9DA3EO7lryRF8/2lv3I+Os60m75AnfDtk7HE5EYFNq+EGOHnY4htZx2FimHgA2bVARrrbUBWBuwaOiGbnU70OkP04l49xCe+38EVo13Op6IxIjI7hWYoA9LN4xIJdLUcDn4bHjtAGxUGYwJyUfsWhIfCWJWjo3uWqK9QEWkErnSG1HvT//FitdWc1J5VATLIWjD43sg13Y6iVQlC2iXBFemGU6IM5it86O7lhz8weloIlJL1b9/E67ENKdjSC2mIlgOEQMDdoG+uNjVNA66pxnaJ0EkbxvB2U8R2vCV07FEpJapc8sXxDc5x+kYUovpZpFyyIuoBMa67DC8nRu9uWSGuxnxvxtD6v2bSek8CFy69FZEKkYoexHG1vSTVB4VwXLYF3E6gVQXHhs+91g8tNviA18qeZ3uI/3BraT1+TeutBOcjiciNVxk33pM2Od0DKnFNHRRDju1/aP8jwiwuBAWF1qcEu/mimZX0PqeKwjv30Bg+lDC2+Y7HVFEaiA7LxtsjT5I5dE1gmUUtOGTfJijv6DJr6jngsvSoruWGH8ekYWv4F/8T6djiUgN4qrTjHp/nI2VkOp0FKmlVATLyGfDWwdhTcDpJFJTxB/ateSKNEglAmsn4Z35OPhznY4mItWdK44GD23B0rXHUklUBMvIb8Nze2GPRuqlHM5IgJ7phpPjIbJ7Of5pg4nsXuF0LBGpxrTnsFQmFcEyihi4d1f0mjCR8jrODd3SDOclQ8S7l/C8vxNYOc7pWCJSDdW9fSZxx7dxOobUUiqCZVQQgYdynE4htUXSEbuWJNhBWDkO7+xnQXcJisgh6X3GkNiyp9MxpJbS8jFltF9DgVKB/AZmeC0G5ViMyU9kd9vbSH9gE2n9PsFV/zSn44lINRDJ3aq1BKXSaESwjP7rg3d0jb9UosaHdi3pkASR/GxCc54muO5zp2OJSIWzsFIa4EpvjDujEa70xrgymuKqdzKuOk1xpzXElVwfjE0wYkhM1J7D1c2nn37KkCFDGDZsGNdcc43TccpFtyGVQdjAzrDTKaS22xmGf+dafOyCS1Kaclmvf5HaoxDz/Vv45v0DbP0hFKn2LBeu1OOi5S69UfRXnRNx1zsFV0YTXGkNcSXXxUTChEN+fIEQOd4QW3ML2bI7nw3L9rBmx2qWb9tNh5Ma8d5dfUh0+jNJhRs5ciSjRo1i7Nix/OY3v3Ekg4pgGYQN5GtqWKqI14YvPBZfeaBDUgpXnnsv9TsNhB9m4Js2CLtgl9MRRWKT5Y4WufTDo3iNcNdpFh3Jy2iKO/U4rKQ6mHCAUCiANxBijzfEloN+tm4/yPrdO1idvYxlW3eT6/P/6tvtOujBsqwq+GBSVl27duWss87i+OOPdzpKuakIloFNdB1BkapkA0v8sMRvcVK8RY+mXWl9d1fsA5vwz3iM8JZvnI4oUnu44nGln1A0iudOb4KrXnNcdU+KTuGmHYeVkI4J+wkGA3gCYXK8IbYc8LHlx1zW7fqB1dsXsnx7Dh5/sEIi7cwtIMH985f0Hzx4kBkzZjBnzhw2bNhATk4O8fHxtGjRgmuuuYZrr70Wl+un5weDQUaPHs2UKVPIy8ujdevWDB48mDZtjr4zecGCBdx22228/vrrXHrppRXyeWqT9PR00tPTnY5xTHSNYBn4bBh1ADZXzH/bIuVW1wWXphouSQUTyMdeNIrChSOdjiVSvbkTo+Uu44jp2ron46rbPHosJRMrIRU75CcYClDgD7HbE2LrAS+b9hxk/a59rMzew6rsPfiDVXeJhmWB761HiXOVXAY//PBDnnrqKY477jh+85vf0LhxY/bt28f06dMpKCige/fuvPLKK0WjisOGDeOdd96he/fuNGzYkMmTJxMOh/nqq6+KjWx5vV569epFhw4deOGFFyrt82VnZ3PZZZfRp08f7rzzTkaMGMGSJUsIBoO0atWKAQMGcOGFFwLw0Ucf8eSTT3LvvfcycODAo15r7969XHLJJZxyyilMmTIFKD79evDgQd566y02btxIYmIiv/3tbxk8eDANGzYs9jrbt2/nzTffZOHCheTk5JCUlETDhg05++yzuf/++6lXL7qu489dI7hu3TrefPNNli9fzp49e0hLS6NRo0ace+65PPLII8THx9OlSxd27NhR4neyfv36CvluS0MjgmVgoRFBqR5ybZhUYPF5AXRKqUOPCx8l/cJBsH4ynhmPQeEBpyOKVK34FNyHy1164+iveifhrts8eiw1EysuCTvkJxAMkF8YYocnxNYDHjZnHWTdztWs3J7D6uy9hKvZHbrGQL4vQP205BIfP+mkk/jnP//JJZdcUmzk74EHHuD6669n6tSpTJs2je7du2OMYfz48VxzzTUMGzYMiE5v3nLLLXz22WfceeedRc8fMWIEgUCAoUOHVu4HPCQ7O5t+/frRokUL+vbty969e/nyyy+LymHPnj3p1asXzz//PBMnTuTuu+/G7XYXe41PPvmEcDhM3759j3r9Dz74gFmzZtGlSxc6duzIypUr+fLLL1m3bh2fffYZCQkJAOzZs4frrrsOj8fDRRddRLdu3QgEAmRnZzN58mRuvvnmoiJYknXr1vH73/8ey7Lo0qULTZs2xePxsG3bNj788EPuu+8+4uPjufXWW5k5cyaLFy+mT58+NGnSpGK/0FJSESwDtxW9bkukuggB3/rgW59Fi4Q4ep7ah1Nb9cHOWYV/+hDCO5c6HVHkmFkJaT/ddJERLXnueifjqtsMV1oj3KmZ4IonEiokEAyQWxhmR0GQrfsL2LTtIOt2LGP59j2s27WXatbxSu2gt/Bni+D5559f4vHjjjuOfv368dJLL7F48WK6d+/OgQMHKCwspF27dkXnHf79zp07i44tWbKEDz74gJdffvkXS09F+u6777j99tsZNGhQ0bGbbrqJfv368eSTT3LRRReRlpZG7969GTduHHPnzi02XW2MYcKECSQnJ9O7d++jXn/evHlMnDiRli1bFh178MEH+fzzz5kxYwY9e0bXapw6dSq5ubk8+uij/OEPfyj2Gj6fr1jZLsl//vMfAoEAo0eP5vLLLy/2WF5eHsnJ0f8d+/fvT0FBQVER1M0iNUAcGhGU6mtDEDYcsMh0Q9f0Mzn/5s+xffsJf/s8gWXvOh1PpERWYh1ch5dOSW+EO6MJrnqn4KrTDFf6CbhT6oPlJhIsxB8McrAwxPb8QyVv8wHW7ljM8m05bMyp3aPguYXl2+A+Li76f/OHR87q1atHUlISa9asKTpn9erVADRu3BgAv9/P0KFD6datG1dcccWxxC6T9PR0BgwYUOzYmWeeSa9evZg0aRLTp0+nT58+3HDDDYwbN47x48cXK4Lz588nOzuba665psTr9m655ZZiJRDg+uuv5/PPP2fVqlVFRfCwpKSjl+tJSUkp9ecp6fl16tQp9fOriopgGdiAFu6Q6m5fBD7Mt/i0AC5IacAVlw8ntcvfYPWHeGf/DYIepyNKjLCS6xdN1bozjlwj78ToGnkp9cEYwiE/hcEQBwpDbMsNsHV/PhvW7mfNjk0s27qb7Qfynf4ojjvgKSzzc8LhMJ999hkAnTt3BsDlcvH73/+e9957j4KCAho2bMhnn31GWloaV199NQCvvPIKubm5PPHEExX3AUqhdevWpKWlHXW8U6dOTJo0iaysLPr06cPpp59Ox44dmTt3Lrt27aJRo0YAfPzxxwDccMMNJb7+mWeeedSxw8/Ny8srOtalSxdefPFFnnnmGebPn8+FF15Ihw4dOO2000p193bPnj0ZO3YsAwYMoHv37lxwwQV06NCBZs2a/fqX4AAVwTII6LYaqUECBmZ7LeZ4oU1iAle2vpWmZ91KJHsRhVMHYe+vuouRpbaJLoTszmjy0zV5daIlz53R9NAaefUwJkI4GC15Od4QW/P8bN2Tz4aV+1izI4sV23LYmau/mJTGfk/Zt50cMWIEGzZs4OKLLy4qggAPP/wwSUlJfPHFF8ybN4/WrVvzyCOP0LBhQ1auXMm7777LsGHDqF+/PiNHjmT8+PEcOHCAM844g6FDh3LOOedU5EcrkpmZ+YvHPZ6f/qzceOONfPfdd0yYMIG//OUv7N27l1mzZtGqVati095HKmmU8PBIqX3ENQNNmjRh4sSJjBw5knnz5jFt2jQgWhpvv/12br311l/8HO3atWPcuHG8/vrrTJ06taiMn3zyyQwcOJCrrrrqF59f1VQEy8CvaWGpgQywOgCrAxaN4qB7g99wzh/nECnYSWjO3wiu/Y/TEaU6sVy4Uo8/4nq8RrjqNMNd96Ro2Us9/tBCyCFCwQC+QJDdvhBbcwNs2ZnLhu93szp7Jcu35rCvHOVFSra3oGzf5dixYxkzZgynnHIK//jHP4o9lpCQwIMPPsiDDz5Y7HgwGGTIkCF07tyZ3r1788477zBq1CgGDhxIhw4deP3117njjjuYPn36z5a2Y7Fv375fPH7kaGHXrl3JzMxk4sSJDBgw4BdvEimPU089lZdffplwOMy6detYsGAB77//Ps899xzJyclcf/31v/j8s88+mzfeeINgMMjq1auZN28e77//Pg8++CD169fnggsuqJCcFUFFsAx8GhGUGm5XGN7Js5iQD51TG9P1qn+S2uMlzLJ/4/tmONhaG6lWc8UVXwg5/ciFkJvgTjseKzGjaCFkT9FCyIVs2ZbL+t3bWb19Kcu27iK/gtbIk9LZW+AjYtu4f+VGBaCosJx22mm888471K1bt1TvMXr0aHJychgzZgwAb7/9Nueffz733nsvEB3R6tKlC+PGjeOvf/1r+T/Mz8jKysLj8Rw1Pbx48WIgOnV8WHx8PNdddx2vv/46s2fPZsKECaSkpNCrV68KzRQXF0fbtm1p27YtHTp04KabbmLmzJm/WgQPS0hIoEOHDnTo0IHmzZszaNAgZs6cWVQED994Yjt4F5OKYBnojmGpLbwGvvZYTPPA2UnJ9Dz7bo7r+GfMD7PwTRuCnb/d6YhSVu4EXGlHLoQcXT7FVfek6PV5qcdhJaRhh/2EgtGSt9sTYstBHz/+kMu6nZtZmf1fVm7bja8K18iT0vH4A4Qiv14E33nnHYYNG0aLFi145513aNCgQalef+3atbz11ls89dRTNGzYEI/Hw549e4oVq8aNG1OvXj02bdp0TJ/l5xQUFDB69Ohidw2vWrWKKVOmkJ6eTteuXYud37dvX/71r3/xzDPPkJOTQ9++fUu8xrCsVq9eTfPmzY+aSj48MlnSTSBH+v7772nduvVR5+3fv/+o5x8u6UfesV3VVATLoEDby0ktYwNL/bDUb9E83qJHk8toe/diIgd+IDDjcUI/znI6ogDEJeFKO+HQQsiHpmvrHVoIOb1xdI28+BTsUCHBUJB8f4hdBUG2HPDyw/qDrN+5jhXbv2FVdg7BsP5GWxN5/CHCERvif/6cN998kxEjRtCqVSvGjBlD/fr1S/Xa4XCYIUOG0KlTp6NGuoLB4iO/gUD57l4ujY4dOzJx4kRWrlxJhw4ditYRtG2bZ5555qiS17hxYy6++GJmzYr+nKqoaeHPPvuM8ePHc84553DiiSdSp04dtm3bxuzZs0lISDhqSZn/9dZbb7Fw4ULOPfdcmjZtSkpKCps2bWLu3LnUqVOnWM7zzjsPl8vFiy++yMaNG8nIyADgnnvuqZDPUhoqgmWQp5+fUottDcHrBy0yXNAl9RQuuX4cCUEP9uLRFC54lWhtlAoXnxItc0eskeeqd3J0yrZoIeRE7EPLp+T7Q+woCLH1QAGbVx9k3a6VrNiWQ9aOfdVuIWSpOJ5AEPsXNgIbPXo0r776Km3atGHMmDGlng6GaIHcunUro0aNKjqWlpZGw4YNmTdvHuFwmLi4OBYvXozX6+W00047ps/yc5o2bcrTTz/NCy+8wEcffUQwGKR169YMGDCg2M0uR7r22muZNWsWbdu2LXGLvPK46qqrCAaDLFu2jDVr1uD3+2nYsCFXXnklt912Gy1atPjF5994443UqVOHFStWsHTpUiKRCA0bNuTGG2/ktttuK7Zw9Kmnnsrw4cMZM2YMH3zwQVHRrsoiqC3mSsk2MLkAvtINbhIj4oCOydAzzZDhsjEbPsc7fSj4Sr6gW45mJab/NIKX3ih6HV69k49YIy8TXHFEQtGSl+sPsyMvyNYDBWzKOcDaXftYvnU3G3L219iFkKVi9Gh3GmPv+h11U46elpw0aRKDBw/G7XZz8803l3h3bJMmTYptgXbYpk2b+N3vfsfgwYO5+eabiz02duxYnnvuOdq3b0+7du2YMmUKgUCgwm8WOXKLueHDh5fpuYe3j3v22WdLfd2eFKcRwVKygaAqs8SQMPDfQvhvocXpCW56nHw1pw+8GnvPmuiuJTu+czqio6ykuv9z08WhNfIyTsSdfgKulAZguYgEfRQGQ9GFkPOCbD2Qz8YNB8jasYhl23bz495cpz+K1ADeQOhnH8vOzgYgEonw7rslLx7fqVOno4pgJBLh0Ucf5ayzzuKmm2466jm33HILHo+Hjz76iDVr1nDGGWcwZMiQSrljuDwOZ6tbt261W5KlJtGIYCmFDXyaDzO9TicRcU4DN1yeavhtCtiFBwgvGEFg6RinY1U4K7kBroxGh/aubYyrzomHSl5T3GknHFoI2Y4uhBwIcqDw0PIp+/LZmHOArB17+H7rbnYcLHD6o0gt0fHkxnz50I0ljgjWdGUdEZwzZw5r1qxh9uzZrFq1ikGDBnH77bdXQdLaSSOCIlJq+yMwPt/iPwVwfnJ9rrj0OVIvfRpWj8c762kIVvfiY2GlZkavyTt8PV6dE6N31tY5tBByUj2MHSYc8uMLBNnjC7M118/W3XlsWLGPNdlZLN+Ww+48XSciVSds2/z6nhax4euvv2bSpElkZmZy11130b9/f6cj1WgaESwljQiKHM0CWidGryNsFg/2ju/wTRuEvXetA2HcuNKOLzZd66rTLHpNXkaT6GNJdQ4thOzHGwixzxfix4N+tu7LZf3u/azJ3sOyrbs54PVXfX6RX3DWiQ2ZOfgW6tTCEUFxlkYERaTcDLAmAGsCFifEQbf6Hel42ywint2Ev3mWwJpPKuaNXHFHrJHXGHdGI1x1mkfXyctogjv1uOILIfuD5BxaCPnHLbms37WVVdsXs3x7Dh4thCw10C/dMSxyLDQiWEoaERQpnRQLOqcYuqZBXCSAWf4uvjnP/fyuJYcXQs5o/NM1eXWbH1oIucmhhZBTsUN+QqEABf5DCyEf8PLD3oOs37WfldtzWJG9B78WQpZaqnXjTOY+1p86yRoRlIqlIlhKKoIiZeMCzkqCK9MMx8cZyFkJ+TuwUhpEb8ZIqouVmI7ljsfYIbBtsCxCxoU3GCHPF2C/t5CcPA97C3yEbf2okthVNyWRK848jbSkBKejSC2jqWERqRQ2sMwPy/wWJ8ZbPNigJcmN2rPbE2DBjtxDZ+T9yqu4IbkOGcl1Kj+wyP+zd9/xTdX7H8dfJ2mSNkknLS2l0AqFMgqFCmUjUy8IMhQ3MmQJgterV0FEEFFB4aLiAK/rJyBTQRH0CoKoiLKhZZQhBcouUCh0J/n9EanWFrqSniT9PB8PH5aTk5NPQkneOef7VVIB0AAAIABJREFU/XxdmJ9ei1UpeZ1hIcpKgqAQwulO5EEWVnwuf4+vT3sCvb0Y+c0+Ui7LpAwhSqNxsImNDyeoXYbwQPL1QghRKY7km7DlncG0O5gOfjvZ9Whbnm9XB71WmmIIURKtoiCDI4QzSBAUQlSKpBzA3BasV/E62B3jwdt4Kt6PAyPa0TUqSO3yhHBpGo0CMqRfOIEEQSFEpdiVBehrgsbHvuHqJkyJ1Ym4Movl/ZryRf84ws0GVWsUwlVpFTlzLpxDgqAQolJkAxZrFhibF77h5CRMiWHcXv139g5vy5MtI+VDT4i/0Wrk0rBwDgmCQohKc8FqAHPLojfkX0R/oA2m33szqU11koa3oU1NmSksxHUylFY4iwTBUlIAL/mHKESFHMrzxubb+cY7XP4W855A6mZ/wDf3xTO/dyzBPrrKK1AIF2XQyse1cA75zSolrQJmCYJCVMiebMBcihYYx/+JMTGSvrXOkzyyPcOb1UT++YmqLNBbh4yYEM4gQbAM/LRqVyCEe0vMAbyCQBtQ8s55pzDsi8P3+IPMuK02O4a2plmor9NrFMIVBXjr8JIkKJxAgmAZ+MqrJUSFWIE8SzaYWpT+TheXYd7tT0Pbcn54qAXv3dEQf4P0whdVS5C3F3q5PCycQH6rysAkr5YQFXbG6oPN3KqM97KiOToU494GPBSdxaFR7XmwUZhT6hPCFVUz6tBJEBROIL9VZSBBUIiKO5SnB7+bTBi5mZwjeO+tT8DJUbx9ezS/PJJAw2omxxYohAsKM0mPTeEcEm3KwFuGZwhRYTuzAFN8xQ6S9hHmXf40161j86AEZnapj0kng3iF5wox6tUuQXgoCYJlYJBXS4gKO5QHaLxBV6OCR8pDe+QejPubM6yRwqFR7elbv7ojShTC5VSTNkrCSSTalIEXSAsLIRwg25JbfGPp8shKwpgUSfC5Z/i4ZwPWPXArdQJ8HHNsIVxEoLcEQeEcEgTLwAIYJQkKUWGpVjM2UxvHHvTsm5j2BNHWvIWdQ9swpUNdacIrPIafzJQXTiLvkmVgscmEESEcITlHC36dHH9gayZeh3rgk9yOJ5oZSR7Zjttvqeb4xxGikpn1MgZWOIfEmjKwAkZ5xYSosO3ZgLGJ8x7g2m+YEmsQfnk6S/rG8tU9zYjwlVmXwj1pFUXObgunkd+sMpIzgkJU3Kl8ABsY6jr3gU6+iGl3KF2rJZM4vC1Pt4rESyPjO4R7CfD2ItdiVbsM4aEk1pSBgpwRFMJRrlmsjpswcjPWdHTJHTAd+gfPtQpm3/C2tI8oxRJ3QriIQG8deVab2mUIDyWxpgy0CpjlFRPCIVIsZmzmdpX3gBnfY95Tjaisd/l6QDM+69OE6tKbTbiBYKMOqwRB4SQSa8pAr0CIjNcVwiEO5GrAr2PlP/Dxf2NMrE3v8NMcGNmOx5rXQq4WC1d2i78PGkV+SYVzSBAsoxoyg18Ih9iWBXjHACp8u8o/g2F/POaUe3m5Y012PdqGW8P8Kr8OIUohOtCIUVbOEU4iQbCMgiUICuEQl6xgs+aATyMVi1iBebcfMfmL+P7BW/lvj0YESL824WJiQ8xo5bS1cBIJgmXkL6+YEA5zxaqpnAkjJVBSRmBMiua+WzI49Fh7Homt6PJ3QjhO/SCT2iUIDyaxpoy8FPCWL2ZCOMQRixmbrwrjBIuTewzvfQ3xTx3GG13r8NugBGKDzWpXJQQRft5qlyA8mATBMsq1QZAM1RDCIfZlA76VOHO4NNI+xbzbnzjtN2x6pCVvdIuRVR2Eakw6LUadfFQL55HfrjKyASEyhEgIh9ieBegjQXG1VT/y0fz+AD77mjKkgYXDo9pzd0x1tYsSVVCdAB+y8qSZtHAeCYJlJC1khHCcLMBizQRTM7VLKV72fnyS6hB09ik+6BHDDw+1oF6gUe2qRBVSN9CIdBAUziRBsIy8FKilU7sKITzHRaseTOpPGLmps29j2hNIK+Mmtg5pxbTbovH2krdP4Xx1AnzwkXWGhRPJb1c5hEsQFMJhDuf7YPPrpHYZJbNmoz3UG2NyG8Y09ebQqPb0qBOsdlXCwzUONqOXLx3CieS3qxyC5dKwEA6TmAWYWqldRuld24YpMZzQiy/yWZ/GrL63ObVlVqdwkgbB0jpGOJcEwXLQK2CQFjJCOMSeHEBXHbRutrLHqVcx7Q6hU+Be9gxrw4Q2t6CTpr/CwSL9fNQuQXg4CYLlkGeD6jJzWAiHyAfyLZlgulXtUsrOegVdcieMh7rzTMtA9o9ox221A9WuSngInUYhyEfGIgnnkiBYTrLmsBCOc87qg82UoHYZ5ZfxA6Y9wdS+9iYr745jab+mhJn0alcl3FyUvw/Z+Ra1yxAeToJgORgUuEW+pAnhMAfzDODXWe0yKu7EBEyJ4fQMPc6+Ee0Y26I2WkUuF4vyiQ/zwyq9Y4STSRAsB40C9V2t/60QbmxXNu55abg4+WnoDyRgPtqPF9uFsWdYGxLC/dWuSrihthH+sqqNcDoJguUU6iUvnhCOciAX0JrBy4NW70j/GvPuAKJz/4/v7o/nozsbE+QtlxJE6XWoFYhGzigLJ5MsU04WG4TJOEEhHCbHkgNmF28sXQ7KsTEYk+pyT+RFDo5qx9Cm4chHuyiJVlGoFyitY4TzSRCsgFtkLLgQDnPSYsJmbq12Gc6RexzvfU3wOz6ImZ2j2DqkFU1DzGpXJVxYo2ATuRZZY1g4nwTBcvLWQLQEQSEc5mCel2dMGLmZi4sw7/Yjli/5aWBL5tzeAF8ZAyaKcWsNP+SqsKgMEgQrQIKgEI6zPQswNlW7jEpgRXP0EXz2xfJIvVwOj2rPvQ1D1S5KuJgOEYGY9TL+SDifBMEKCNKC/DMVwjFO5ANoQB+pdimVIzsZn73RBJ5+nLl31OOnh1sSE2RUuyrhItpEBKhdgqgiJAhWQJ4NaskkQCEcJtOaD2Y3bixdHuf/i3lXAC28N7JlcGte7RSNj5e8NVdlBq2GSFm/WlQSebepAC0QJZeHhXCY4xZfbOa2apehgly0h/vic6AFj8XqODSqPb2iQ9QuSqgkLtSXTFlRRFQSCYIVoNdAfQmCQjjM/lwN+N2mdhnqydyFMakW1dMm8mmvhnx7XzxR/nJmqKppEeaHXiMfz6JyyG9aBUkLGSEcZ3sm4NOQKv/WdGYW5j3BdPDfya5H2/J8uzrotTKFtKq4rXYgPjqZTS4qRxV/t604Xw14y/uzEA6RZgWbNQ98YtQuRX3Wq+gOdsd48DaeivflwIh2dIkMUrsqUQlkSUJRmSQIVlCuTc4KCuFIGVbAVMUmjNzM1U2YEkOJuDKLz/s35fP+cdQwy2LnnirA4EWIUT5UROWRIFhBBgVi5T1ZCIc5avHF5ttB7TJcz8lJmBLDuKP6EfYNb8uTLSPRSsdhj9MpMojsfFlRRFQeCYIVpFWgmYzlFsJh9uYAvu3VLsM15V9Ef6Atpt97MalNdZKGt6FNTbmM6El61g2W1WZEpZIg6AD+WvCXV1IIh9iRDRhuAUWadN7Q5f9h3hNI3ez/8s198czvHUuwj7xenuAfdYJR5EyvqEQSXxzAYoPGcnlYCIe4agWrNauKLDdXQcefxJgYSZ+I8ySPbM/wZjWRCOG+Iv288TfIelWickkQdABvDcT7qF2FEJ7jklUnE0ZKK+8U3vvj8D3+ADNuq82Ooa1pFuqrdlWiHLpEVcNisxV7m81mY+nSpQwYMIDmzZvTrFkz+vfvz6JFi7BaC48pvHr1KlOmTKFjx460atWKUaNGcfz48WKPu2zZMho3bsy+ffsc/nyEe5Ag6CD19cg3cSEc5Ei+EVtVbixdHheXY97tT0Pbcn54qAXv3dFQzi65mb71QzDri/87e/rpp5k0aRInT57kzjvv5J577iE7O5spU6Ywfvz4QvuOHz+epUuX0rZtW3r06MHmzZsZPHgwWVlZhfY7e/YsM2bMYNiwYTRq1Mhpz0u4NnmXcBArEKWDo3lqVyKE+0vMgQRzG7XLcENWNEeHYjz1Mg/W/Ya7G7Tnn2sP8Nm+M2oXJkqgUaBDrcBib1u7di1ff/01ERERLFu2jKAgez/J3Nxcxo0bx5dffkm3bt24/fbbSUtLY+3atYwdO5bHH38cgLi4OMaPH8+GDRvo2bNnwXEnT55MaGgoY8aMcf4TFC5Lzgg6iE6BJjJ7WAiH2JkF6MJAY1K7FPeUcwSfffUJODmSt2+P5pdHEmhYTV5LV5YQ7o+1+KvCrF27FoChQ4cWhEAAvV7PE088AcCCBQsAOHXqFABNm/45xvb6z9dvA/jyyy/ZuHEjr7zyCnq99C2syiQIOoiXAvESBIVwiHwg35IJpni1S3FvaR9j3uVHc91aNg9KYGaX+phk6TKXdFd0CD5exX8kp6WlARAREVHktlq1agGwfft2cnNzqVGjBgB79+4t2CcxMRGA8PDwguO98sorDB48mLi4OMc9CeGW5NKwAwV7gUmBazf4VieEKL00qw9hplYoGT+pXYqby0d7ZABGn1iGNVrNA43bMeZ/B1h58JzahYm/6N8gFJ22+CAYGGi/ZJyamlrkthMnTgCQn5/PiRMnqFu3Ll27duWdd97h+PHjGAwGVq5cSXh4OJ06dQJg6tSpBAQEFJxNFFWbnBF0oHwbNJQ2MkI4xMF8A/h1VrsMz5GVhDEpkpBzz/JRzwase+BW6gRIuwNXUNPXQPhNlg287Tb7xKlPPvmE9PT0gu15eXm89dZbBX++cuUKADNmzKB///789NNPrFmzhoSEBD7++GOMRiPffvst3333HS+//DIajYaXXnqJhIQEYmNjGThwIIcPH3bSsxSuSrHZbjBXXZTLtkz4b3rJ+wkhbq6xAcb6nUPZEap2KZ5HYyS/7ufk+nbjja3HefWXo+RYZFkztTwaV5PXu9S/4Yxhi8XCiBEj+PnnnwkODqZr167o9Xo2b97M+fPnMZlMnDp1iqVLl970Um96ejp33nknd9xxBy+88AIvv/wyixYt4plnniEqKorXX3+djIwM/ve//2EwyFmNqkLOCDpYIxknKIRD7M8BtP7gVU3tUjyPNROvQz0wJrfniWYmkke24/Zb5HVWy70Nw24YAgG0Wi1z587lqaeeIigoiBUrVrBy5UoiIyNZtGgRJpN9ItBfJ5IUZ9q0aRgMBp566ikyMzNZtGgRffr04ZFHHqFjx45MnjyZ06dPs2rVKoc+PzXFxMTc9L8vvvhC7RJVJ2MEHUyDvY1MirSREaJCrECuJQuDqQVc/p/a5Xima79hSgzDFD6JJX2f56cTlxn9v/2kZuSoXVmVYdJpS7VetE6nY8SIEYwYMaLQ9pycHFJSUggMDCyYOFKcH374gVWrVvHxxx9jMpk4cOAAeXl5hfoHNm7cGMAjLw9fb6Xzdw0bNqzkSlyPBEEH0ynQ1ggpl9WuRAj3d9pqItLcGkWCoHOdegnTmTl0rbeKxOFteXnT77yx9Tj5N+pnIhymT70Q8iw2vMv5abx69Wry8vLo1avXDffJyMjghRde4J577qFt27aFbsvL+/OsRU6O534BGDt2rNoluCy5NOxgWgVa+sgLK4QjJOfqZMJIZbGmo0vugOnQP3iuVTD7hrelfUSA2lV5vOHNI/AtxQowV69eLbJt//79vPbaa/j7+zN8+PAb3nf69OkAhVYgqV27Njqdjg0bNhRsu/5zdHR0qesvjT179vDPf/6TDh06EBsbS/v27Rk6dChr1qwBYPTo0cTExPDpp58Wue8bb7xBTEwMzz33nENrKs7TTz9NTEwMp06d4v/+7//o3bs3TZs2ZfDgwYX227hxI8OGDaNVq1bExsbSrVs3XnvttWL/jgBOnz7NlClT6Nq1K7GxsbRq1YrHHnuMpKSkQvv98ssvJV7K3rZtW6H7HD58mGeeeYaOHTsSGxtLu3bteOqpp0hJSSn185bJIk6QZYV5l/4Y4ySEKLcoHYwPvIyyXQJJpav9OpnVnmDN7xf459pkzmXmql2Rxwkx6jjyWEe8b9A/8K8GDBiAt7c39erVw2QyceTIETZu3IjBYGDu3LkkJBS/Nvcvv/zCkCFDmDt3Lp07F/5S9eqrr/LJJ5/Qvn17IiMj+eKLLwgICHDoZJGlS5cyZcoUNBoNXbp0ISoqigsXLpCUlISfnx/z588nPT2dfv36kZaWxpIlSwouV2/evJmhQ4dSp04dli9fjo9P2We5x8TEAJCcnFzivk8//TSrVq2ic+fObN++nY4dO1KjRg10Ol1Bq50333yTd999l4CAADp37kxgYCDJycls2rSJ+vXrs3jx4oIxm2Dv4Ths2DAuX75Mhw4diI6O5tKlS6xdu5acnBzmzp1L+/btAXsroJUrVxapKy8vj48//pjc3Fy++OKLgkv4P/zwA+PGjcNqtdK5c2dq1arFmTNnWLt2LQaDgQULFtCgQYMSn7cEQSew2mBnNrx/Se1KhHB/c0MzUfbEQG7RHmrCybzCyKm3hjzvJkz84TDzdp244eoXouzGxNdi2m31MOlLbvL9wQcfsGbNGo4fP052djahoaF07NiRkSNHEhYWVux9rl27Ru/evYmPj2fmzJlFbs/NzeX1119n1apVXLt2jebNm/PCCy847Izg4cOH6dOnDyaTiYULF1KvXr1Ct585c6ag9h07djBw4EAiIiL44osvyMrKom/fvmRkZLB8+fIi9y2t60GwuDGCNWvWpH///gV/vh4Ew8LC+Oyzz6hZs2ah/Tdt2sTQoUO59dZbmTdvHr6+vgW3LVu2jOeff56hQ4fy7LPPAvYA949//IPz58/z0Ucf0aJFi0LP/Z577kGj0bBu3bqbru5yva6/HvvSpUt0794dLy8vFi5cSN26dQv2P3DgAPfffz9169bl888/L/E1kjGCTqD5Y7k5nQJ58qYpRIVkWfIwmlpKEFRD/hkM++MxBPbl5Y6f8titEQz5ei/bz1xRuzKPMKJ5RKlCIMCwYcMYNmxYmY5vMplYv379DW/X6/VMnDiRiRMnlum4pbVo0SLy8/MZPXp0sUHurwE2Pj6eJ554glmzZvHCCy9w6dIlzp8/z7Rp08odAv/q7bffLrItISGhUBC8bsSIEUVCIMD8+fMB++zrv4ZAsJ+x/fTTT1m1alVBWFu/fj2pqamMGDGiUAgE+3MfOnQoM2bMYMuWLQVnBf/uzTffZNWqVdxxxx0888wzBdtXrFhBRkYGL774YqEQCNCgQQPuvvtuFixYwNGjR7nllluKPfZ1EgSdxGKDOANsy1a7EiHc2wmrmfq+bVEurVC7lKrr0krMl/yIiZrH9w8OZen+szyz/iDpOflqV+a26gb4EOXv2Q29d+3aBUCHDh1Ktf/w4cP57bff+PrrrwHo1asXAwYMcEgtpbk0fF2TJk2K3b5z5070ej2rV68u9vb8/HzOnz9PRkYGvr6+Bc8/NTWVOXPmFNn/6NGjABw5cqTYILhixQreffdd4uLieO2111AUpeC268fet29fscc+duxYwbElCKrERwMdTRIEhaioA7la6vt2UrsMASgpIzGeeoX7o7+h32Pt+de6ZOYnnVa7LLf0UGwN/vK57pEyMjIACA0tXVN4RVHo3r07P//8MwCDBg1yWm03ExISUuz2y5cvY7PZij27+FeZmZn4+voWrAJzfVLMzfb/u82bNzNp0iQiIiJ477338PYu3KT40iX72LMlS5aU+dh/J0HQieroZe1hISpqWxbcFdIYUAD5x6S63GN472uEd/BA3uw6lzG31uLR1XvZm3ZN7crcypCmNfH2Kt1lYXd1/fLp2bNnMZvNJe6fkpLCjBkz8Pf3JyMjg4kTJ7J8+fJKX+VEuUFCN5vN6HQ6Nm/eXKrjXH/O77//fsEygaVx+PBhxo0bh9Fo5P3336dataLN3q+/tqtXr67wmE7pcuJEVhvc6tln/oVwunMWsNks4F3xcULCgdLmY97tTzPtGn55JIHZXWMwl3K8W1UXH+aHfylaxri7Zs2aAfDTTz+VuG9ubi5PPvkkWVlZzJ49mxEjRnDw4EFefvllZ5dZanFxcVy8eJHff/+9VPtff/5/b/lyM2lpaYwYMYKsrCzefvvtIuP/KnLsG5Eg6EQGDdxmKnk/IcTNXbPYwNRS7TJEEflofn8Qn31NGdrQwqFR7bk7prraRbm8wU3CS9Uyxt098MADeHl58e677xa7WsmZM2cKfp4xYwb79u1j2LBhtGvXjnHjxhEfH8+SJUv45ptvKrPsGxoyZAgAzz//POfOnSty+7Vr19i9e3fBn7t3707NmjWZP3/+DcPwjh07Chp5Z2VlMWrUKE6ePMm0adNu2BII4J577sFsNvPWW2+RmJhY5HaLxcJvv/1Wqucl7WOcLNcGU87BBYvalQjhvsYE2mhy5X2UlFFqlyJuJnQMV2vMZPf5LIav2cfhSyWPT6pqNAqcGdeJAG+d2qVUiqVLlzJ58mS0Wi1du3YlKiqKS5cukZSUhMlkYv78+axdu5bHH3+cuLg4PvvsM7y87GdLT58+Td++fcnPz2flypU3XULvRsrTR3Djxo03bMnz3nvv8eabb+Lj40OHDh2IiIggMzOTkydPsnXrVlq1asW8efMK9r8ebi9cuEB8fDwNGzbEYDBw+vRpEhMTSU1NZfPmzQQFBTF37lxmz55NZGQkvXv3Lvbx7777bsLDwwH4+eefGTt2LFlZWbRt25a6deuiKAqnT59m586dXLt2jZ07d5b4vCUIOlmeDdZkwJriG44LIUqhsxHu0+9DSWysdimiJBpv8ussJ9fvDt7efoJpm34nO9+qdlUuo2tUEEv6xuFXBS4NX7dz504++ugjtm3bRkZGBgEBAcTExDBgwACaNm1K3759sVqtrFy5koiIiEL3XbduHWPGjKFJkyZ89tlnN+23VxxHB0GArVu3Mn/+fHbs2EF6ejpms5mwsDBat25N7969Cxo+X5eWlsbHH3/MDz/8QGpqKhqNhpCQEBo0aEC3bt2488470Wq1zJ49m7lz5960xoULFxZqRXPixAk+/PBDNm3axJkzZ9Dr9YSEhBAXF8ftt99O165dS3zeEgQrwcV8mFD0LLIQopT8NPBa9VyUbSawScsSt2BqwbU6X5JhrcaIb/bx7e9palfkEhb1aUq/mOpoPH3KsHAbnj9IwQUYNdCgbF9ihBB/ccUKVms2+MSqXYoorWvbMCXWJOzSFBb1aczqe5tTy9e75Pt5sBCjjp7RwRIChUuRIFgJDAr08C15PyHEjV22amXCiDs6NR3T7hA6Bexlz/A2PNsmCp2magahUc1rSQck4XLk0nAlybXBi+cgTSaNCFEuwwKgReZClCMPq12KKC/f27h6y+dczDXy6Jq9bDxedRZk12kUTo69rcpMEnGG1NRUVqwo3QpDgwYNws/Pz8kVeYaqM1pVZRrgdjN8dlntSoRwT0k50MLcVu0yREVkbMS8JxhzrVdYeffTfHf0IuPWHuDstVy1K3O6AQ1C0VbRM6GOcvLkyRJX9biuX79+EgRLSc4IVqIcKzxzFrLlFReizLyBN8JyUbYHgDVL7XJERXkFkxO9hjyf5rzw4xHe23ECiwd/HCUOa0tMNWksK1yPjBGsZO2MalcghHvKBizWLDA2V7sU4Qj5aRgOJGA+2o+p7cPYPawNCeH+alflFK1r+lPTt3KXSROitCQIViKDBu4w21dMFUKU3QWrAcwyYcSjpH+NeXcA9XL/j+/uj+ejOxsT5GHj6Ma3vgWjTpbfE65JgmAlMyjQRL4YClEuh/K8sfl1UbsM4QTKsTEYk+pyT+RFDo5qx9Cm4R7xpTnC10CXqCBpGSNclgTBSuatgZ7SSkaIctmTjbSQ8WS5x/He1wS/44OY2TmKrUNa0TTErHZVFTKuZaRHBFrhuSQIqqCmF4TLfG0hyiwxB/AKAm2A2qUIZ7q4CPNuP2L5kp8GtmTO7Q3w1bvfpVUfLw3D4mpi8HK/2kXVIUFQBVrFPlZQCFE2ViDPkg2mFiXuK9ydFc3RR/DZF8sj9XI5PKo99zYMVbuoMnmocQ21SxCiRBIEVaBVIN4HTPLqC1FmZ6w+2Myt1C5DVJbsZHz2RhN4+nHm3lGPnx5uSUyQe7RfeLbNLZj1cvlHuDaJImqxQSf3eC8TwqUcytODTBipes7/F/OuAFp4b2TL4Na82ikaHy/X/QjrFhVEkI9nzX4Wnsl1/xV5OL3GvtKIt4wiFqJMdmYBJuklWDXloj3cF58DLRgVq+PQqPb0ig5Ru6hivdYlBl85GyjcgARBFWmQsYJClNWhPEDjDToZf1VlZe7ClFSL6mkT+bRXQ769L54of2+1qyrQs26wS9UjxM1IEFSRXgNdTTJWUIiyyrbkSmNpAWdmYd4TTAf/nex6tC3Pt6uDXqvuZRYFmNk1RsYGCrchEURlGgXulLOCQpRJqtWMzdRG7TKEK7BeRXewO8aDt/FUvC8HRrSjS2SQauX0j6lOmEmv2uMLUVYSBFWmU6CDCfzkb0KIUkvO0YJ/Z7XLEK7k6iZMiaFEXJnF5/2b8nn/OGqYK3cZJ41iHxsoZwOFO5H44QI0wF2y2ogQpbY9G/CJVbsM4YpOTsKUGMYd1Y+wb3hbnmwZibaSlnd7sFENAr0lBAr3IkHQBXgp0MoIQdJ8XohSOZUPYANDXbVLEa4o/yL6A20x/d6LSW2qkzS8DW1q+jv1IXUahVc715OzgcLtSBB0EVqgn5wVFKLUrlmsMmFE3Nzl/2HeE0jd7P/yzX3xzO8dS7CTevsNiauJSSff5oX7kSDoIrQKNPOB6vI+IkSppFjM2Mzt1C5DuIPjT2JMjKRPxHmSR7ZneLOaOPJisbeXhqkdouVsoHBLEgRdiBa420/tKoRwDwdyNeB3m9plCHeRdwrv/XH4Hn+AGbfVZsfQ1jQLdcxlmFHNa2FQuW2NEOUlQdB5hY7TAAAgAElEQVSFaBVo5A3h8qVSiBJtywK862P/CiVEKV1cjnm3Pw1ty/nhoRa8d0dD/A3lf9M16bRMbFcHk5wNFG5KgqCL8QIGyFlBIUp0yQo2aw74NFK7FOF2rGiODsW4twEP1s3i0Kj2PNAorFxH+mfL2nhp5GygcF8SBF2MRoFovf0/IcTNXbFqZMKIKL+cI/jsq0/AyZG8c3s0mwYm0LCaqdR3DzHqeKpVlEwSEW5NgqAL0mtgSID85QhRkiMWMzbfjmqXIdxd2seYd/kRr1/L5kEJvNa5PkZdye/AM7vEoJOzgcLNSdZwUb4a6Fb6L6ZCVEn7sgFfmTksHCEf7ZEBGPc3Z0RjhUOj2tOnXsgN925Rw48+9atj8JKzgcK9SRB0UQYN9PKFAPkbEuKGtmcB+khQKncpMeHBspIwJkUScu5ZPr6zIWsfuJVb/H0K7aIAH/RsjI+XvEEL9ye/xS7MS4GHAtSuQgjXlQVYrJlgaqZ2KcLTnH0T854g2pm3sPPR1kxuXxeD1v6ROaRpOLX9vFEqaek6IZxJgqAL0yoQo4eGcrJDiBu6aNWDSSaMCCewZuJ1qAfG5Pb8s7mJ5JHt6B9TnRldYqR5tPAYEgRdnEEDgwLsbWWEEEUdzvfB5tdJ7TKEJ7v2G6bEMMLTX+GDno3QywQR4UEkCLoBowL/MKtdhRCuKTELMLdWuwxRFVz+BrM2Dx9pFyM8iARBN2DQwB2+UE3ee4QoYk8O4BUCWunELpxJC3UXgsan5F2FcCMSBN2EFvslYiFEYflAviUTTLeqXYrwZGFPgD4cZIKI8DASBN2EVoEoHcR5q12JEK7nnNWIzZSgdhnCU+lrQsRU0MoYHeF5JAi6EYMGBvqDXr6QClFIcp4e/DqrXYbwVHU/A0WndhVCOIUEQTdjUKC/r9pVCOFadmcDphZqlyE8UcgIMMWDRhaAF55JgqCb0WugndHeX1AIYXcgF9CawKu62qUIT2KIgshZcklYeDQJgm5Ir4ERgfa2MkIIuxxLDpilsbRwFAWil4IiA7OFZ5Mg6KYMGhgss4iFKHDSYsIm/QSFo4Q9CT4NQSPt/IVnkyDopnQKNDBAa2lpJQQAB/O8ZMKIcAzvGIh4SS4JiypBgqAbM2jgQX9pNC0EwPYswNhU7TKE29NCveWgkUXeRdUgQdDNeSnwWCDIcEFR1Z3IB9DYB/gLUV7hE8FwCyjyDVtUDRIE3ZxWgepecKdcwRCCTGs+mGTCiCgnYxyEP2ufgS5EFSFB0AMYNHCHGSKl36mo4o5bfLGZ26pdhnBHWl+I+VrWEhZVjgRBD6FT4LEgWXVEVG37czXgd5vaZQh3VHchaKvJWsKiypEg6CEUBUwKPOCvdiVCqGd7JvaWH/LWJsoidJx9xrlWzgaKqkfeLT2IXgO3ekNTmewmqqg0K9iseeDTQO1ShLswtYBar0qrGFFlSRD0MAYNPBoIwTLhTVRRGVZkwogoHW2AfVyg1qh2JUKoRoKgB9IrMK6afdygEFXNUYsvNt8Oapch3EG9ZaCV8TSiapMg6IE0CgRq4FFZgk5UQXtzAN/2apchXF2N8WBuDRpZS1hUbRIEPZReA40M0F3aYYkqZkc2fzQE1qtdinBV5nZQc5KMCxQCCYIezaCBu3yhvnweiirkqhWs1ixZbk4UTxcOMV/JuEAh/iBB0MPpNfb+gkEyeURUIZesOpkwIorSGKHh96DxVbsSIVyGBMEqwKDAk9Xs/xeiKjiSb8QmjaVFIQrU+xwMkaCRZZiEuE6CYBWgVSBAA6MCQbKgqAoScwBzG7XLEK6k9uvg20GWkBPibyQIVhF6DdTVw91+alcihPPtzAJ0YaCRyQACCB4M1UeBVmbPCfF3EgSrEIMGOhqhtXwhFh4uH8i3ZIIpXu1ShNp820PUOxIChbgBCYJVjEEDD/pDHRkiIzxcmtUHmylB7TKEmgx1oL6sHCLEzSg2m82mdhGe6PXXXycpKYmUlBQuXbqEt7c34eHhdOvWjYceeojAwMCCfVNTU+natesNj9WzZ09mz55daNv58+eZPn06v/zyC4qi0LZtWyZMmEC1atWK3H/27NksXLiQ1atXExoaCkCmFaanwdl8Bz1hIVzMg/7QMXcNysE71S5FqEHrD012gz4CFGmbIMSNeKldgKf6v//7Pxo1akTbtm2pVq0aWVlZ7Nq1izlz5rBkyRKWLl1KjRo1Ct2nQYMGdOvWrcix6tWrV+jPVquVUaNGcfjwYfr160d2djZfffUVx48fZ/HixWg0f57o3b9/Px988AFTpkwpCIEA3gr8uxq8kgYXLQ5+8kK4gN3Z0NGvhdplCDUoeohZA7pQCYFClECCoJNs374dg8FQZPvs2bOZO3cu8+bNY8qUKYVua9iwIWPHji3x2ImJiSQlJTFjxgz69u0LQEREBHPmzCEpKYmmTe2NdPPz85kwYQIJCQkMGDCg0DE0Chg18EwwvHweMqzlfKJCuKj9OdjPCnlVg/wLapcjKo0W6q8EYzNZPk6IUpAxgk5SXAgE6NGjBwDHjh0r97FPnjwJQJMmTQq2Xf/5+m0A77//PseOHeOll14q9jhaBfw08O9g8JG+MsLDWIFcS5Y0lq5SFKg7H3w7yrhAIUpJgmAlW79+PQAxMTFFbjt37hyLFy9m7ty5LF68mAMHDhR7jPDwcAD27t1bsC0pKQmAmjVrAnD48GHeffddnnrqKSIiIm5Yj1axrzryVDXQSxgUHua01YTN3ErtMkRliZwDgXfJDGEhykAmizjZhx9+SGZmJhkZGSQlJbF9+3ZiYmL45JNPCAoKAm4+WSQhIYEZM2YUhD8Ai8XCgAEDOHr0KH379i0YI9iwYUOWLl2KzWbjgQceQKfTsWDBAhSl5ISXa4VjeTD7AsiQQeEp+vvC7baNKPs7qV2KcLaaL0KNpyQEClFGEgSdrF27dqSlpRX8uUOHDkyfPp3g4OCCbRcuXGDBggV069aNWrVqAZCcnMycOXP47bffiIyMZOXKlRiNf17qOHv2LK+++iq//voriqLQpk0bJkyYQEhICB9++CFvvfUWX375JYGBgbz00kt8//335Ofn065dO1588cVCE0euy7XCgVx49yLIL4XwBFE6GB94GWV7gNqlCGcK+ydETJMQKEQ5SBCsJGlpaezcuZOZM2dy7do15s2bR+PGjW96n/z8fB588EF2797Nc889x6BBg0p8nJSUFPr06cO4ceN49NFHGT16NFu2bOH555/HbDYzdepUQkNDWbp0abFnCnOssCsbPkov91MVwqXMDc1E2RMDualqlyKcIXgQRL0rYwKFKCcZI1hJgoOD6d69Ox999BHp6ek8++yzJd7Hy8urYLbvtm3bStzfZrMxceJE6tevz+DBg0lJSeH7779n6NCh9O3bl27duvGvf/2LPXv28OuvvxZ7DIMGmnnDfbIUnfAQWZY8kMbSninwLgmBQlSQBMFKVrNmTaKjozl06BAXL14scf/rjaczMzNL3HfhwoXs3r2bV199Fa1Wy5EjRwAKnXmMjY0F7JNJbsSggXZG6OVb4kMK4fJOWM3YfNuoXYZwtIA7oe4iCYFCVJAEQRWcO3cOAK225Eanu3fvBigYO3gjqampzJo1i9GjRxMdHV3ottzc3IKfc3JySlWjQQO3m6CbDLkRbu5ArhZ8O6ldhnCkwP4QvVRCoBAOIEHQCY4ePUpGRkaR7VarldmzZ3PhwgWaN2+Ov78/YG8DY7UW7ei8efNmPvnkEwDuuuuumz7mpEmTiIyMZMSIEQXbrgfC6y1rADZs2FDotpsxaOAuX/t/QrirbVmAsTEg/ZE8QrWH7L0CJQQK4RCysogTbNy4kf/85z/ceuutREREEBAQQFpaGlu3buXEiROEhIQwbdq0gv2nT59OSkoKzZs3JywsDLDPGr4+ju+JJ54gPj7+ho+3bNkytmzZwrJly/Dy+vOvNDIyku7du/PFF1+QmZmJ2WxmxYoVNG3alNatW5fquRg09rOCZg0suiyziYX7OWcBmy0fxbseZB9UuxxREcFDIWqOhEAhHEiCoBO0bduW48ePs337dvbt20dGRgY+Pj5ERUXRp08fBg4cSEDAn+0s7rrrLtatW0dSUhI//fQTeXl5BAcH06NHDx5++GFatLjxeqlnz55lxowZDBs2jEaNGhW5/ZVXXsFkMhW0j+nUqROTJ08uVW/B6wwaaO0DRsU+m1hWoxPu5poFfM0JEgTdWegYqPWahEAhHEzax4hSy7HCoVx47yLkq12MEGUwJtBGkyvvo6SMUrsUUR5hT0PEFOkTKIQTyBhBUWoGDdTXw7+CwSDDrYQb2ZejgG8HtcsQ5RE+SUKgEE4kQVCUiV4Dtb3g2WD7pWIh3MH2bMA7GhQZDeNWas2A8GclBArhRBIERZnpNFDdC54LAT/5DRJu4IoVrNZs8IlVuxRRGooOopdA6GgJgUI4mXyMi3LRKRCohYkhUK3kdohCqO6yVQtmWWHE5Wn9oeFGCOgFWrPa1Qjh8SQIinLzUuxnBJ8LgRpyxU24uCP5Jmy+HdUuQ9yMvhbE7gBTc5kdLEQlcYlZw/v372fdunVs2rSJ1NRU0tPTCQwMpGXLljz66KOFlkgTrsdqg1ybfTbxgdyS9xdCDa19YLDPUZTdddQuRRTH2Awafg8aP9DIN0shKotLBMF7772X3bt307hxY+Li4jAajRw4cICff/4ZLy8vZs+eze233652maIEuVb4MgPWXVO7EiGK8gbeCMtF2R4A1iy1yxF/5d8D6i0DjRHK0ONUCFFxLhEE58+fT8eOHYmMjCy0/auvvuLf//43AQEB/PTTT+j1epUqFKWVY4U92fBJuvQaFK7nneqX8UruCVd/UbsUcV31UVB7llwKFkIlpRojmJqaSkxMDOPHj+fIkSOMHj2ahIQEmjVrxgMPPMDPP/9csO/ixYuJiYnh7bffLvZY58+fp3HjxvTu3btg28CBA4uEQLCvuBEVFUV6ejoHDxZdESA9PZ1Zs2bRo0cPmjZtyq233sqgQYMK1QNw+fJlunTpQmxsLElJSYVus1qtDBw4kJiYGFauXFnotvz8fBYuXMi9995LfHw8cXFx9O3blwULFhS7NrCw9xqM87aPG/SXEajCxVywGmTCiMvQQO3/QO2ZEgKFUFGZPqpTU1O5//77uXz5Mvfddx//+Mc/2Lt3L8OHD2fNmjUA9O7dG7PZzPLly7FYLEWO8fnnn5Ofn899991Xqse8vnbuX9fQBTh58iT9+/fn/fffJygoiPvvv5+ePXty5MgRhg0bxtKlSwv29ff3Z9asWdhsNp588kmuXr1acNvbb7/Nli1b6N+/P3379i3YnpeXx8iRI5k6dSpXrlyhV69e3HvvvVitVl566SWeffbZ0r9wVYxeA6FeMLk6ROnUrkaIPx3K88bm11ntMoRXNWi0EaqPkPYwQqisVJeGU1NT6dq1KwBDhw4tFIISExO5//77MRqNbNiwAbPZzNSpU1m4cCFz586lc+c/33RtNhvdunXjwoUL/PTTT/j6+t70cXft2sV9991HaGgoGzZsQKv9s0/JwIED2bp1K7NmzeLOO+8s2H7lyhUGDhzI0aNHWb9+PcHBwQW3/fe//2XmzJnceeed/Oc//+HXX39lyJAh3HLLLXz++ef4+PgU7DtnzhzefvttHn74YZ577rmCx7ZYLEyaNInPP/+cd955h27dupX08lVpOVZYdBk2y5As4QLiDPCY72mUneFql1J1GZtDg2/tbWI0BrWrEaLKK9MZQV9fX8aMGVNoW5MmTejduzdXrlxh7dq1ADzwwAMALFmypNC+P//8M6mpqfTo0aPEEJienl4QOCdMmFAoBB44cIAtW7Zw++23FwqBAH5+fowdO5acnBz+97//Fbpt2LBhdOjQgdWrVzNv3jyefvpp9Ho9s2fPLhQCrVYrCxYsICQkpMhja7Vaxo8fj6IorFq16qbPQdgvFT/gDw/6Sa8iob7EHMArCLQBapdSNQUPhUY/g1eIhEAhXESZ5ug3atQIs7log8+EhARWrFjBvn376NevH/Xq1aNly5b8+OOPnD59mho1agAUXK69HhRvJDMzk9GjR5OSksKwYcPo0aNHodt37twJwNWrV5kzZ06R+1+8eBGA33//vdB2RVF47bXX6NOnD//5z38AmDp1KjExMYX2O3r0KOnp6URFRfHee+8VW6O3t3eR44viGTTQ2ggRenjnAlxTfXqSqKqsQJ4lG72pBVxZp3Y5VYeih1vmQdAAGQ8ohIspUxD862XW4rb/dezdgw8+yNatW1m2bBnjxo3j/PnzrF+/noYNG9K0adMbPkZmZiYjR45k+/btDBkyhH//+99F9klPTwdg06ZNbNq06abH+rugoCBatmzJ6tWrCQgIoE+fPjc8fkpKyg0nvQBcuyZ9UkrLoIHaOvu4wTcuwCmZUixUcsbqQy1zaxQJgpVDXxNivgFDXQmBQrigMgXBtLS0m27/69nC7t27ExwczPLlyxkzZkypJolcvXqVkSNHsm3bNoYNG1ZsCAQKLitPnDiRRx55pCxPgdWrV7N69WoCAwO5dOkS06ZNY9q0acUev3v37jcNgqJsdAr4amB8MCy5ApuK5nQhnO5Qnp5afp3h1LSSdxYV43sb1F8JGhNoZOaYEK6oTMO29u3bV+is33VbtmwB7JeOr9PpdNxzzz2cPXuWDRs2sGzZMoxGY6G2MX+VkZHBo48+yrZt2xg1atQNQyBAXFwcANu2bStL+Rw7doxJkyYRFBTEypUradmyJcuWLWP16tWF9qtTpw5+fn7s2rWLvLy8Mj2GuDmNYj87eJ8fjA0Ck/SOFZVsZxb2JcyEE2mg5mSIWQNeARIChXBhZQqCGRkZvPPOO4W2JSYmsmrVKnx9fenevXuh2+677z60Wi1Tp04lNTW1oLXM312+fJnBgweza9cuxo4dy5NPPnnTOpo0aUKLFi1Yu3Yty5cvL3af5ORkLly4UPDn3NxcnnzySTIzM5k+fTphYWHMmjWLgIAAXnjhBY4fP16wr5eXFw8//DDnz59n2rRpZGdnFzn+uXPnOHz48E3rFDdm0ECMAV4KhYYyZlxUokN5gMYbdDXULsUz6SOg8W9Q42m5FCyEGyhT+5iWLVuSnJxM/fr1iY+P5/z586xZs4a8vDxmzZpFz549i9z3scceY/369QB88cUXxa4bPHDgQLZs2ULt2rW56667iq2hW7duNGzYsODPZ86cYdCgQaSkpNCgQQPi4uLw9fXlzJkzHDx4kIMHD7JkyRKaNWsGwMsvv8ynn37KkCFDGD9+fMFxNmzYwKhRo2jcuDGLFy8uWL0kLy+PcePGsX79ekJDQ2ndujWhoaFcuHCBY8eOsWPHDp588klGjBhR0ssnSpBrhc2ZsPSKrEYiKscbIZfxOfoIXPpK7VI8S9DdUOcjUHzkLKAQbqJMQbBfv34MHz6cmTNnsm3bNnJzc2nYsCFjxoyhQ4cOxd533bp1jBkzhtjYWD7//PNi9+nSpQsnT568aQ2vvvoq/fv3L7Tt6tWrLFiwgO+++46jR49isVgIDg4mOjqarl270rt3b4xGI+vXr+exxx4jNjaWxYsXo9Ppihz7k08+YeDAgTz//PMF2202G19++SUrVqxg//79ZGZmEhgYSEREBLfddht9+vQpmBEtKibXCpet8N5FOClpUDjZ09UsRF+YiXJifMk7i5JpzPZZwYF9pEG0EG6mzEFw+vTpZXqA642Zp02bxoABA8pdqPB8Vhvk2+CrDFh3DaTLjHCW3ma4U/Mbyt7Wapfi/sztoN5y8PIHjU/J+wshXIpTe/xevXqVxYsXExAQQK9evZz5UMIDaBT78nS9feHfwRAgHaiFk2zPBnxi1S7DvSl6qD0LGnwH+jAJgUK4qTK1jymtH374gb1797JhwwbS0tJ49tlnC63cIcTNGDQQqYMp1eH/0mFn0bk6QlSIvY+lzd7bLueI2uW4H1MLiF5kn3AjE0KEcGtOCYLffvstK1asIDg4mJEjRzJ48GBnPIzwYF6K/b8hAZCQA59dhgyr2lUJT3LNYsVsbilBsCw0Zqj9GgQPsp8BVKT/kxDurlRjBIVQU54NLDZYcQU2ZsrYQeEYYwOtNL78Hsqxx9UuxT0E9LLPCNaY5CygEB5ERmEJl6dTwFsD/fxgcghESVcK4QAHcjXg11HtMlyfLgzqfw3Ri0EXIiFQCA8jZwSFW7HZ7GcIt2bD8suQKb+9opwCNfBq9RyUrSbAonY5LkiB6qPsl4IVPWj0ahckhHACp4wRFMJZFAX0CrT0gebesOwy/JKldlXCHV2ygs2ag+LTCLIS1S7Htfg0groLwTsatEVXgxJCeA65NCzckl4Bowbu84eJIRAuX2lEOVyxasDcUu0yXIc2EKLehcZbwdhUQqAQVYBcGhZu73oj6k2ZsCIDcuQ3WpTSiECIv/opyu+D1C5FXYoOQsdCxBRAB1rvYnf79ttv2bp1K/v37+fAgQNcu3aN3r17M3PmzCL7nj59mnnz5rF3715OnTrF5cuXCQgIoHbt2tx9993cddddRVZ5On/+PNOnT+eXX35BURTatm3LhAkTqFatWpHjz549m4ULF7J69WpCQ0Md8SoIUSXJeRTh9jR/XC5uZ4SWRlh8GbZlyexiUbJ92RDv21btMtQV2Bei3gGtX4lnAN977z0OHDiA0WgkLCyM33///Yb7Hj9+nFWrVhEXF0fXrl0JCAggPT2dH3/8keeee44vv/ySjz76CC8v+8eQ1Wpl1KhRHD58mH79+pGdnc1XX33F8ePHWbx4MRrNnxew9u/fzwcffMCUKVMkBApRQRIEhcfQa0APPOwPd/nC0suQmKN2VcKVbc+Ch/0jQTGArYr9shjj4Zb3wSem1JeAJ0yYQFhYGJGRkWzZsoVHHnnkhvs2b96crVu3FgpwAHl5eQwdOpTffvuN7777jp49ewKQmJhIUlISM2bMoG/fvgBEREQwZ84ckpKSaNq0KQD5+flMmDCBhIQEWbZUCAeQMYLC43hroLoXDAuEF0KggUx2FDeQBVismWBqpnYplUdfE6KXQKOfwNS8TOMAW7duTVRUFEopGknr9foiIRBAp9PRrVs3AI4dO1aw/eTJkwA0adKkYNv1n6/fBvD+++9z7NgxXnrppVLXLYS4MQmCwmN5a6CmDkYHwfhgqCP9B0UxLlr1YKoCE0a8QqD2bGh60H45WGsEpfI/AiwWCz/++CMAMTExBdvDw8MB2Lt3b8G2pKQkAGrWrAnA4cOHeffdd3nqqaeIiIiorJKF8GhyaVh4PIPG3oT6n9XgWJ79kvGJfLWrEq7icL4PIX6dUc6+rXYpzuFVHWo+DyGP2oOfpviJIM5y8eJFFi5ciM1m4+LFi/zyyy8cO3aMXr160aVLl4L9mjRpQuPGjZk8eTI7d+4sGCPYpEkTYmNjsVgsPPfcc8TFxfHQQw9V6nMQwpNJEBRVgqKAQYFoPTwTDMm5sPwKnJFAWOUlZkEb31Zql+F4ulAInwjVHwUqPwBed+nSJd5++8+QrSgKQ4cO5V//+leh/bRaLe+99x6vvvoq33zzDYqicMcddzBhwgQ0Gg0ffvghycnJfPnll1y5coWXXnqJ77//nvz8fNq1a8eLL74oE0eEKAcJgqJKuT7DuJHB3n9wT7Z9DeM0WViiytqTAwSG2GfNWq6oXU7F6cKg5iQIGYI9ABpULadu3bokJydjsVg4e/Ysa9eu5a233mLHjh3MmzePgICAgn1DQ0N54403ihwjJSWFt956i3HjxhEVFcXo0aPZsmULkydPxmw2M3XqVB5//HGWLl1aqvGLQog/yRhBUSVp/wiEzbxhcnV7P7laMoawSsoH8i2ZYLpV7VIqRlcDot6DZr/bLwNrfFQPgX+l1WoJDw9n0KBBTJ06lV27dvHWW2+VeD+bzcbEiROpX78+gwcPJiUlhe+//56hQ4fSt29funXrxr/+9S/27NnDr7/+WgnPRAjPImcERZXm9cfJg+beEGuAs/mw5irszgaruqWJSnTOaiTclIByZYPapZSdsTmET4DAXrjCGcDS6NixIwBbtmwpcd+FCxeye/duVq5ciVar5ciRIwA0bty4YJ/Y2FjAPpmkTZs2TqhYCM8lQVAI7JeMDQrU1sOgAPtKJd9dhZ8zIVM6U3u85Dw94X5d4PQMtUspJS0E9YXw58G7HijeoNGqXVSpnT17FrCfJbyZ1NRUZs2axejRo4mOji50W25ubsHPOTlVrAekEA4kl4aF+BsfDfhqoZcvzAiDR/whVL4yebTd2bjHpWFtANR4BuJPQ52P7f0PtSaXDIF79+7FYik6+PbatWu8/PLLAHTq1Ommx5g0aRKRkZGMGDGiYNv1QLh+/fqCbRs2bCh0mxCi9OTjTYgbMPzxNan1H0vXHcuFb67CvhxZvs7THMjFHqi8qkP+ObXLKcq7AYQ/A9XuB5vVXqsK1q1bx7p16wD7usAAu3btYvz48QAEBgby7LPPAvDOO++wY8cOmjdvTnh4ON7e3pw5c4Yff/yRK1eu0Lx580IB7++WLVvGli1bWLZsWcEydACRkZF0796dL774gszMTMxmMytWrKBp06a0bt3aWU9dCI8lQVCIEmgV0AL1DPYJJVk2+DYDNmdBjiRCj5FjycHb3BLSV6tdip3Gx974OXQcGJuCRgeKujOa9u/fz4oVKwptO3HiBCdOnADsjZ+vB8F7770Xo9FIYmIiW7ZsITs7Gz8/Pxo3bkyPHj24++67CwW8vzp79iwzZsxg2LBhNGrUqMjtr7zyCiaTqaB9TKdOnZg8ebLMGBaiHBSbzSYfZUKUUbbVPq4wMRt+vGbvSyj/kNzbM0H51LkwHSV1krqFmNtC9ccgqD+Qb29rI4QQTiJnBIUoB+8/Lhs397b3JFH5G/cAAAtqSURBVLQAv2TCpkxpUu2ukvO8qOPXWZ0H19eC4MEQOgq0vqAxguJ64/6EEJ5HzggK4SD5NrDa4KIFfsyE7VmQLj1o3EYtL5hY7SrKNt/KeUCNDwT2g9CxYIqzn1LW+lTOYwshxB8kCArhBLlW+7J2p/PsLWi2Z8NVCYUub27oNZTEWMhJcc4DaP0hoBcEDwS/28CWK5d+hRCqkkvDQjiB/o9Lx7X1cLcXDPCHE3+EwsRsuCKh0CVlWvMxmVo6NgjqwiCwDwQPAlM8WHPA63r4U2f9XyGEuE6CoBBOdr0NTR09hHvBA/6QboFd2fa1jo/k2scYCvUdt/jSwNwW5eKyih3IUAcC/7+9u42J6srjOP6dJxQEGRR1ERXROBXQ0lChtatteRB1LUm1tgNNM7EqoXbQRhNL7Rsr2bRN06ZNaqtNm7RWXyBCbWpCWiHQUpoYwWgRlOxmrcWZWhbIKkMBh5l798UFdMoMPuxW6sz/k5DJnHvPvefMC/LLOfecuw6m2bQNn1Xv9S1f7oE3fwghQodMDQsxTrwquFXtNXcX3Nozha3XoEtS4bhZGQlrDafRtaTdXkV9pDbVG70aYtaAaYY88yeEuCdIEBTiT+La0HOF/Yo2UnhmAP7h1sKiuDti9fD36QPoGicx5tumdWEQuRSiV0JMHky0gNIPhkhZ7SuEuKfI1LAQfxLDU8hhBvhrBCwJB5MOHINwegB+csPPgzAgwfAP06WAqgyiC18I/eduOGKAiFSIztE2eZ6UBsoAGCKub/KsDxuXNgshxP9CgqAQf0J6HYQPvSRhbhjMMmkjg2E6bfXxT25tE+uf3doilMHxbW5QcSkQbf6bNsoXtQwmZ0P4Qm2Fry4M9EMLPORZPyFEEJCpYSHuUW5FW2Ri0ml7F/7LDf8cCoe/eMac2BQ3MOthjkkL3AvCINEERvrRKW6Z6hVCBD0JgkIEkWuKtkbBqIMOjzZy+IsHOj3Q6YUuT2iOHuqBKQaYboRpBviLERLCIN6ojb56VJig094rLUQg58+fp6amhh9++AGHw8GVK1eIiYkhPT2dTZs2kZKSMt5NFOK2SRAUIsgNqlrQAW1qeWDo7Scdg+D0wL+HQmKnB/ru4f8GYTot5E0bCnszTRBnhKkGmKTXfgMv2vMww/s8CnE7nnnmGX788UdSUlJITU0lIiKCtrY2GhoaMBqNvPvuu+Tm5o53M4W4LRIEhQhhw1vYgDbFrAD/8UK3R9v0uscLvSr0KfDb0F+fAr8Nlf2RC1dMOpikgwi9FuQi9Ne/R+oh2qB9TjVoo31hOt++GGV0T/yfHTx4kEcffZSEhASf8q+++oqdO3diNpv5/vvvCQuThUPi3iFBUAgxJu/QiKKCNu2sQ5tqNei0T7eqBcJ+BfpVuKP/KDqYOBTyJuq0UAej76tDC3gS8oQ/DoeD7Oxs1q5dS2FhIe+88w5NTU243W6SkpKw2+0sW7YMgLKyMnbv3s3WrVspLi4eda3Ozk4ef/xx5s2bx7Fjx25675UrV3Lx4kUqKytZtGjRSHlLSwtffvklJ0+e5Ndff6W/v5+4uDiysrLYsmUL0dHRPtf54osv2LVrF2+88QZTpkxh//79tLW1YTKZWLp0KTt27GDu3Lk+dV555RWOHj1KTU0NNTU1HD58GKfTSUxMDKtWrWLbtm1ERkbewS8qQoFMkAghxmTQaVvbhA+NyoXrte9GnfZ83UQ9mA0QZ9LenjJ/wh38hUG8CWIM2vUNOv/3naiXEChuzuFwkJ+fz9WrV7FaraxatYrW1lYKCwupqqoCIC8vj8jISCoqKvB6R+/iXllZicfjwWq13tI9jUajz+ew8vJyqqqqSExMZN26dRQUFDBt2jQ+/fRTCgoK6O3t9Xu948ePY7fbmTFjBjabjQceeIBvvvkGq9XKhQsX/NZ5/fXX+fDDD8nIyMBmsxETE8OBAwew2Wxcu3btlvohQpAqhBBCBIFLly6pFotFtVgs6ptvvulzrLm5WU1OTlaXLFmiulwuVVVVdc+eParFYlFra2t9zlUURc3KylJTU1PVnp6em9739OnTqsViUZcvX656PB6fYw6HY1SZqqpqeXm5arFY1I8++sinvLKycqQPv2/XZ599plosFtVms/mUl5SUqBaLRc3IyFAdDsdIudfrVYuLi1WLxaLu3bv3pv0QoUlGBIUQQgSVqKgo7Ha7T9nixYvJy8ujp6eH6upqAAoKCgA4fPiwz7kNDQ04HA5Wr15NVFTUmPe6cuUKJSUlAOzatQuDwXe7ofj4+FFlAOvXrycyMpKGhga/13344YfJzMz0KXvuueeYM2cOJ06cwOl0jqpjs9mIj48f+a7X63n55ZfR6/VUVlaO2Q8RuiQICiGECCrJycl+n4nLyMgA4Nw57a0xCxYsID09nfr6ei5fvjxyXnl5OXA9KAbS19fHiy++yMWLF9m8eTOrV68edc7g4CCHDh2ioKCAjIwMkpKSuO+++1i4cCG9vb10dHT4vXZ6evqoMoPBwIMPPghoW9kE6t+NZs+eTVxcHE6nk56enjH7I0KTvFlECCFEUImNjR2z/Mbn8p599lkaGxs5cuQI27Zto7Ozk9raWpKSkrj//vsD3qOvr4+ioiJOnTrF888/z86dO/2et337dqqrq5k9ezbZ2dnExsaOrCo+cOAAg4P+d/a8WR9cLteoY1OnTg1Yx+l04nK5mDx5csA+idAkQVAIIURQ6erqGrP8xtHCFStWEBsbS0VFBXa7/ZYWifT29lJUVERTUxObN28OGALPnj1LdXU1jzzyCB9//LHPQhJFUfjkk0/uuA/+pqy7u7uZN2/ebdURQqaGhRBCBJVz5875XY178uRJQJs6HmYymVi/fj0dHR3U1dVx5MgRIiIiyMvL83ttl8vFpk2baGpq4oUXXggYAgHa29sByMrKGrWauLm5mYGBgYB1GxsbR5V5vV5OnToFQFJSUsD+3ejSpUtcvnyZ+Ph4GQ0UfkkQFEIIEVRcLhcffPCBT9nZs2c5duwYUVFRrFixwueY1WrFYDBQWlqKw+EY2Vrm965evcqGDRs4c+YMW7duZfv27WO2Y3jhxu8DWnd3N6WlpWPWPXHiBHV1dT5lhw4dor29nYceeshnUciwzz//3GcRiaIovPXWWyiKwrp168a8nwhdMjUshBAiqKSnp1NRUUFzczNpaWl0dnZSVVWFoiiUlpaOCnkzZ87kscceo7a2FiDgtHBxcTEtLS3MmTMHVVV5//33R52Tk5MzMlq3ePFi0tLSOH78OPn5+aSlpdHd3U19fT2JiYlMnz49YB8yMzMpLi4mJyeHhIQEzp8/T319PWazmd27d/utk5aWxpNPPjmy2rmhoYG2tjZSUlIoLCy8pd9OhB4JgkIIIYLKrFmz2LNnD2+//TZlZWW43W6Sk5Ox2+0sX77cb52nnnqK2tpaFi1aREpKit9zhkfb2tvb2bt3r99z4uPjR4KgwWBg3759vPfee9TX13Pw4EFmzJjB008/zZYtW1izZk3APuTm5mK1Wtm/fz/fffcdRqOR3NxcduzYQWJiot86r776KtXV1ZSXl+N0OjGbzdhsNl566SUmTJgQ8F4itEkQFEIIEXTmz5/Pvn37bvn84e1Y8vPzA54zPGJ4O8xmM6+99todXS8zM3PUXoJj0el0bNy4kY0bN95OE0WIk2cEhRBChLTe3l7Kysowm8088cQT490cIe4qGREUQggRkr799ltaW1upq6ujq6uLkpISwsPDx7tZQtxVEgSFEEKEpK+//pqjR48SGxtLUVERGzZsGO8mCXHX6VRVVce7EUIIIYQQ4u6TZwSFEEIIIUKUBEEhhBBCiBAlQVAIIYQQIkRJEBRCCCGECFESBIUQQgghQpQEQSGEEEKIEPVfKcphyMpKvKsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pie = m_pieplot(\n",
    "    apa_df\n",
    "    .groupby('arch_pkg_freezer')\n",
    "    .count()\n",
    "    .sort_values('arch_pkg_freezer', ascending=False))\n",
    "plt.ylabel(\"\")\n",
    "#plt.title(\"Freezer Technology Breakdown\", weight='bold', pad = 40, size=20)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Freezer Technology')"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "freezerpkg_df = apa_df.dropna(subset=['arch_pkg_freezer'])\n",
    "freezerpkg_df = freezerpkg_df.dropna(subset=['vcs_first_commit'])\n",
    "\n",
    "fig = plt.figure(figsize = (13, 8))\n",
    "sns.set(font_scale = 1.5)\n",
    "sns.set_style(\"white\")\n",
    "ax = m_swarmplot(x=\"vcs_first_commit\", y=\"arch_pkg_freezer\", data=freezerpkg_df)\n",
    "\n",
    "plt.xlabel(\"Start Date\")\n",
    "plt.ylabel(\"Freezer Technology\")\n",
    "#plt.title(\"Start Date / Freezer Technology\", weight='bold')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pie = m_pieplot(\n",
    "    apa_df\n",
    "    .groupby('arch_type')\n",
    "    .count()\n",
    "    .sort_values('arch_type', ascending=False))\n",
    "\n",
    "#plt.title(\"Desktop vs Server Breakdown\", weight='bold', pad=40, size=20)\n",
    "plt.ylabel(\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Arch Type')"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0kAAAHyCAYAAAA+64XfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3Rc1bWHv5lR77Kqe++NbmogmACBhA4JNfReAkloyQt5LySEUBLA1NB7SYCAQze9hOqCLVtusmXZVu9lJE15f+wZNCNNuedKsi2zv7W8bM+cc8+ZuXfuPfvsvX/b4ff7/SiKoiiKoiiKoigAOLf3BBRFURRFURRFUXYk1EhSFEVRFEVRFEUJQY0kRVEURVEURVGUENRIUhRFURRFURRFCSFhe09AiY3b7Wb58uUUFBTgcrm293QURVEURVEUZcjh9Xqpqalh1qxZpKSkxG2vRtIOzvLlyzn11FO39zQURVEURVEUZcjz1FNPsccee8Rtp0bSDk5BQQEgJ7S4uHg7z0ZRFEVRFEVRhh6VlZWceuqp362t46FG0g5OMMSuuLiYUaNGbefZKIqiKIqiKMrQxWr6igo3KIqiKIqiKIqihKBGkqIoiqIoiqIoSghqJCmKoiiKoiiKooSgRpKiKIqiKIqiKEoIaiQpiqIoiqIoiqKEoEaSoiiKoiiKoihKCGokKYqiKIqiKIqihKBGkqIoiqIoiqIoSghqJCmKoiiKoiiKooSgRpKiKIqiKIqiKEoIaiQpiqIoiqIoiqKEoEaSoiiKoiiKoihKCAnbewKKoiiKslPg90LDQqh9FDo3gsMJKVOg4DzI/uH2np2iKIpigBpJiqIoitJfmt6F9WdBV3n4621fQ90zkDoDJj0DaXO2z/wURVEUIzTcTlEURVH6Q+ObUHp4XwMplI4SKDkA2pZsu3kpiqIotlEjSVEURVHs4mmENSeCvzt+W28zrDlWwvIURVGUHRo1khRFURTFLjWPgK/FevvODdDw6qBNR1EURRkY1EhSFEVRFLtU32+jz30DPw9FURRlQFHhBkVRFEWxg68b3KXm/dqXD/xclNh010HNwyKi0V0FziRI2wUKL4TsQ8Hh2N4zVBRlB0ONJEVRFEWxhcdeNyv5S8rAsfU22PQ78LvDX+/cAA0vQ+pMmPISpEzeLtNTFGXHRMPtFEVRFMUOzlRw5Zj3Sxo+8HNRIrP5j1D+674GUigdK2DF/uBet+3mpSjKDo8aSYqiKIpil/xTbfQ5feDnofSl9Quo+L21tp5qWHfG4M5HUZQhhRpJiqIoimKXwovN2jtToeCswZmLEk7VArP2rZ9C2+LBmYuiKEMONZIURVEUxS6udEjfw3r70bdAwrDBm48ieJqg7gXzftUPDPxcFEUZkqhwg6IoiqLYofl9WH0MeJssNHbAmFuh+JLBnpUC0LUxdh5SNOyoFSqKslOiRpKiKIqimNK2FEp/Cr7W+G2daTD535BzyODPSxH8Xpv9fAM7D0VRhiwabqcoiqIoplRcb81AAvC1Q8NLgzsfJZykUdha4iSNHvCpKIoyNFEjSVEURVFMcJdB4xtmfWqfAK9Fo0rpP4kFkHOEeb/+iGq0L4eq+2Hr36HmceiutX8sRVG2OxpupyiKoigm1P8TMAzL8rVA42uQd9KgTEmJQNEl0LjQevuUaZB9sPk4Da/C1r9Cy8fhrzuS5XyP+C2kTjU/rqIo2xX1JCmKoiiKCZ4ae/26bfZT7JFzOORbrH3kSIEJD5mPsfkmWH1UXwMJwN8pHsQVe0PLJ+bHVhRlu6JGkqIoiqKY4EzZtv0U+0x4CArOid3GlQNTX4PMfc2OXfOE5KbFw9soIh/uMrPjK4qyXdFwO0VRFGXw6NoM1fdD84ciYODKgdyjZIc/IWt7z84e6Xva65dhs59inZZPoepeaPsCfG7JTRp2Ekx7B+qehrpn5ToECa8rugjyfwEJ2Wbj+P2w+Q/W23sboPLvMO4Os3EURdluqJGkKIqiDDw+N5RdBHVPgt8T/l7z27DpOhhxLYz87faZX3/IORKSxkotHqtk7AdpcwZvTt93ujbDmhOh9bNer5dD29cSTjfyd7BHK3ibwZncP89e0xvQud6sT+1jMPomcKXZH3co0vQe1D4CnRsAB6RMgoJzIXOf7T0zRYmJGkmKoijKwOLrhNIjoPm9GG1aoeJ30F099HbXHU4ovgLKr7LeZ7hB250NvwfqX4Lqe6H1czGgE/Jh2AlQdDGkzezf8bsqoWT/wCI82hzccr15m2HMzf0bD0SEwxRvk+Qu5Rza//GHAq1fwfpfQEdJ+OstH0LNw5C2G0x8AtJmbJ/5KUocNCdJURRFGVgqfh/bQAql6k6o++fgzmcwKP4l5J1mre2I62DYcYM7nx2VjlWwdBqsPUmuCV874ANPNVTfA9/OgvXn9vU2mlB2QWwDKZStf4Wmd+yPFcTbZLNfc//HHgq0fAorD+prIIXS/g2U7Aft326zaSmKCWokKYqiKAOHtx2qHzDrUzXEPEkADgdMfAxG/h5cUfJZEgph7F0w+s/bdm47Cu71UHIgdK6L3a7mIVh3huT5mNK5wUzmG6Bqgfk4vXFm2OvnstlvKOFth9XHgK/NQttGWH10/4xkRRkkNNxOURRFGTjqn5OFjwktH0P7iv6HXW0rfG5oegu6qyB5Akx7E9qXQdMiCSN0ZUPOT2DY8eBM2t6z3X6UXSAeIyvUPQO5x5jXkap+EOOaVQ0LoWsLJI0w6xdK9iESPmiCMx0yvgd5OHVPmcnkd5ZBwyvfX2+rssOiRpKiKIoycLQvs99vRzeSumtg6y2ST+GpC38vY18ovhLyTtg+c9vR6FgNzYvM+lTdbW4kdaw0aw+AF9xr+2ck5R4NiSOhe7P1PnmnmKvoDUWq7rPR5141kpQdDg23UxRFUQYOf7fNfl0DO4+Bxr0eVswTI6m3gQTQ+imsPRE2/mrbz21HpOZhwDB8ruVDcK8xHMhr2D5Af8O7HC7JNbOKMw2GX9m/MYcCfj+0LzXvZ6ePogwyaiQpiqIoA0disc1+wwd2HgOJtwVKD5ewoHhU3g5b/jr4c9rRsfJdRey3wax90mh74yTb7BdK8SUi4BEPZypMfgFSp/d/zB0eL7YMV3/ngM9EUfqLGkmKoijKwJF3CuAw65M4HLIPHpTpDAg1j5h5OLb8WZLXlcGn4EzzPhn7QMrkgRl/7N9gwsOQEskAckD2j2H6B5BzxMCMt6PjSBB5d1Psbq4oyiCiOUmKoijKwJEyAbIPk2KbVik8TxZXOypVhgn63iaoexoKzx2c+QwFUiba65c8wax9+u6Qvhe0fWG9T9ElZmPEo+As+dP0noRd+tohYRjkHiu/h+8beSdD1V2GfU4ZnLkoSj9QT5KiKIoysIy5Nbosdm9SpovgwY6Kew24V5n3a3hl4OcylCg4G2OPYuZB9oyr8fdZl+TOORLyfm4+RiT8PjnPq46Ab0bB2p9D/QvgyoH8M7+fBhJIgWATHAlQeP7gzEVR+oEaSYqiKMrAkjZTZLETCmK3S50N096ChJxtMy87eAzlzIOYyqDvbKRMguxDzfrY9fCk7xq43uKEeeUeI7lBDpe9cUJpXw5Lp0iNn6bXReXOUy0CBJuuhsWjoHIHrf/l64Dqh2D53vDVMPgqB76dC1v/Zv96DyV1mrVcrSAjb4CkHTgnUfneokaSoiiKMnD43OBeJ7vpMz+F0TdB8rjwNum7w/iHYNbnkDxqu0zTMs50m/2GYNFQbxvUPSuL5coF0Pxh/443/n7ruSb5Z/RPPj1zX5i7FsbeASnTel53JMKwE2H6ezDlJRFR6C/tJVByQOwiuX43bPwlbLm5/+MNJE1viwFXdi60fQ7eBgkPbV8G5VfB4pFQ81j/xxlzGxRa8CiNuB5G/q7/4ynKILADB4EriqIoQ4aOUqi6B2ofk0UXAC4Jbxp7D6RODeRq5ELSyO06VSNSp0DiCOjeYtYv66BBmc6g0F0Fm/8ItU+Atzn8vZTpUHwZFF4IDsPwueSxMOMjKP0JuEujNHLIsccZ5rD0xl0meXC+Dii6VMQZksdI2KczsX/H7s26U6x7CjddB9mHQ/rcgZ2DHZrehtIjY8v0+9ph/Zng90Lh2fbHcjhh/N0w7ASovgcaXu6RXXcki+FadDFkfg+K6ypDFjWSFEVRlP5R/SBsuChC7RkvNL4if/JOhgmPgjNpe8zQPsF8ic1/MOiTAgXnDNqUBhT3Olh1SHTpbfdK2HAxtHwME5+Qxa8VPM3QsVw8ixOfhq5yqL4PWj+X1xLyIO9EKLxIDFG7tHwGW26ExjcAX/h7WQeLpyJ7vv3j9xnvY8OaPn4xEsbfP3BzsIOvE9aear2O2YYLIedwewV3u+ug9nHoWCH3hJQpMP1jcKUBDpFt/z4U1VWGPGokKYqiKPapfQrKzovfru4Z+XvS04M7n8Gg8AJR64pURDZi+3MhMW9w5zQQeNug9MfWahPVPS0ewDFxakC1r4CqO+W68LX1vJ4yVTxGk18AV2a/pt0zpxdg3WnRCxE3vwvN74uwQ6GFa9QK1f8w71P7FIz5W8BI2E7UPQ+eGuvt/d3yWUfdYL2PpxnKr4TapyXcMJQtfxajdewd28ZA6gwY5bVPQNdWyUNLnSG/5fzTwDUEw2GVbY7mJCmKoij28Llh4xXW29c9IzLJQ42kYpjyCriy4rfNORLG3D74cxoIap80q/9UeZd4CaIe7xlYvhtUPxBuIIGE25VfCSv2gc4Ke/MNpeW/sQ2k7/BB2YXQ+Gb/xwRwrzbv42szD9ccaGpsGHcmBqGnAVYeADUP9zWQgjS/CyX7Q6uBXLsdNv8JlkyALTdBVwXgleukfYl4vBePgaZ3B3cOyk6BGkmKoiiKPeqes+5dCVJ9z+DMZbDJ3BdmfCJGUKRHZ0IhjPwDTHl54HNgBgvTc+F3Q81Dkd9rfB3WnR7faOlYAaWHidehP2z5swUDKYgPNv9f/8YL4vfFbzOQ/QYK91rzPt2bJUzPCutOE/GHeHiboPSn4GmK39YOFf8LFb8DvDHm0AClR/RfmETZ6VEjSVEURbFH7VPmfRpeBm/rwM9lW5A2C6YuFBW10TeJzPHwa2DSM7DrJglN2pGL4obStdnaorY3ja9Hfn3jr4i5MA2lowRqHjAfO0hnOTT+x6xP66f2Pm9vksea93EkWVf5GzT8g9evfQU0vmb9kJ5qqH3U5nxizeNb67mD/s6AUW/xmlW+l6iRpCiKotije6t5H78HPLUDP5fBxNctOR0r58PX+VJTpuYRkTkvvkKKkw41QYreKnb96df0ngg8mFB1H/htLtyb3qKPSIMVohl4JhScad5n2HGQYCFUczBJHm/eJ7EInCnx21Xfa37sKht94h7T0DPaVQ4NCwd+HspOgxpJiqIoij0cNsPKHEPIoGhbDEsnwdqfSU6Fpw58LZKbsvkPsGSM5EAMNZw2xRMiJbzXP29+nM510Pa1vTkMpIFnSvbhkDzBrI+VekGDTYENOW+rfVo+MT+2uzR2fpspvi7JsTMlWviooqBGkqIoimKXtDnmfRIKIbFw4OcyGLR/CysPkh3naPg9kgNR8fttNq0BIXlUeNFVq2T/qO9r3QaqaaGYqK2FYkVAI2K/AVDVczhhwsPWDf2iSyDrgP6P21/yThHPp2VcogRnBV+HrSnha7fXLxKeGvDZCOPtLBu4OSg7HWokKYqiKPawuogK63Pu0MnbWXeade/D5j9C65eDO5+Bpugis/aOxMhS2lZCsiIez2a/rPnYWr5kH9bzb/daaHgV6l8292hlHQhT/yOFamNRfAWMvdN8noOBKw0mPILl723MrdbzrxKG2ZiQQwpLK8oOjBpJiqIoij0y94H0vay3dyTbM6y2B80fmSf6V909OHMZLPLPlMKeVik4T/JUepOxp/nYjmRIm23eDyBlvBQ6NSF9HqTvKkbRyvmwdDKsPgrWHAvL94Bls6DybgnbskL2IbDLRhj793CPnCtLwutmL5f3rBbf3RYMOwYmPw/OGPWaHAky7+G/tH7c3GPN55L9o4GtVZRQYM/DmDJx4Oag7HTsQL9eRVEUZcgx+TlIHG6hoQsmPg7JYwZ9SgNCzYPmfeqeA2/LwM8lFF+X1CMqPRpW7AslB4mynEm9oyAJWTD19ciGT29yfiqL50jk/yL2wjsSw06ExHyzPqGMuN7AI+mAEb+FDZeKUdQcoUZOxwrYeCmsOtS6PHlCtniLpr8HMz6FGR/D3PUw/m5Im2n5oww6rZ/Dlr9CxQ2iDDj9A/EUpUxFloEOMZZH/h522SCfyYSCs829gkWXmLWPhzMJ8k8371dw7sDOQ9mpGCIxD4qiKMoOSfI4mPkprD1VZJYjkTgSxt8DuUdt06n1Czt1ZfxukdZOtZHrY4Xap6H8KuiuCn+95QOo/JvUcJrwKCTmxZmnHzqWiwiFMxWmvQdbbxIFP3+vujhJo2RBO/w34HBFPl5CjiyUqxZY/CAu84V4bzL3k/Cx9WdJXlhUHBLy1vaFNU9fywew5niY9hY4HLHbNiwURbWmN/lObc+RCLnHQfGlkLm/1U8zONT9Uwqqtn/T6w2HeHImPAIZewP+/nm8EvNgxLXW5bczDwzUGxtgCi8OKNxZVE1MHg85Rwz8PJSdBjWSFEVRlP6RPA5mfiK5HVX3ywLc3w1JI2V3N/fooZOH9B2DVFfGvV4kkxteAU8juNJl0Vh0CWTsEb1f1X2wIVYOkR8aF0LJATDz48h5Ip5mUfOqvk/U+YK4siD/DJj+PrQvEWl3R5KEw+UcGd04CmXMrdC+HFrej9PQIQZzrM9qlfzTxAOy+f8ie4cy9oWRv4X0PWCxQVhh8zvQ9Abk/Djy+34PrDsL6iKoqfm7of45+TPiehi9nZQPN98IFf8T5U2/yKg3vy81voYd1//xRt0AnnqoipODlbEPTHnJ2jUVj+aPoH2pFBVOLJZNmNE3waZr4/d1psLEp3ascEhlh2OoPbUURVGUHRFPoxhJiUWQNEK8KbnHgjN58MZs/UoMjrbFPQulvFMg/2RZBPWH5PHQ+plZH0cSJI6I/J6vW8K5qh8krMaPB1HYqn1UBAkmP9/XwGlbKqFiVnCvhPXnwpQXw1/v3AirDgf3qr59vM3iBap+ECY9DUUXWhsrFGcyTHsDNl4FNQ+LV603yeNhzC0w7Hjz40cj60DIWgQdq6QOkrdZcl2yDoH0udJm801yfZhQdU90I6nsgsgGUm+2/Bmc6TDyerOx+0vtUzEMpBD8XbD2FJj5meRr9Zdxd0DWwWIo9TZaU6aKUEjhBfaFPoJU/wMq75AQyVCcmbIpM/IG+e793ZH7JxTClH9JTqWixMDh99ut5qZsCyoqKpg/fz6LFi1i1KhR23s6iqIo4XRVQsVvoe6ZvlLACQWihjby9wNrLHVWSN2iaOF9rlwYe7u9wp9Bmt6BVRHkrmOR93PZme+N3wdrToKGf8U/RtocmP5RePHR9eca1nNxwi7re9TJPI2wYl649ygajkSY+iZk/9BgvF546qXYbuvnck0k5EHeSVJjaKB37pveg5oHoKNEPDxJo8QrNuyEnmtu+Z7Q9pXhgZ2wZ1vfBX3b1yL0YBVHEuy6advK3i+dHtkYjka067Y/uNdAx8rAORkJGfP6f0y/D9afDbWPxW6XNBomPQfNi6D2cQmBdSRC6kwx0vJO6r+hpgxJTNfU6klSFEVR7NG5AVb+UP6OhKdGdnRbPhKBAFf6AIxZASX7Qtem6G28DZKr4m2V3BA7ZM2X3W93qfU+0ZLRax6yZiCBKOptugbG3yv/9zSLAWqED6of6An1qlpgzUAC2X0v/zXMtlno1e+VMKiuLWIcuXIk3DJzb3vHi0Z7iRjKHcvDX+8okVCyjVfC+PsklMxjp2ipT4zLpOLwl6vuNTuMvwuqH4KR19mYgw2a3jUzkADqX5Q8NysCHrHwdUPDixIa2h7q3T1ZPKzJBiGPkaj4n/gGEsi9Yd1pMHsJjPxd/8ZUvtdoMKaiKIpijq8LVv04uoEUSstHsP7MgRl3/RmxDaRQNl5hLuMdxOEQNT6rqm3FV0RP1DeVBq99okdhrXONvaKb7Uvlb79XDCajvt+IF8iUyrtgyQRYcwxU3i65T1v/AiX7wLe7SzjcQNBeAiX79zWQQvHUwJoToe5Z+6GXkc593bPmxzE2cvtB09vmffxd0PxB/8ZtWwJLJ8Han0temrdJvIidZbJRsmQ8bLIQAhgNTyNURlFXjETneqixYFApSgzUSFIURVHMqX/BbMe6/p+SN9If2pdD83sGHXwBtSubZOwF096EhFhS1Q5Rfhvzt8hvt37RY7BYxdcGdU8F/m2YS/PdMQIqdS2fWjcqQ6l7zqx92SWw8XLoKo/8fvs3UPoTCcPrD34/rD1RvIVx8cG6MyFtF/NxUmeGhzwCeNvk3JjSW41wMPHZlKDvj3R9+3JYeVD0cy8DwJYbofw39saoecR8s6A/v31FQY0kRVEUxQ52FiCmoUq9qb7fvE/tUxJ2Z5fM/aVo6PgHIG23gEqfQ5K/i6+EuaUw5q/R5aI7DML1QgmGxyUWx24XjaRA7SpPjb3+3Qb9KhdAtZXrwQdl50PLf+3NCSTPpKPEent/p3kNJ4DCCEqCdvPqtmX+i52CqgCubPtjrvuFeI6ssPVWCcc0xY4X0r3SmqdbUaKgRpKiKIpihq8jumhCLOyEAoXSW83KCr5WUXazg6cBKu+E8l9B65eSWzNnNezVDbtXiThEyuR4E7A3tj/QL2V8oJaNIXmnyN92F+hW+/l9sPUW68f1e2ShbBc7hnLjQskxs0piMRSc0fd1RwKkzjYffyCU46ySHUWRLxaOFMiyKdTR8lmEOkxxMA0/BVEttIPdfoqCGkmKoiiKKXY9M75+eHQgTtHQWP2iSAFHw9MM68+HxSMlr6n6Pqj5B2y+QfIuSn8q6l1WCCrMmZI8puffhRcb9p0I2YfJv9N2sVejKt2iglvjwjhhVpH6/FsUx+zQbsNQ7q6EcXdD6oz4bV05MHUhuDIjv29HHj2SV2qwyDrA3JDLOzF+AeJoGKkuBmh4UTYgTIh2PuLhzLDXT1FQI0lRFEUxxe6CpT8hPRC9BlFMHD2hZ1bwNMDKH4hR1FvSHAAfNL0OK/axJgqR+QNInmB9fBC54vzTev6f93ODnX4XjLurJ/wvaQTkHGU2visL8k+11rb5Q7Njgxi7LTY8kQB47XVzZcGMT6SOjiMpcpus+dImfffox8k/XVT7rJI6A7IPNZurVbztIk6w6Xoov1ZCYD31UtiVKOGfvXGmwfCr7c/Bvc68j7/bPE8u+xDzcZInSW0uRbGJGkmKoiiKGc4UKRppSs4R/Rs31HCwSvahZtLGa0+xJrTgqYNVR8T3qjmcUGjofcg9LnzOzkSY/HL8kDFHCkx6tm8R1OFXYnnRDFBwnhRktYId5T2wJ4AA9gxlR4oYNgk5oli4awWMvhkKzhKjZ8R1MGcVTH8H0uJ4m1yZMOXfUiQ27lyLYMrL0fPV7OJth42/Ek/n+jNhy02w9WbYcAl8MxIaFsLIPxD3nDvTYPI/IW3WwM7PCqYlOgvOAYdhTljRhQP/3SvfK9RIUhRFUcyJVhMoKjaMhd7kHAHJ48z6FBmEqrUvg6Y3rLfv3izCEPEovgwy9rV2zMSRMOJ3sPV2WDYHvsqBr4ZB6WEw7Gcw8UnIPCi8T0IeDP81zFkBeSf0PWbm/jA2ivpeb7J+BKNvstYWxPCwgyvXXr/808375P0MnCHeo8QCGHE1THhYjKbRf4bUqdaPl7kfTH9fCv9GbfMDmPGZhZw1QzxNoiRXeTt4G/u+73dD7aNQ87B8vswf9G3jSIDc42HGx30NalNSbHhqHAnmNZMS881CHRNHQMHZZmMoSi+0mKyiKIpiTu7REpbUZrHoaMEv7C2oQnE4Ydz9sPpIa/lJucdBzk/A54a656HtC/l3Qj7knQTpu4W3t6O+V30PFF3Q8//uGqh+EBpfkdouzjTI+oGEwJVfLeps0UiZLDvmJfP6emha/yt/EvJg0nOQ+gx4qsVLkjw2vvJa8RXSd9N10FXR931nqow95jbxXFkl92jxZJjgzIRsAyGFUPJPhk2/kbAyqxgb9FFoWypS9p5a+b5G/FZUDuuegM5yuT5TpkDhebENqP6w7hRo+zJ+u66NsOVmmL1MlBJbPhSvZ0KubDYk2QldjUDB2eay7rnHQMIw87HG3Crfc8NLsdslFMLU1+SzKko/UCNJURRFMcfhgikLYdWPYhf1BDFUxt03MOPmHAqTXpDFYsScoQDDToAJj8LmPwRyNerC3996M6TvBWNuESMGpOitKe3LROjBlSm5IZV/E9npsDbfQOUdkHMsTP431D4iggdBQy9zfxFn8DbDhji75Z46KD0Cpr4O2YYhj/mnQd7J0PAq1P9LjuVMg8x9JfTMzqIyY56ZsQziDbIaztcbZyqMXQDrTgUshGwVXgQZe9obK0jzR7DpGmj9rO97icVQdDmMf3DwQ7valkDja9bbu1eJSELezyBt5sDMobtWZOUdKeINytxfDEKTos2mQiRBHAkSHrj1Nqi6q29ekyNJfvejbuz/hkwkPM1S6LntK/HYJRTKd5tp0UscpGsLtHwsIaeuHAldTrCQr9m5STZZvC2SY5d9CCSNtPdZFEuokaQoiqLYI6lYQna2/EVUrnrX5EmZLAui4svEqLJD0DPT8LJ4D1xpkLG/GGgtH0D1P6B7a6CxC3J/Kp6DzANhzQni0YlG2xdi5E16DoYd04/8mnaRCa95MEYjPzS+CJ4tMG2RLPZ9rWKkOFyi9rbE4sLO3wVrT4ZdN4WHkVnB4YLEQkiZCN4CWWxl7GtmIHVulLo4znRJjB91oxSKtSKqEAwN7A/5J8sitez82B7FwgvFg9cf6l+GtT+T7zwS3ZVQcT10LIOJT4k3abCotuHprLpXFvL9we+V31/VPdD8bs/ricVQcC6MulkK/FpRryy6FLJtyo2DfL8jfgPDrxKDsX2pCEEkFsGwEyWUcqDxdYoXuOahvrl0VXdC2lwYc3v8TYvWL0Quv+Hl8OvWmYgmAiwAACAASURBVC6S/SOuhpRJkfttuUk2N0J/Y44EyPmp5NT1dyNAiYjD7zfNnlO2JRUVFcyfP59FixYxatSo7T0dRVGUyPi6oPE/gd1dF6ROkx1Su7vrfj9U/E5q6kRboOYcARMel/f9nRJGF/RQlF9tvX6PMxVmLQ6INhjWfMEJEx6E9Qb5D8VXwNi/h79WcQNs/j+zoSc+BfmnWG9f/yJs/iO0L+n7XtquMPL3YixGwtsKtY/LojvUc5g8DgovkIVe+VWxjZaEYRIGlTIZuraKwZY0RgxfO7jLAvLsD0sIHEhy/7ATJRctcx97xw3SsRK+3U0MMiuMvAFG/aF/Y8ZiyWToXGveb69uezLwIN6TNceGG0e9cabDqD/K7+27DYveOGD4r2B0jMLLVvD7pLBszSMSUogjEKZ6bv+Mr2j4OqH0x9D8Xux2jkQRTRl2XOT3a5+Ue0SscgSuHJj6qnjngtQ9D+tOj34PBLnmJz0Fw46PPUfFeE2tRtIOjhpJypChu1p29RtelV1mV7rIFhdeBCmGEsjK0MHvkd32moehs0xeS5koi5bcn9r3IJVdJAvgeKTtAjM+DJcl97bANyPM6jIVXixS4RX/YzbP7B9L2FrbF9b7uLJg1y3yGwnyzUjo3mI2duZBMCPO4i3I1tvF2xUThxhvxZeHv+wug9LDJbclGolFMPovoqzW+O9eO+WZEmKXMU/CvxoW8t2OuDND5MaLLoE0G4Va3etlYe5zi8GVPEqM3oGg7AKofsB6e1cu7LbZ3vi+bsm1qX8xEAaZChn7QOE54vkD+Ga4eK5M2b3RWjhXnzl1warDoOX9+G0dSTDlVTkX1fdJaKC/S+aedwoUXRTZS2JC84ei5he8z/QmdSZMenpg88Gs3odAQhBnL4XUKeGvN70Dqw7HkqfVlQ2zvhTDr+UTWPlDa3XeHElyH8yYZ22u31PUSNrJUCNJ2eHx+2TXvuquKLtdTgn3GP+g/R1jZcek6T3Z5eyOUhg0aYwsWjL3Mztu3Quw9iTr7QvOgwkhi9mqe0QO2QRnJsxeDMummxWfHXMHlF9hNhbA+H9A4bnyb287fGVBUro3SaMk5C4eDa/C6qOxlMODA6b+p0f1rLsGVuwNnevjd00YBjM+FYO15VMJTUrIhYwD5DuqfSJGZyeMvV28bPHwuWVnvurecM+fK1cEQoou6f+C3NMMi0eYS5WPfwgKDVXVah6HTddG9sI4kiD/DAkb/HYXcJeaHRtnwJNkIwyw+mEoO8d6+9SZMCdOfqJdmhZB6ZF98/1648oS5cH0Xfs/ZnedyKzHGzOUostg3J3hr63YR0RXrFJwjninVx0GTW9Z75fzE/FEKVExXVOrBLiiKPbx+2HdL6DythjhAD6oe0Z2on0GD5udjbYlULkAttwiOTZdNnaEdySa3pFzGs1AAugqh5WHmBccrTLMI6l7UpTkgtgRYPC1yC598ZXW+2QeaF9Bq2NFyH9s7lVa3ePc8meDMfzhanVb/mLNQALJGdt0vSin5Z0gBkvuUVB+ZRwDCcAHG38Z33PTXQMlB0DZeX1DI70NUPl3WDZbPDLRaFoEa0+Dkh9AyYGw/lxo/Ty8Tfs39mo5tRhe61tvh/W/iB6m5u+SXLdVh0H2Yebzyfmx/Typ6nvM2nessFdcOB6eZskvtGKseJth9bHW1C/jUfOwmYEEEpLqDblu2habGUggz8vWr6HpbbN+ja9B5wazPkpM1EhSFMU+NY/IAtUKLR9J3sX3jfqXZSdx+a6w8TLYdLUs8JaMgTU/g/YV8Y+xo+FthTUnxY6TD+J3ywLHZzGvo73E3Mjxdcji5Lv59UOAYfRfZCc3Hhn7SKFQ2wZOiLfKlQ4JNhLOrdSMsrNIa/kI2pcHvtdHzfo2viIiFN8d61Oofcx6/42/jl6g19su+SFtX8U+ht8tYgu9F5kt/4Wl02HVIVD3lHzOlg8lIX/F3rB8T+hYFRjLZrFbE8Oq+SMotyhi0fIheBowKgoMZnXCQukoNVMsDFJr8XlgdMzHI9eEikbXRmiIIdhildZPzft4mySXLYidefjaoWoB5vcWn5n6oRIXNZIURbFP1Z3x24RS8w/ri+Wdgc03StJzpEWqvxvqnxcDqsliXsmOQu2TsmtvFU8N1D1rra17Zfw2kQhdmNj17rhyJal8woMw6RnIiBAmmDJZaglNXySFVO3Wm0nsJd1bcJb5MawUy4yXcB6137vQ+IZZPSKQHfy653r+X2XojfC1RPc61TxsfeHu98DGEK9g80ew6mCRxY5G21dQsp9sXPTnGrJK5d8xWgg3vCj5PVbJ2BeyD7fePpSoAgyD1C8WVnOCQqkagJIDsUoMWO1ncp8MxfR3912/Jnv9lIiokaQoij1aPxf5VRM89ZJv8n2g5jFrIgC+FlhzDLjXDPwcfN3Q8pmoQTV/GH2H3pTq+wevj99CcnPEfiHhNbnHmvdPGhteXDbv5zD9PZj5hdRlmvSsyJ3PKRX54WByftYPJTfICJeIFYRSeCFGj2RXrkhhx8NOyBiIJ8WOSAD09PN1SfFVU6J5I0wlsDtWQPMHAc/nsdYWvZ56WH0MpO0OicPNxgMprmuFri2x5ekj4WuD9D0k9yQeabvBlFck1M7XIZ6h9hWSZ2MFh0FB4bB+hpL08fD7oKPEvF/Ht/0fOyHPZr+QQrlOG7mGYL+OmN1+SkTUSFIUxR52w8Q6hmB4mSl+n5mcs7cZtv5t4MbvroKK38OSsVCyrxQfXXmgJCFvuBQ6YqiUWcHWosViH7vFEUMNldyfiGiECYUXyILS0ySFX5dOhy+TYMVesP4s8ay4MvvKFztc0teEnCMhudf8UsZLYVtLOGHio9ZU1Fw2VM1A1ND6u1D2NpjndIBcv71pX2bvuqt7RjxTvYsJx6JzLTS/1SOsYZXk8T2CF/FoX2Yvb6ZjmYR5jr0DUqb0fT9xhEiRz/hQPLgbLoNvimHZNPh2FnxTKDWtGl+LndOWMtWewWNHoTAWfg+2QlqthALHw46kdsq08MK9mT+wMbBT1CDtkDXfXj8lImokKYpiE5uJsQORULuj0/SG9WT3ILVPinR1f2n/Vmq7bP5j39AXbzNU3S35Uf2JXbfj7bF63jP2hWRTZTIH5J8W8l8XjP6T9e7J46HoAmh6F5aMEwGB0LAsX6sICnw7F8ou6fv5i38pUuRWSMiDsbdGfm/4VVKUkhiy6c40mPyCCCJYIedIjPNYcEoNqrS5hv0CBPvZ9SpEMs4iGU5W6K4SFTxTqu6VwqcmXsJRN1oXSbArYuNzy/VdfDnMWSXezvH3w7h7pMDyrhulVlPdU7BsluS2eJtDDyD1zEqPlLytaPNIzDc3EhwJUHheYJhOqHkCVuwPXw2DL7Ng6QzYfJOIb1jFmRTumbGKHS9gb3KPNvcS984Byz7U/H6WcyTkHC55jyZkHghpM8z6KDFRI0lRFHv0zqmwil1PwVCi8Q3zPr4WqYvRHzorRAUrXr0dXzusPl4S2e1g5xxa7eNwQNGFZsfOPlRqM4WSf5rkDsUzEJLHwbQ3xUtRekT8BPHqe2BDr4WQKwOmvQXpe8XumzgCpi2SvKZoDL8SdtkAI/8HkkYH5u+Unf0xt4nkd7SClZFImSjfjwk5R8j3krEnpO9u1jexGHIDBWldOeYePYhsnDmSzY8T7NdhQ5a6fYnU+Jn6hoV7nUOMW5PCvsHaR6aE9nM4IOsgKDxf6hDlHimGSu2TUuMpXl2e+hdg3RnRPUpFl2NkYOceK7/zlk9ks2H9GdD6iXgUfS2Sb1hxPSweBZUGCpZ5p8Vv0xu7nphQHC4RcrFK6sy+uYUOB4y42mBQFwwPiHmM+C3Wv38njLjOYBzFCmokKYpij+xDpYCkCY5EyfXY2QnbuTXp18+k261/tZ447XfLgsUO+WfY6PML622LLoaMva21TRgmBVAjMfwqmP4u5BxFn8ddYhGMuF5yjpInwbqzrIeGVT/QV2wjsQBmfiL5S5kHhb+XOhPGLoC5qyDdgncmeZSEzYz4LYy9Eya/DLO/lc9jZ1d95O+te3UcyWKgBSkyrAFVeBE4A54gh0MW8KZEMpJTZ9gzlNLmYC9cK3AtpM2EWV9A8VURRBmcsus/7R0xbk3ImGdNnbA3eXHy0Hxu8YRapf55aF4U+b3Mva2HgKbOEI9Wy2ew6kex89n8XbDxcth6m7Vjmyr0OZKtKVRaIf9UCW2Mt1xOnSEGdaScoMLz5PqJixPG3wtZgRC93CNh7N+Ibyg55D6RY0MiXomJGkmKotjDmQgFhjH7ucdA0gCEQezouDIHr180dUBvW7gMthWa3+uRPDah8AJihoT1xpFklt/hTIWpr8WP508shmlvQ+q0vu/5usWj17lBihlPfRMmvwQTn5Y+u5RLSF5igRRs7FxrfX4QuYaMv1vClIZfCZNfgdklsFuNFNgsviT++fX7ZId96TRYeRBsuFBk49ccJZLxm/7HXkhm5r5S1DeekeFIEYGKjBCPWMHpAVEJC+QcASN7Gd6F55klr6fNFe9IbxLzYdgJ1o8D8nkLz7eXl5VY3PPvpBEw9jbYtUJC2iY8BpOeg7lrYepCyD7Y/PgOp/XvNUj67mJcxaLuObP8K4itQDj8VzD+gdjGec6RMOMj+Z7XnWJdFa78N9buP6lTe7wrVhh9k1wvA0Xx5fL5hp3YNxQ0ebx4m2Z8KpsbvfH7pM7TmFvEiEyeEHmMtF1FaCMYrvjd2FdIDlr6HpH7pe8p/YoNi2fHw71O5PiXz5O6YyUHwNZb7avuDVEStvcEFEUZwgz/DTS8bE2MIaEQRt88+HPaEcj+UaDOhQHOtMiS034/NL0pC5mmN2UX1pEoYxRe3FMssulte56o+hfCPQdWSB4Fo2+ETRbDO0bfbO51TMgVL1DjfwKf/S2+8wikzhSPRcEZfQ0PT70U6Kx5sG8eS+YBkj+UfUj466a1gECue0+DzLNzo4g91DwaLvnrypawn+Jf9g0H7I2vG9aeCA3/jvx+dyVsuREaXxUjLzFOXaXmDwML5moxFtJ3F8Oz+l6Ze2iOmCNRQqVGXCMKf55maH5bFtvONCj+leR4bL1F8rN640iSDZO802DDJQFhEB8kj4X8s8TwWnNceG2oSCQWweR/RX+/+HIRYsAX+zhB8k+VxXLeKebKeHkB9cGureI5rH0UOsvlt5Y8WRaz2T8yO2ZvCi8SUQkr909HUiB8NA61T5nPo+EVMb6jGfGF50n4at2zUPe8CEI4UiBjD/kMqVMDx3nVsJipX3K/xt0Rv+nov8r1UxmrrQNG/cncqxdxaoGaQ3XPyn3EmSy/jeGfye/C75ZnWsZeffPQ/F75LqruCXjpfDK3rENg9C2ywdjykaguJuSIpzsziufc75Mw3sn/BHcZtH4UOFdZIu+eEcV4sou3FdafI8+F3h7Ylo9lo2bE1TDyD31FbHZCHH6/1ZLdyvagoqKC+fPns2jRIkaNMpWZVZRtQNdWyeVoXxK9TdJomPp6uOrPzozfB0smSFFDqxScCxP+Ef5adw2sPhpaP4veL31PmPqqLHTKbIQ2FV8RPVwtHptvjCNz7oAxfzXbBQ6lu1pqTPnaZVGWNkuED6LVsOksl1Afdxz1vuJfhYsnrNjPXuHI2Sskh2n1T2PvsLqyxIsVy+Ow/jwx7KyQPk9C+xwRvHlN70h9oEh5OM5UyD9TvAOtn/UstrLmQ1KxLHC3/EUW2mHGkEPCawsvgq5N0LgQPI0SWpR1sMigb/wltH0Reb4p08VrUvW36IvojL1h4lOQEmWnPUjlAvGuxSN9LzGyXelSGPdbA9U1R5LkftU9D+VXRhcdcabDxMfNcsR607UZVv04tmS1M1UMzaBYR9cWMZodieLJCA3xWjbHnvz13PWisBgNv082KjpWyPeRNFIiA0LHLj3aXNbclS3eVmdi/LYg4XxV98giPhgS6UwXg7jwYmvhrPFoeEWu586ySBMWQYvxD4gCZG+6KmH1T2LX80rbTTyQsaIquirFOK/5B3RV9Iydc6SEH2YfOvBGircdVs23Vny68CIYb1gDbQfAdE2tniRFUezjbQF8EsrUvEhCkFo+7nk/dbYkFOef/v2q3+BwSthRmUVpaGe65JuE4mmGVYeIVHAs2r6ElQcHkqztzDXFWjtPk4TzNbwqHitXuiyOp70PDS/IjngwF8uVAwW/kIVxpFC4eLR+BZW3Qf2L4VK+rlw5bvFVkDw6vI+3DUp/HN9AAjl2YmFIQrXNxUbnRgkviif24G0WY3fGx5EXce4yKZRqlbbPxcPWW+Gu7p+w7uToi3pfh3hU2pfB9LfDJcRbv5TNDk9thI4Bb2bTWyJQMC1EmKS9BFb+IHaIl3slVFwLU14T46v2MVn4ORJEMrnwAus74sWXyu57+dWR8+8cCTDs5zD+PrlGQYzrokute3dH/a8YSPGMMV8brDkRJr8IwyzUR/L75T5Z85CEM4GEX42+UURXqu8NN25duVBwJhRdIsZQ/YuiTtn8bk+boIFQdKnIb9uVbXdGyVnze6XobdXdfY0GZ6bc20fdIL8n05BVkHuJp06MdCtk7iN/uv8O7lI536kzBu75UvuUiFlE9VZ6JY/LXQrTPwg3lDyNYmTEk6pv/wZWzpeNjkgbPo2vwZqTItQ484oR2viKKO9NesZaGYD2FVD/nGw6OVNkY23YCeIdC6XiemsGEsi1mnUQ5J1krf0QRY0kRVHM8Hug/iV5aLZ80PN62i5iEE18FvDIw3sg48K3B36/7Nj62uVhZpI0X3i+LH63xlFHcqZKKEXq9PDXt/wpvoEUpKMk4G1yYJykHi/Hwe+Xmk9bb+n70G5+TxZlBWfBLltEwcrhEG+Pw+bjpfZJWH925NAsb4Ms2Gqfhmmvhxd/rX3CrI7Olj/J4tOVDqlTRIXLBGeqhGDFM5CC+Fph8w2SX9Cb6nuxHEIWpOqecCOpYzWsO92a1HrrJ1I/Z0LAc9W5SSShIxpIofjFs5I0XPK8/D4p0molB8bXAWuPF+W+XAvFUCPR9o0UXXYkwKTnxUiqfx66a+V8ZOwloWGRlBTH/l0M7uoHYo8x8vcSarckhlclDB+sPxOyN4MrLXqz1q/k/Lh75eC0fSkL2JQpMPEJ8ax46uTzpE6Tv73tYmQ3LowwfJt8puqHYNydYoS3f2Nx7gESiyKHw/q6Yc0J0b1DvhbZGGt6XVQbbQcmGfRr/Vyu/brnJeQNZO4F54qx3XvzxISOVVITzcpvsX0plJ0Hk5/veW3zH63fg9wrYfP/9vXiN78Pq4+NX+ep4d+w5mcw5aXIHmWQ76r8amj5sO97G6+U+9/I30l/byvUPGJt7kEq79zpjSQVblAUxTrdVbBiH1h7UriBBBJuV3YBlOwnRsVQNpA8DaK8tHQKLB4BSyfB13lQcqDkefji5FYEGXMTTHwyoLDVGyfk/EQSgnMOD3/L55bdZhMa/t1XVS0eSaPi19vZcDFs/kOEXc0A/m5ZpK09Qc55YpF9A6nxLVh3ZvzcFU+1hCh1lve8Zppz4m2WWjIABefFbhuJ3GMkt8eEhoVikPSm8T/m4ze9FX4dVi3oWTRaofYJ2VkGMTw9BrVrKn4vC+LG16x57oJ46mVcE/x+Wbx9uzss3x3W/hzWngwrD5DrMvMgkV+f9prUB4omNe9wSeL8tEWQe1z4NepIEcXGmZ+LF6n6fuLKZ4fibYS6p6O/3/JfEeLobSCF4l4NK38oBlLmvpC+qxhIfp985kgGUvgkJB8s0YbkesE5kX+zGy+zFj7XWSZe3OSx5mM7M2RTJR5+n9QoW7G3eLRDr/XuKtn0WDrJXk5WkKoF8e89odS/2HMP8nWYGxk1j4kBHErZhdYL4Ta+KnOI+N4bUHJQZAMJ5Pe++Q+w+jjZWKl7xlyVtfUTCWXdiVEjSVEUa3iaYdWh0PZV7HZdGyX8yyiBdwei9QtYOhXKf903fKTlQ1mwlBwQuyBid7WolJVfCx0rYfi1MO1dETAYeYNIyu6yXnKJItWhaXjVXKHK22iexFt8RfRdSJAFR/V91o7V9IbspPaHiuuxvDj1VPdICHdutO51CyUokpC5j3k9oJTJ1hcz3+GNbFjZkoz39/TztpsrG/q7oPpBWdyZCle4V0PzO9avjVBMCrv6umVDZv3Zkb0jHSWw8dJAfasIRry3XT7j8j3hywz4IlXy9tJ3gVnLYPYykVbfrRImPtaj6mcS+hgk2qaGr1O8bdE2GcLatosXIVQdrvF1WQxbpfpuyVmziiM5oFbZi67N8t1ZxV0KyXHESSKRf1r0UL9QNlwWWVEyFH+XhMrVxxD/iIa3zdyAx9vjmWz4d7hoi6XujdDwUs//mxbJ92hCJGVC93rxAFrZNGl8RZ5T7Tby2MCa6MgQRo0kRVGsUXmr9YVodyWUXzO48xkM2leIIRhvV73tc1h1uIQohNJZDmtPhcWjA3VAbpYdznWnSHV7b7PU5im+PPauq4ngQyiubBj1Z2tt804TAYNYVBoKOlTdBz5TwyFA6xexk50jUfuYLG48houTIKH9Jj5pPZxy1I2yA25rzAjGr4lEdijBPAz3SnvKhq2fS+FPO7K+Da9A22Lzfh0rJM/FChsuhvp/xm/X/A6s7VXItek9kU0vO082dnxtsmjsXCeesOVzJbcnbVZ4XonPbb3WWCjRNoXqnotdM6g3nmpRVAsSzzDo079WQiEtFft2ifBEcgTvk6k3DeR6Mi0ybqUGUst/Db4Hn3hjfBZrngVxr7W3WRG8Z3XavGeHesONjTSg5f2+3umqBdaM8iDV94mBbgcTz9sQRI0kRRnqtK+QMITle8O3u8DKH8kOYG83fn/we8x2FUF2yLoMFgc7AhuvtL7YbP9G8rKCdKyEFfMk7CaSh8FTIwbTqsMs1BGxq1rkgJHXwYRHRFEwEq5ckW+d+HhsdaS2r+N7DXvjqYaGKOEf8TANXQM5V83v9iTomxJqnKROg+kfSW5INBwpIlww8rfWEqYjjhmhX5aNOjsZ+/UkXlutS9Mbv1uSze3gbbLhSQPwW+vnXmMWctr4CrQEFAqbP5Dwr1jeWH+3KJj1KWjaj99eJKrvNz9UVcBD52mQsClTmt6CmZ+J5H00kkZLfly0nJLGN83Hbf8Kxi2wLh4x8gYRm4iHaSitp1ZylkywWkg6aj+by+lQ+fCuzfaO0b2l59++DilFYIKvTVRq7ZA4wl6/IYIaSYoyVOmukQX3t7Nkl63tc0kmbX5Hdk8Xj4yfpGyVprfNd1f93YGaJkME9xr57kyovk9i5b1tkiNjZce45X2Re45FymSzefTuV3Am7FIGk1+WfIPc4yTnYsLDsNtmUaOKJx/bttTeHOyEvYH9IoWeBlEIS7JRIiHrwJ5/+zrFkzTjE5jyquSLJY2WHKu0uVKnZdeKnhosGVHqmsQjY5++r1nZTY/VJ8Fm/l9CXv8MzESLimRh/TKtGZhV92AsQlJ1t2zorD3V+qK3/DeBuk7B+SXbu5ai1cGyE8YUlPD21GIs6AFyH0oeDTM+hFmLRWUy8wC5ZnOPEzn6XcpiC2jYCgFFQhmnLIxTwNcJo/4oOWTx8HWaGzxgHn6aWGg+BkBCoF5ZsFaUKaGbMnZzOUON0vbl5mF/gPzWDE2CpNHh99CdEFW3U5ShSHet5MXEil/2NoqQgrfZfp2aIN/VadhG/bYHtU9hvCjr3CCS5x0rzULk6p6RRUK0uiQ5R8gOXegOYTwSCkUWNojDJbLEVqSJI2E3jCJSuJ2noacmT0JO5H7OGMpgsXCmyWctPF/CqKziSBQltOaPZJMhVG48aazkaUx4OHrR1ow9REq37UvrY6bOhKwf9H09bZacu2iFZHuTMkUkfL877jRInRW5NlIshp0g6obOVHNvVNZBskiq+K1Zv/yQsDifWzYYXFl96+TY8Sw2vCzfYbfJjrxfNjvG3t7zUsG5ktRuQsG5UQ5v43cU7OOwkKsTCUeItHP6LjDe0BMD0QvLxsOZCTmHSp2pmsfFk+ZeKSGWicNls6boQusiD55aM0GSIKbPnuRxUlsrWq2vaOSdLH/nHCGhhibXXuJwyP1pz/9TZ0pupwmOFNkkCmISZtebnMNFjMUqhRfEzmndCVBPkqIMRcrOt57gWX61xIr3B9s7XENoH6bLwCAJpXuLeTgIvthJ746EyMnUsSg8TxKgO0oljGjxaPgyTVT5Sn8qDz+/wa60HS8B9NQ78XVA9cOSNP/1MFgyFr7OlbDQmsf75gxk7m9jMFePR6fwfDOJ9rzTYeOvpMZP3bPhIWBdG0VEYskESZyPxvDfmE13eIwcsIlPWPNOJY2Rwsy9k92LLjKbS+JIMcwShkHezw37FotHovBc84V8wTmiArZ8T/gyFb7Jhy9TAtfo6z0y0nbyzHztUP2P+O16U/NoeJ5U4flm9YYS8iQPKBKxCoZGI/jbSxwhmx+mpO9q3qc32YfaGHcPSAwo1bkyofgSmLMM9uqGvTzixR5zU4+B1LkByq+TmkEr9pNitLVPht8btuWzx9SjmzS6x8hxJECR6T37gvB5Fl2Acbhn3s/CN55cUQptxyMhF8bcZr1/2i6SW7uTo0aSogw1Ojda33EGwC9Ka/0hdYbNftPjt9lRsPsw9rklzNGU5kWx3x9xTeycglAy9pH2ZRfAsulQeYfspPo6JIytcaHUwfl2rnXVwZzDrEnzhuGSQp7utbBsDpSd0zevqe1zWP8LWL5beLJz7lHmSd+5R0FyIDQqsQimvCI72fHInC81XuriyAX7WmH1MSICEIm8E2GERU9K8S+lnlQ0XJkw/V3x+kZaqHwnU/1fSJnQ9/38MyUs0Cpj/tqzC1x8lfWiwiBzdCZKiNKo/7Peb9jPe9Tqwq4LX+AaPUKUMT2N9jyLjoS+BU+t4G0IN8qShsM4i8p9jgSY+LQU6YxE0mWIYwAAIABJREFU3qnm88k/Xf52JkLB2eb9Cy8079PnGBcAhl6CWEZGaO6Np1mKpS6ZKHXkmt+F1k8lr2zd6bLBE5TTTsi3ZyjaefbknWywWeOAsX8L96QMv8Z6GYbMH8CIa8NfS5kM2YdHbh9tDkWXhr+UNlsKD5uSe3QgL/PtyDWzQknfE6a9ad/bOIRQI0lRhhrVD2Icp17/T+g2lJQOJWOe2QIMZKEXbXd1RyRtlr1+STbqkkBfZbzeOJPFY5AbJ1wu50iY+oYYSNUPEDNksGO5hGlaSRB2ppgv0HJ/KouGlQf3lU/vM5cS2UEOSqk7EmD4VQaDufp6ZjL3g5kfQ/ZhRNyRTRgGI66D4kuh/gVrw/i7xHMbrVDm6BtlQR0tjyVxuEi+j/1b7HG6a0XFK2s+TF0IEx4TA2z4tTB2geRDTXwsumfClSbXS8SaXKE4Yexd4WFvabNg0tPWvEKF54d/7yOukQT8eAz7GbS8F99Ib3lfjKXM/eIfszcZdryRQXqd38KzRQAlVv6UK1fyb3JieF2MjQ1nuJFTdKGZAZt5kBSU7S/Jo2Mb9b1JmWzNI+ltkXpQ9S8Q9TnmqRFDemvACNlWhqIzSTZaMuJce44EmPAQDDu+b/+p/wkPhY1E7vEBb3By3/cmPCyhf1YYc0vfsg8Op3kUQuJwyD1W/p2+O8xZBWP+1lfEJvMAmPSM5G3azeEaYjj8ftslkpVtQEVFBfPnz2fRokWMGmUjmVTZ+Sg92lqBv97M+AwybSabgxhnZQZFN4f/Wm7iQwVPsxSONYnpzjxQFKK+thHikL4XzLIYBtm2VEL6Gl+XHDNXpoTDFF0M6btB7TMiM26VnKNgqgVvZHetFA+OZ/BAQPTgU9h6i5kqWdHlMO6Onv+vP9dCfyeMv09CDKPhXie5X92VkqORNleUvJwpsOoIaIoRRheJqW+Idy0afq/IYje9AZ6mwDn6kSw+eufbhNL6pXj+6v8ZLjaQMhkKL5LP6DKQG/e2irFcfZ+IkQRxJMmirvgK2fSIRPNHUPG7yAUok8eJZHzxpX3fAwnprVwgi9/vPodLDOeii0WIwSTPqPBC8zpMk56XGkemeR2uHNi9NnJ+hadBvBo1j0BXOeCUxWPheZB3ihinobQtEfESf7cYtFk/Em+J1Xy5kTf0FTSo/5fUZ/N7YvdNHie/QTshfpHwdUmNp3h5KkljYfqi6OIVoaw7U6T7LeHo+TxLJ1vP70qdCXP6UeTU1yX3jqq7w3MOnRmQf6p4b+JtqrWXSK5j45uBe3aW3D8KL4K0mbH7dm2R893yUeT3XdlScy9aeJ+nAZbvAZ3rY48TZPwDke+lfr8U6vW1STieSTjzDorpmnoIJQwoQ4bOTZKs2fRWz80h+zDZ3UgeZEOvu04ekg0vyY3CmSru86KLzNzvwUVp6+cSTpWYD8NOhPxfhNfUGGj8Hqh/KeSB7Oh5IGcfJopkdhPqrfbrrpa4/oZXRfzBmS5J2oUXyqIgVmX5IBn7ijDBQND8gSyWOkrk+0kcIeEoeT+LvBMXj45SObfNH0o4WkKueGsKzpHza1KXpPhyiQfP2FfCRUyIpSzlc0t9ldonJefJkSAP/omPR1YTCpUit0LjQgl1C02edq+VQp/N78tD0ZUj4WyTnpEQGPeq6MdLLJId9cQic0XD2sdg9E09i80JD8pvdettkRUVU2fD6D+FJzwH8TTL8eqfFwPPmSIFQgvO69ld766GJhvyxrWP9zWS/D5ZQNY8KEYZfgl1KThbvrt4Sc1V98GGS4lYj8a9BsqvkkKvU9+IvvD1e6FhoRiWwUVR8gQYfYvsEHtrxRORNqvv7m/rVwFlzG9kYZhYICFHY24R6WlvvYS9ZewriekOZ4SxX5F7bjDMLWs+5PxYPEFJo+Xe2Vkh9xMTmt6G9L2h7b/W2qdMgWGB3XBTI6ngF+HnquVT+S10LJOCtknFEi6Zf0p0z1Lt02Ls9k78TyySe8vwX8PWW2PPY8R1cl2vP0ck+H2dcs7yfi4GYPmvoocTZh8KxVeKkEbv85l/WnxDO9K5TJkEBedDxgFynXT1qsfjTBejYfg1EjJXdp6UfXAmyqZE4YWQuW9P++5qw/uDH6ruFC/n+Adh/ZnEFddx5cp3ZUrLJ/J7DD3nhRdCxiMid+9MkY2LaCFmvm4pf1DzaIgxPVUk0bMPja0m2vqVPJPavg4/b6P+JPeztm9k4yGhEPJPlhDOoCpl+3LZgGj9TJ4bCXmyGTLpeVh7QnzP7agbww2kzo3yPTS/0yO2k/Njc+/UTsIO6Um66667WLBgAaWlhpWH4/D5559zxhlncPfdd3PIIYcM6LEHiyHlSfJ1wYZLArHEkYrQBdzm4+6OvbNql4o/wJaboyvh5PxUkqNjGTndNVKUMJoUtDNddvn6qxYXica3YP1Z0RXNUibDpGflhmiyUx9k7hp56EXD74NN10DlnVHqmDgkTCCxCGoeiGJ0OSTUYMIj9qWFg3SshrUnRpeUTsiHcfdIXogVPM2SCxNtN9uRDEVXSLiPFYWjUA9I7VOw7jRr8wBJCt+lvEfkIJS65+R3FK3GS9pceQCmBkIhOlZJHpIpwR1rb5uEttS/QMQFiCNJdj9Tp4qxGno+ksfLw7PgXEnYrn4IyqKofMVi4tPy8A8luGHQ8mHAaMuF3GMgK0qe1tbboOKG6J7ArIPF4OvaAsttJLZn/gBmfNDz/5b/ivcu2qI1aXTAqD0o8vt1z8Hak7GkqJg2V0Jcev+mWj6GtadFV1ZMGguTnuobuta1ObBT/XHkfq6swE51jJCl5g/EeO69cA6SPF7Oa+besOUvsOm66MeKxuQX5Z4U6hGLROJIOTcpE+W6WTzWQBnSAXNWyvXtLpOcqWj1wVy5MPbvUHBGz2t+vxS9jef1SpkqifEN/xKhkKCaoCNFNnyG/Qy23hTde+DMlEVzygSoe1KuY0ei5KDkHhPwANo8n1bO5YQnJHeroyTgJRshz4OGl0Qoxhul3lb6njD5efFybb5JBFFMcCRJqGligUiBb7g4+r0xdQZMegHSDHJo7Zzz3jS+LoZttDIZKVNg0nOiNBhK1xYpMh7tvDkzYcxfIud6ddfBulOjb/g408Ro9ntlvRBWIN3RY1QHN358nVKEt/ZxIoZBOhLEYB53x9ASZOqFepIGgA8//JClS5dy2WWXbe+pDB38XlhzHDT+J0YjL9T8Q24kU14eWOnIDZdJlelYNL4qsdAzPoi8G9RdF19W29cmdTW8zWYJy/Fo+A+sOSZ2OIV7DZQcCGNuNTeS0ufFNpBAFsoxwyD80PBPideeUyrVwRtflSRrVwZk/VA8dnZr/ITSsRpK9gvUCYmCp1YeMD43FJwe+3jeNlh1SGy5Zn8nVP4V8s+WCvT1/yLiAtaZKnkio0LCZ4adCFv/ar1GUNHFkQ2kmsfEUI61cG5fKt/NzE/lu3avszZmb9zr5LtbdRi0fhK9nb8Lqu4QYYDZS6VCvLdJNgySxw1QMcSQfs0fiCe6Y0VANjjoOTwpuuew4gbYHOf32Pyu/L7H29hggPCFQcsnsOpHsWWzuzbJdzv1NcieH/6e3yuqk1Yl59uXym8zdLHU/AGsOjy2PHLXRlh5CEx7o8cD2bUVSvaPvcPsbYYNF4lwRaQNoaZFkjcUqyhsZxmsOhimvS3XjB187RJuVX6VLJB71z5yJEDO0bKITSqW+6cjASY+CaWHWytaO/omMZA6N8jvKlY9OG+DbLT42nsMjs3/ay0s0F0Km66FWV9ITlhwnMRiCZEs2Te26ISvBcovh9F/EWM/SNfWQN8NMeYd43xaPZelP5JzOeLqnter7hWjJRZtX4py3cxPoX1J7LaR8HdJiYXEArkH5B4V8LI/LvcbR4IYR4UX9P2dxcPonHdEDm9reAXWHB/n2b0aSgKbLEHlwa5KGTvWefO1yIaZtzX8e/c0wsoD5R4ZtW+7FC8ffo3IsTe/J5vAzhQJ0Q4NjfR1w+qjJPonGn6PeBO7K2HyC329yjsp349PachHH33EggVxFtxKOFtvi2MghdC4ECrjJDGbUP9SfAMpSPtiKI/iBdpwkXVZ7c1/hKZ3rbWNh6feWrw5yENuy5/M1eaKLon9fs2j1uPEWz+Rm+Wo38OsL2GXNTB7sdQZGQgDCWRnL5aB9B1+UVDrjLKTHqT8auv1bGofFqNn7mpR/UrfS2rQZB4AY26Hae+Ap1qU4pZOgeXz5Pqf8ASkTIt//Lyfy45yb9xlgZwvCwtnTy2sGQBRjE2/i20ghVL7qEh3J4+R3euUCX0flLZ3GBMkDPLbubDyIAnJaV8mi4Dmt2H9GaJ4Vf+vvl2b349vIAVxr4bKW+0ppwXDdX2dsiiyUlfI3wVrTugr0tGwMBCSY0BVSBior0OOa6V+jN8dmEO7/H/9WdYVDsuvllCgULytsOZEawaIr0O+K7s4XBKuN/FxWeiNuS2Qp3WBGDczPpPzsmIefJEof5ZMkNCjiU/GljN2JMiG04hr5P9rT7VeMHvDpZJz4mmUHDyrdCyX/EFXumxapUySDaayc6yr8m26Lrykg/H5DLkP2jmXvsA1175CNiet0L1FPO1WxolEqHHsXiOh9FkHy3NtysviqTI1kECiRiyf80vEax9Kd60cw9KzuyVgTAWibNafbf28bboWWkOiGzZcGttACmXrzXKPzDlcNhPzTuybO7b1L7ENpFAaXrS+3toJUCNJ6T9+n3lORNXdZjVbYlF5p1n72ifk4RZK12YpJmnCQN0oah4V48cqXZskNMNqfZKsQ+KrDpl+h9UPmReftErzB2aS2v5uiaGORjBPxYSqu2QBM/Y2EVeY862oHjW/K7t/VXfLIt69RkLzKq6HFXtK3sbwa3qqsIeSOktU0CY+HdmLWn2vWb5Z+2IJ07Aj9woSomTqkayKc52kxklIjoYrS7wbsTxxnhqRDa7tJdttKm/fsFBCb00pPF/+rntekpmt4m2Ue04o9f80H79jhSzMQfJfLG0iBPDUiuHZUWp9MQRITkiv+1xtIOzKKt1V4sm1Q+imQ2KBqB+Ov0dEO5xpsGJv2HJjeGhdZ5nk5aw7XXKrxt0HabtJWJsjUX4vI2+AXTb2qPS1fWOYU+iV32vNo7Jjb0LvnEf32ti1uPrgF4EMEI+78fkMeVbXPml+LusC+T5VdxM5rD4KLR/b30RJLJYcuZID4Ns5UH6lhBduvFw2qlYdJt5dE1q/EmPaMt7wjQqQ+6eJ0E9nmdx/3GsM8+ZCfofdVZJzaUJVjHuk3xP7+RnxeAuiq33uZGx3I+mrr77i+OOPZ/bs2RxyyCE8++yzEdv961//4thjj2XOnDnMmzePa665htra8IfEt99+yznnnMO8efOYM2cOBx98MNddFzsOuqOjgzPPPJN58+ZRUlLCtddey+OPPw7A1KlTv/sTpK2tjT//+c8ccMABzJo1iyOOOIKnnw5PZK+oqGDq1Kk8+uijPPTQQxx44IHMnTuXM888k7IyGzUcdnQaXzffFe3cYC95ujcdqyWHxARfRyDuNoTqhzC64YO42bss7kLFovp+8z4tH8OUlyTkKRbZh8GUF+Ora7UvNhvf29DzsBxo7HwfNQ9F382re8q8CnnLx7JTGsTbIrLWjQuj9/F3QeXtEoq26yaY/LLk342/H2Z8LIZW0QWRE3h93ZIwbUrV/RJ/nx5FrSwqTkgcFj2PIBptX8ufaOQeaV7rKHmiJLxbWvT7AjuwgftNV6UNpUeviFKYFG3M/EGPtLad67N3n7D8AAOCuRh25xBPIj4Sdc+FbyrZGdtdau69S9+zbw5HkMo7YeMVxLxn+zvFM+vKgtlfw14dsFcX7LJecvGSRvS0tfOZah83rFcXoO3r8OeGnXNS/4JEIPT3fNq9jrztYmCZ4rMhOpQ6WzbOSo+IkrvjF0Nx5Q/ls1nF7jkP3Rzcpr/D53uUFk3Fmxpfjx7y2vCqQf5eAPcaCd/7HrBdc5JKS0s555xzyMvL47LLLsPj8XDXXXeRlxdewHDBggXcfffdHHnkkf/P3nnHR1Wlb/y5U9L7pCekQkJHVFQUXRUEFRR0RVERsQu2dV37rruu3d+6KqvYC+Cqa8HG2pC1YUeQTkKHUNJ7z8z8/nhmmJK5c++5kwCB8/188hEz99x7MnNn5rznfd/nwfnnn4/KykrMnz8fq1evxsKFCxEREYHq6mpcccUVyM7OxqxZsxAVFYWysjIsXrxY9frNzc245pprsGXLFsyfPx/FxcW44IILUFlZiaVLl+LRRx/1Od7pdGLWrFn4+eefcf7556OoqAhffvkl7r33XtTX12PWLF/H83fffRdtbW245JJL0Nrainnz5mHGjBlYtGgR4uN7USFtf6M37RtoXMIZB+7aIZ/Hzi//UORWnV0sARKldS2zFiNKXXK/L3h90LmaMlOvppjG1lleKnW/Y3+Hd09WTz2HPYWR83ZVst460Gth+O9b55Fq3fEn/YFkxbMsBdErKAFwd1CtGTnoHF1/W9p1wBadcuIASy86K8SvBzB4jD4q8GOKhX1pZX/Wf774CWKKgs4OLjT6PcD3n55SF3/sNcwyqJXeemPNYLmXGyP3U+s63/8P5r0TDLdhqaE5rDUm4etso2qe5UjXedYFPz4QbSVUWKt4Xv8Yf5NMN+1lwHa9flpOelwlTAQsceqHtRh4Pu0NxoNdex0A12eVkdfS2c6eQkNjvV5Po/dRxw6Wj4lir2HQ07pa/5jYMcwYaQUVzk5mD8Ny9VldGPnb7fWsOonoz2DJiHGx0e8j92tu5F6Fg6WC4QE8/UL5/o8/1djYPsQBDZLmzJkDRVHwxhtvIC2NDr8TJkzAWWd5SiHKysowd+5c3Hrrrbj8co+h2EknnYRp06bhvffew4UXXogVK1agvr4en376KZKSPF8Ef/xj4A/TpqYmXHnllSgrK8OCBQtQWMgazZEjR6KgoABLly7F5Mm+Jo5LlizBTz/9hFtuuQVXX83Si4svvhhXX3015s6diwsuuMDn2mVlZfjss8+QmkrZ1eOOOw7Tp0/HggULcP31Kl8AfREji5RQxvXGtQ2fx6Acd09dNyyTu6JZf+bupLONqm8177Bu2b/euuYtYMcd9DrJvo9lX07BDJr/HPbJVc/jbpViZplM6lWBZYM1zxvifLr9PsTnuCtAuZQW5f8SC5JEs5hu3HNMvpiqfbU6Skat6cxw7X1S+9hg13TauZNe8x4XP0okVdRSr6ZCl55MceIUY8FhxYtA9r2hvbYZtzC7seN29QVf1JFA0bu+UulGrum0szzFnUWMOVbMMwig0pW7L8rQHLpCf285ncbO4eykJHnTT/pKaW3T1dXEKp6D0PvF0cT3b3qQvkyj95GIyas33hUAobwmodz/hl/LEO+jvDksj9PTnxRznEtpVGfWxdnJ/ppYHe+tkN8LB+J16wLQw2uVA7X26SMcsHI7u92OpUuX4rTTTtsXIAFAYWEhxozxuGZ/8cUXcDqdOO2001BTU7PvJycnBykpKfj5ZzazxcZyZ3zx4sVwOIL3ujQ0NOCyyy7D7t27fQIkLb755htYrVZMn+6R+lUUBTNmzEBHRwd++MG3vvW0007bFyABwKhRo1BUVIRvvglg1NeXCRMsr3EjWpbTk9f2H3eg/gZThLHdXf/5KhY6pEcMYI/G1qvVG1IdjcDuh1xiEQ7fshPROdQsBFZk07+i4UugfTMzY3UfAqVn0QCwebnYea0G5qOEsWdBbZ5GcI+rWiDef9X4rad/RA+WZPZLiOKeo2Ki4pVNQ4Y8vD8w6Guq0hl5nt3XrHoN+C2PjcjVr9ErqPZdqpD9lssSuuRLofoVo1joQdL/LaBtvfgcuirYNB3qa5s2CzhyF4PGmBM478jB9AMb/C3LtMLzAo8VwZrhW2aZcoX+nkI3yZd4vG6MzCEsy/h73f05pyj8W4xc2xIHDPqSWW5VzDS7LXxV/ZDKV8Svr1XKaug+MgPxp4gPCy+kPPy+a4fwPgzle0tRjF07LIsbLUaWj9YsSuIPeFu7/DJmNJB1X/Dy3kDULqJXoxaGnnez628H34vmINlJ1euG8LqFZRpfc6hds6fWUIcoByxIqqmpQVtbG3Jzc7s9lp/vaUTetm0bHA4Hxo0bh9GjR/v8VFRUoKamBgBwzDHHYMKECbjnnnswevRo3HjjjXj//ffR0dF9t+K+++7D+vXrMW/ePJ9rabFr1y6kpaUhKsr3zV1QULDvcW8C/W25ubndjuvzJJ5DJ2oRTLFA0pTQrx0zmgs/IZTui8lkDQnpQEQfLebHoIaRayer7LLWfQzs+qu+c9S8Q/+SuHHiCx/Fwt3QjVODZwLat1C2XOSLzsjzkXSeegmT7WIIf9SF51PNDjBWXgSILf7N0UDiueLX8L4PTGFcXA79jdkciw2Awucl7lRgwDvAiPUef6Xki8Qbqa2ZLLPYfAnQURb4GEerRyp2eCmQeRffKxHF7DPJugc4YhuQ/wx75ULZyYwcyHOL4v28mWMprT1kKctX+z0KQKHv2oYzgZ13+6onGnq/+o2xpoidRwln9jfUORgZF3eKrwl4KJ9XlkRg4GfA0OX01oooBsKyWYKV+WdgyC9AWB6zezvuoCS+9waFs8tXLl4vaj5S++Zn4G9KmEiDWdH3UNq1vgGzzcC1Y09idjPU19PofWS1GSuVd2cHE88Ghq91idwk+x4TM5p+hoO+0udX1w27us+hN0b+9sRJvIfdaG1KBbzuDGPXjv0dy+WMjI0art7fF+y7Uw230fhhwAEXbtDC4XDAbDbj5ZdfxiuvvNLt59ZbbwXAjM6cOXPw1ltvYdq0adi1axduv/12nHfeeWhu9m3aHjduHOx2O1588cUD8ScdeljiWG8ugn9fjFEUhbvBIsSN8ywU3cSMEl9spQpeV/U8syHURG6KAlIuC/zYnn+KXdutmOPtuK2HuAnA9psR0HTOH0eTS65YZ3mC7fzA6nDBCCZxHlHAvhcRUq/xlAnur3JSLZl2fyypQMIkLiTXjgZ+DgN+ttCbBhZmjI6xA6NagEFL6MLuvaALywISBL/o4ifQJ0wP9Z/RdLjfA5SKH7GBHjHZ9/ruQhrKHIZTGhoIbLQYjOijgZhjuv++9iNgZSFQOoliHw1LgPpPgN0PUla69PdsnE69UjALZPI18bS3sNQp71/st9BCsbAnyl1qB7juT4HFuWLhmLixDExE8L8v066F0NJBCev++RI9Eih4gffEyJ1A8SKgfROw7jgql+19jNLFW2YCy7N4zzlawc9Jgc9KzySCP5x4lm92Rw9ps3kfiyxarWk0VPcm/hTjlg7xY/XZDniT6vV+SQ3htRT9vArL5eeVm/A8GqWOLAOGbwCGrgCO2Ek/peTp3PSxN4hdw42ecYmTGaCL0O29IPgcmGKYYY8/FYgQNAB3Xyt6BBBzvNjYYGsVS6K2+q0/KTON91X2MQ5YkJSUlISIiAhs3959h8dbAS4nJwd2ux25ubk4/vjju/0MHTrUZ+yIESNw8803491338Xjjz+OkpISfPzxxz7HTJgwAX//+9/xzjvv4OGHH+52fSWQ+hSArKwslJeXo6XFV/LTPd+sLN/0Y6C/bfv27cjMNJheP5jJ/hs/BPUQnudrxBkqabPoZaMHczyQq+LRlDdXvwJT3KnGdnQCEVkEZN6h//icfwKWhO6/by2lRLUInXvomJ5+C3dz9WBJASIHdDd2DEb7Nv0+WqZwvhZ6F0MpVwKxGl8auf8M7pniTfRRvk3jol+k+8YJliPEndh9AaWKCci4FVg1mAvJph+9eqhqmMlZPZRGj8GC05z/0x+QRg5zNaoLqDJVPKct/xxq5tA2nYt/PZiiWFrnT9UbQOk5QXxLHOz3WjeGC8V+3b83VMm6h9m3kkn08VkWzf+WngOk3cSFqtqCI3IIUPRfbhx4E5YJZN+vfw7Z93OMolA+W2+Ql3A2KwW8Cc9loKuXfg8D1lT1x1s3UMq7+s3AfSr2WmDPP4D1YxkoGZG81/JvU8x8XqDT4Nx2oadsMG8uvw+0MCcCxf9lKVj5XHqrVb5KwZm8Zxn46yFhIjc83OQ/I/Z6JnllrMNzBF/LhxjoAUD86bSi0INi4fPbvg3Y9QCw7UZg+5+AygUAnDTzjT7CN2MJGCtn0ztOMfN51/2aXwTEn+b7u6jB/BzWS+4THgERoffhJN/XLe8p/dU7sSepb6q6yb5P//dceH8g8259xx4CHLAgyWw2Y8yYMVi8eDHKyz2eE5s3b8bSpR6Zx9NOOw0mkwlPP939i83hcKCujlKW9fX1cPrptg8axEg9UMnd1KlTceedd+KVV17pdu7ISH5hNTT47kacdNJJ6Ozs9JH8djqdWLBgAcLCwjB69Gif4xcvXoyKCo+C1C+//ILS0lKcdNJJAZ6RPo41DRj0PyCiKPhxEcXAwP95Pmh7AlMkMPAT9hQEw5IKDPzco1jmT8wooPhjlzxwEOLH08AumKy2KNkuZ+ygmIDcJwO7fgMus1QD3gXNy/jBPfBzddUyN2HZzEoY8XkRkUu1ncfdc60+nZQruUjQInIgMOgLTz25GjHHAcWfsvzNTfJ0CO9eh/fXvh8Dkf+cdqCkhAHZD7r8YTRKjyqeBbZcqf54RAFfT60vyOij+HoI+bmAalDVrwc/xnaBqzRQAO/skcnK96NWttCcwEWqfxapbSMDTT1iAK3rKEGecTPQ7xFo3hfpf6IfSslEbhLsyy7amWnbNJUmkUN+5eaH7SKWXaZey3Kj4WuABJUenszb9QVK2fd7DFMB9oQUva+9yEqcAgx4M7DwStaf6TUUFIXPUcbN6oc4WoGSM/QZejb9AGyeyfe8KHoy5Qln0pRUS4zBdhFQ8KqnZM4UARR/AmTeqXIfmxmcZP+d5qtrjqAx6Y4/0Qh2RTbfp3lPsQw96BzC50FUAAAgAElEQVTPZh+ft89aqK+n0GvpJYSlKPxMsF0YfKgpkqIde+ewR7XszxS22fuYyyQ6myWtgeTBEwQrAAAAZlaL6CFxIjDgPzpe84uB3DlAzQfM3Fe/45Fx7/cINxm15pT3NJB6hedXcScBRR/oeN0mu+5Lr9c8eiQw8FPtfua4U+nvZ9IIwMOyuH4L1+jPjxzM7wtrcvDjDiEUp39ksR/ZsGEDzj//fCQnJ2PatGmw2+147bXXYLPZUFJSgpKSEgDAM888gyeeeAKjRo3CKaecgsjISOzcuROfffYZZs2ahalTp+LVV1/FG2+8gbFjxyInJwetra14++23UV5ejvfffx/9+vXDTz/9hBkzZuDpp5/GuHF8E82ZMwdPP/00/vKXv+wTZFi8eDGuv/56TJ48GWPGjIHZbMbEiRPhcDgwc+ZM/PLLL7jgggswYMAAfPXVV/jmm29w0003YfZsfnGXlZVh7NixKCoqQltbG6ZNm4bW1la8+uqriIiIwKJFi5CQoLEQd+E+15IlS5CdbXBHe3/iaOWOYPlcLr7dRI/iwsY2zSNj29O41bbK57oyKq5bO6KY2abkSwNnYPzprGKjb8WzXhKfJsomp85mLbaoYptempdz/tVveEwKzQlMb6fO6l4m6E3FS8BWAwuItBuoOATwi6p2IefQ6CUwEjmUr5+7rHKZgR2+8Hx6lIjQvt3lK/ESm/UB7rgmncfXNFYwEOmqp9dF+TO+PUNxp/LvS5wcuIxpw+livl45/6B6Wme1qx/CyXKeYDvq3jQu5Rxr3vHsrltSWeqVejWw8QKgWUDyu+gj1tOrYW+kQEX5M0DrGs/vY09yPS/n8u8vNWjCmq8RIFe/RSERPUF+ylVAQQApaaeDAUn5XFcw5yoFDc9nqVnKFYG/3Lf/QVDpzwSM2MgAs3U9r1c131PiY4qh2mDyDGDbrOAGuW4iBgFDvvPtd9BLyxrXHF7zqPSZYpmhS5utvinUWU7rgIrnaVANADCz9CxtNheaKlUVnmuvcl373x5DbHMc+2xSrwWihwYfL/yZpQCDv6NnmbNN3xBLEsu4Gr8FKl+keSucvC9SLuMuvffneccuL1sF10JYsTKjlnoNEDWM70mLrft3maMNqH6bEtfOTm7K2C6k8meZRvWEOZ5BR8tq12vi9rUxM3sUMxro2MZMscmlJGm72LOho/V6Rh8LeoTFB/7+Unstk2cACVOAxi8Z6Nsb2I8afyq/DyOLgIavOLb2fU9G25rB4DT6KGDzDG6YBCPuNKD4o+4L+jXHuDYAdZI4mUGjCO1lLA2ueLH7a544hfdO1QJf03fFwscybuXGS/OvXt/drj46cyLvseRLeK847czoer/PO8t53Yrnur9uqbOYvVJ7H3bVcK1S/ixFkzgxbhilzeZ9I7JWsbdw/uVzgRYvwaWY4/ha287XDrgOckTX1Ac0SAKYXXnooYdQWlqK9PR0XHnllaisrMRTTz21L0gCgI8//hjz58/Hhg0boCgKMjMzccIJJ+DSSy9FVlYW1q1bh5deegnLly9HVVUVYmNjMXz4cFx//fX7SvICBUkA8MADD2DBggV4+OGHMWXKFDgcDjz00ENYtGgRamtr4XQ6982lubkZTzzxBD755BPU1dWhX79+mD59Oi6++OJ953O/CHfeeSfsdjvmz5+P2tpajBw5Evfcc49uNT3vc/WZIMmbrlp+oJrjjH35h3TtBpc3UJTxXQ+nkwaXjlZ+0Zp1prd7Ake7y1zTxMZWPVmr2o+AUgPNlFn3Bi5/7Kp3PYcxbNTd9/s64FcDr2dYDjBSo4FaDWcXg1dnJ1/PnqiH7qyiyaw5MbiHCuAqCTpenzt99LHcNa58wbVocGcPXIudtOvUswP+OFo5T8XKZn/FzC/jNYL9c/GnM9uqh5YSoGsvF3iRXv0r1e8w8yFK8gygcJ72cZXzuWAOJi2bcqWrTEWjRMbexAVE+1bXjq+Du6WxJ/ouGhytwPJMcVPdjNuAnEe8ztPher86Wb5oCqP4wJ5HVU/RjbQbgbwAwZqj0yOOYrGpfxY4Ojy+PW1bGLi1uzYlwgsYJAbyj3E6XJ9zbSyNrF4ANP7gshOwsbTLdmHwzS1HB4PrqjdodNqxA4DiCkSuYHAfSH1y9VG+izE9pN/E99jmi6EZVCtWZujK5zBjGIiwXAYncX4VHk6763np4E/1Al8/OiWMJVCps1kqq0blq8wY6cGcCAxbzs9K92vS+D2w62/0mup2fBwX0v3u92zueL+eTjsXvRXPeYIuUxSzYWnXBW7m33cfKdyg23FrENl1hRtWBa8wWLO38F41hfF7q6saWDVEp1E0Am+A1C5yfa/pWKoqYcDgbyixbwTv19xio1x96SR+lqhe0wLkvwykuMqGHe0soVTMFLepeM5301OxAAln8fmP9yoT9n7dLDbfagbNebvWKu07+NopYfQMjBTse/KmfTvLI80JrMTo48GRmz4XJB2KeAdJM2fO7JFz9ckgSbJ/cbSydCHYB3oghm/wXQxr4XQCy+LFzQRjjudueV+leTnLpjr3qh8TeyJ7d7TMUVOvYS+DkYzk1uvEzFcBAAob5NX6pBzt9Loqf9pXUSpiIBv1k2dywbD+d+LzTb8FyP2HvmPbt3FXtPJlz4JfCXNlDmfrzxxWvcGFcdOPvr93Z5XSbgDMUTRmXK2R7QhE3DhgkLpRORxtrveigAeUOR4YucuzOGrd4JWlcu3Cu3f202YHXgC1rGZJmlrgEX0US8Wi/P5meyOw5SoGOIHEWCxJLAn2FqDwpuJ5+rKpBbhKOFDwoq/AT1cD8KsBU/Wo4cCwlcw+brlS/XPIYgMy7wHK7uJmSDCUcJZiei9a3dS8x4AsmA1A8iVA/kvdA1ing2Igqr1uAUi/ib0rADMMW6+GZoCQcBZQtNA3C17zAbD5Is/iPBBpN/BagT6HnA5g0wX6SqtjxwADF3cPpHc9IGYsrViBI3YAYX5l0XufBrbfgKDPg2IFCl/r3r9nlLbNwJpR+jbGYGapvvfm1+5HgZ13IOicUy4H8p/X3vTRouEbljPWfeArGBR9NIPo5Ev0twc0fO3KCr7neT+b41mJkzZbbK1wECK6pj7o1e0kEolOTJFczIoQd6r4h56iGGu2T7lUfMzBRPSRwPASIPdffmpUCvvUBrzPIElPAFPxnEsd0ABGXN7h5C5jIDp2AWuPAbZc2l1yt20Dy9FWDXFlFA14Y4gsWtyKV0fuBkbuBo7Yzn6P8Fyg6nVmZ+o+Y6AeCKeTC+fNF3UPkAA+dzvvANafzFJIEfERn+tojKv9SNwk115P3zGAC6xVg9m74V2mZG+gIuWqIcCuh3zHNy+nsESwzEzzrzymeYXXOZspilDzH6iqVXbVsHTQ/5oAA6St1wTPADrbWXJV5dWfphW4qGF3lTzZzvd4XEUfzcyFJYWbMQWvACO2UCFPz3Wc7bQzsDf5/r7uE2DT+do+aVUL2KvmT91/xQIkgJknewvQ9Auw9VroyqDUfeRbzlf3CbDpvOABEsD7a/uNgR+reE5/72njUqDMTwDCaee9IYKzkxl4f9Kv4+dAbKB+boWZ8kFf9VyABDALrCtAAgC7bzC49ylg5+3QfO0qX6a4Tijsuo+bV7XvdldUbV4GbL0CKDmdGyHBcNr52bn+ZJrOe7+f7fXcdFo1hCXZhxEySJJIDiUybtWvUmOKFFPp8kZUdtkc5/Ir6uNY4uhXM3wtcFQNex2ObqT3S/SRwO5HtM/hpnwOswWiaPWJqA/s/quuOmD9adp9M527gJIJvqpaelCT29ZCsQBNP7HMZsNYmh9XzOXCpeR0YFUxF5P+7LwLqHxJ+/zNvwClk8UFI9xYNHrLOlQCUi06tgN7HtexwHIyQ7L7//i/jg7+PXqkj+31PNbh6nXbfrP+no+yu9h/4qaznBkkXTiBrVfxngNCUC7z6it1e1wN/QU4qhI4qoLZ6pSZDFDcpXF6sNcy2Nk3Xbsr+NMp5V/9GlDvl10UFToB+Po0fQ/sfRy6xETclD/jkpfv4mJX77zLn2Z5ZbffP6X/2gCDG4dXn1j7VmPvg4avA/8+YQIw+Gtg2Bpmv7Lv54bVkGXMAG65nKqRP1mA3/oDux4EOisCn0uLrgb2ZonQ/AvQtIz3904tESYvKp4XN1x3s3eOdq8bwB7tjecxO6jGttk6PjvtruMMGDr3UWSQJJEcSoSlU6UuLCf4caYYZj5iRhm7TtQQHWp8bhQg7xmxGuu+gCWRkrXuv0u1bj8IRnblhM2TAcDMLI0/e/5Pv+ltVxV7XbQULN0oYZQY76xkQLPncZbStazWHrv3KWDjuSzxC0TbRvZ57PSSou2sAPYK+IQ1fceMih6vIn+SNRS9DHn5gJkMkQVW2V3MBNa8rW7uG4iOnUDNu8wQeQcGetg7x/PviheCZ5D8cbRQxADg+0aPdLY/iTrFQ0TUNPeNedbz79qPvBrpdVLul0U26vPTvoOvjwj2OipJ1rwnFhwC3efd8K24iXZXte+ctaT/1dDK/EUNYUli1t3sc1s/hn1TbSWuwNBOEYOyu4EV/SgOIkrDEmOZztoP+FmnlcHzx//514O9EdgpUMpY/7m6DUfTz2JZv+03G399+xgySOoFsrOzUVJSEnI/kkRiiMhBdLTPfqB7sGROBNJvZk2/XvEANfo9pB0oKVag4GUg+aLQrtUXqH7TwJg3xMeIGv8CVLbzr/N3dOjLunjT8ClQME/bkNQUCeQ8xp6KFf0Y0Oz4I0u2Vg8H1p3IRWgg6r9wlQDpKDPa/SBV3QBeK5DPTjDK5/qaa+rBmkUFrWBo+fKo0b5VLOhwdrkUzZ7VPtafime4oNOrEuem9kMGZoCxHWXvRauoIbdi0X//t+oIxruN8QoMRINHwFVm6VWiZdQwvXOP+L0MsMS0SodIij81bzML5Ubvxok/rV7j9CjJBkLLgsNN9VvApguDl0I6OygGU/Gi2By69JbZ+WGvpRG1KNWvB8/yBMJbzVIvapty5QG844Jhr/d87h7iyCBJIjkUsdqArLsouT30V2DgEmDIj6zhz/0n5YtDRVHYPzJsJZvhvf0erGlA5l3AiE0sfTkc6CzXPsafrirxL8eooSq1+UEI5Axfv1h8zs4uoGkpMORnBkH+wYA5ns3g+S+yRr/634H7dxqXspQuUI/L7kch5Pe121UyWiso+wsADV8A8WcAcafoHKDw/RNIJt6bhDPF+7csqewZEqVqvm+PkV6aVwAtv4mPg53BhNNJBSxROrzGJE1hSaZeUq+liETlq+yV2zobKPt7YOU6veVmPmPsnvejSGZuH3ZfYZd4nX493phijBnmAix3E81+AXyPdnmVphl57vzHhecCUSPEz5GoQ6G1qwHYcgV0f05su07ss85o1YMp2uOfJIKjVbtnyJ/qt8SvU/8Znzufa3caO1f14REkaXzSSySSPo1iZq9MbxI1nLLMeU+xtKp1NRca5lg2Ux8umMJ9fTT0oFiNKdwVvAysHe1RgAtG2o3dneIB8ZIcNx172JuV8UdmJVtXu7xbooDIIVyMrDlK2xcFYLlYWLZHPre1lIGLCK1r2cdgaPfXCTibgQHvAaVTgMav1A9VLCwbDesHbL+Fz70pknLUyRf6ytIrZirBlf1F/1RSrwL2PCb+J3SUwZCJtLPd05ckisOg4AUAn1JExQIULwI2jNfui0s8j8/x8qzuDfW7/gbEjaU/WbRrYW7NFC93s6Z53o9agbAa3uMSJzNY1jJ99iZ5Ou8xI1iSABhVSvMap7ev1R//camzgG0qioiBcPt7aVE1X+yz1tnBjGuWzvK0mOPB50OwfDr2JJdCpAG0jNP90fPZ3w0HyyK9LS/steLZZADoMPj90ceQmSSJRBI6nRXArvvp37NhAlByBlW0VmSxfrlN0ES2LxI10sCYAD4leogopB9I0LIuM5Bxh0dO2B/Di0CvL3NFYZAcdzIFGszRbDgX8R3ada9Hra7xWxha8Dd8TUlvI5iiAEs8e/kK5tO00+fxGGZKc59mWcq649n7VLXApex2BRfuO+/23UnPuA2IPVnfHGJGcwFn5DVRLIAlTXycNb17CabIWEUBIgz0x4X7+QRa04BB3wJZ99CA1J/IYVSws9eyhy6g4piTwfW6E5mlBIwpcHqP8VGw1Ik5zjdQUCxA5p36x5tiuPEQO5pBnihJ5xmTaDYn8HVwE3+67//rQQmnWbw3ydPFnsesu/T5EVa+LDY3QKy0OLxfcPPtgGPyaTRvJHsW3t/z+dVZzix/7SL2CqkpeQbzLQuG/zjR4CzUcX0MGSRJJJLQaFkNrD6Si13/7IS9Dtj7BLD6iO7KT4caah4yQccI9mR4EzkQGL6eAhzxE1ymw7E0Ds10lVrmPKSuhhc5zOB1h6g/Zm/iLq8I7ZtZBgKINzy7cTSLlyACQORQj9G1ycqM1pDvgSO2AoN/YG/fkbtZjrf9OvXyNHst+6NKf+8JlExhzJIkaigCJpxFdURThLGFecQgHUISAbBdaExxMqKYfksATWJFCdRTZIkDsu91Sb7/F8h/jr5Dg78Hhq9iaWDDEu1zOxqp3NdZzrkpYQITM7Gcb988rxYY6yL5ku5G1+nXAel/1HH5KGDAO0BkkVjvlZvIoTTETTEw75SZvF/3zSWMJsAiJE3tbtxujqZ0tx6xl/Q/sD+wZiH71qpeVy/nNGKD0L5DrLQ541YIZeUy/sQsZKqR74FraRq88Xz2cG4YD5SeBaw9FlhZBOz5R3d5+mgDqqFhOd2DX3OCscxhlMHvjz6GDJIkEolx2sv4ga5VTuJoZDlT07L9M68DQeJksV4Ca3r3nVdRFDOQNJm+MIULXD+vAdn3AeEaCocxR3sWu3qx2ADbVPXHG5caU/Sq+5j/1du03W1eieIiAIB6kBqeB8QeB0SP5EJt8wx9fRp1H/oqTpmjgaJ3gGGrOb/wPJZEheUCKVcBQ1cAxR96GvyNLMzTrnH97SKKeq7FXMwosZ4ggM+ZO/BOvqx7UBAMc7yvoWy3aVnZz5V6NZB6OTMqHXvFxAi6apjhs6ZSXEYvWXf79mrGjAJijtM/HmZ1EZDcx/geDbjBYAISJjEzHHeKR4gg7QaBzxMzkPMo/xl/CgMmoXkHeB9k3Kb/PNYsPteODpZhdexhrwvAz6EhP3DjJpB0fuwYIPcplxl6JrDx9xRb2Hwx8FsBUHIWzVJ7BIH3SOwJLCPXs0xOu8FjixE/nhsXejHFsnx13RiW6vkLt7RvonrfuhN8+52MbLClXtO9vFtRjH3uGAkG+yAySJJIJMbZ87Bvo3IwHC30sTlUUSxA0YeuvgANTLE81mjJhJvG72iC+VsOSxw3TmE52MpCChr4N+n6k6ZiJKlGylXB52xU8tjdv5RwuuDuv4vEyUDUYGZl9GLN1FeStfcJMaWxime67/pGDQXy59LgtP87QObtLFNs3+bbF5R8kZh3kzmR2aCIAiDjFv3jMv4ERLgW4LlPAorO+zD6aN4Dbqw2Lv51LT7NDOJNEVTHa9uifX8C9N8RUfwDGCQ57eyb6/eQ9vwy7gCy/97994Wv6y87y5vDe1CNlJnA8DXAoK+B7AeBzD8DOY8DQ39mD8zG84BfwoFfooBfk+kNlv8CM8PBUKxA4ass9XLT/z+8N/TOOzJApscSDwxcrL2REl4I5D8D7L4f+NXGEusVmcDyVGDbTUBrCT8T+z0AjNwJFH/MLGHha9w8yPkHsOseSrZ3k912AHWLgPWnAOVeku6GyjzzxT3mUq/k57RaKXVYLktB87xk8RUFKFqorx9XCWPgUnY3NMuMW1bxM96tQhg1DIgL0GuqhjlOPfObcpXYZkfkEHpTHQYoTqdawaPkYKCsrAxjx47FkiVLkJ1tsJlSIukN7E38QhRaGCvAiBLjEsl9gdYNwOaZQPNPgR+PGsmFZbSB2nVv9jxBWe1gX66Rg4Hiz+jnpMaWK/TV+MeeDBR9QBW5luXc/bSmMRsWOZDH1H0MlEwU+StI6mwg3yVDu+liSuLqJfZkYPCX/HdXPbD+VM4vGBYbUPwFYK/inO0N7IWIG8dMhnu3tauO97hoGWDeM77ll047+5nKnwbaSv3mkgqkXsGFuiWOZq0bTg+sCuiNEsZSpniX15DTSel0LRPQtBtcgZHXgrHuMwbbwSSFo48FCudRArzpR+78W5NZTuhso4GpWjO9OR7IeRLo2Ew55k73jrgZSJjIXfj48YEXsetPExfzAIDhJZ7Ff8sayr1XLfDM0RTJksO02cEDgbYtDGBaVBQEzQlA7uPGVDyr33ZlKdUa5xUg8w6W4lU876tcp0TwvZd+ExAdoLexZQ2zMv73mxtTLPsVUy8PPkdnF1DzPs2cG770/D56FJ+7tk3A7geCnEChX1qgIL59G/tYu6qDz8F9nqL3qX5X/iztBETo9xCfS6M0/sB7315HFbu43/HeVRPeaS1lNqxZpXoivADIfx7YfInX+0EH3p8tnVXsw2vTMCU3RQJFHwUPbGoWstxPS6zCYgMGL/V85vcxRNfUMkg6yJFBkuSgpeZdLh5EyX6ADbqHOs2/ckHYtgmAkzuZKa4SolCpXABsmaHv2MghlH9Xa4h2OrmTuedxlcWaiYvJsCyg8kWWM/kTdwoXQuGFxoKKAe9RDhoAWtYCa4/Tp16lWIGBX7AXw429Cdhxm0sBy39n2sQgKO5UegsFWkCG57E0KPUqBizr9cqDe5F8CVDo6s1ydPJ9Uvdh8DGRw4BBixl4NnzLBZaanLM1C+j/by7U/Kn/ksFY3QeeEkHFAiRMdkloxzFzZ4qmcIi7Yby9jLv5lS/6ZodjjgOSr2TQX7Ug8D0SlsOeInszG+TbtzHgCS/k7rUpDth6eXBPm8RzgP6vd89Urj0BaPpefZwaQ5ezXNIbRxtFZuBkOZ7I7nnDt7xnWlYxs2VNB5IvZibPiGhIzUIGptDRJ5N9HwUgmn5mQGGKYmCklbV2OtnvV/EsgyZnJxCWCSTP4PMNBzMMesQSAGYx7PU83hwL7LoPKLtH39jcOUD6Db6/23aDdlDvTeQw9qjZm4AV2foUNAEGlCN30HzWKM2/8v7v2M33U+RQfp5riZ+4jVrbSrhZEpbDgDp+AlDzDrDpfLF5RA2n7YabzmoGjDULETDAiRrJbJee7526j4EtV6uXz0eNBPq/GTjz2EeQQdIhhgySJActRnbzAKo35f6z5+dzuODsAlbkickKB1qg+NNZzYxS3UfMoJhjGPwkz2SGov7T4ONNUdytrH5dTEkqrB+FEhSvJun6JUDpOcEzG0oYAxHbBYEf72qgl0frej5nYdnsh6n+D7BTwwQZoFFy3O+AkjP1/y1uEn/PXiQA2HIVAw89RI9i/4Zi5oKq9iOObdsCwMmyupQruJuupYTXWeUJspRIoOY/XKx5i6uYE4CUS1l26e7HcXQCHdsY0FhsLBvacHpweXRehIsx/16Jus+B0on6eroSpwAD3vXdnS+Z6OlZE+GIrQx4e5LOagYd9jre77EnUmlSFEdrYClzVXooA+9opydOxVxmA93EjmE2N+k89oXpoX0b8FshdAV5ANXvRu70BCr2ZpbliZboDv6W8639ECg9F9oy3QrLPJMNiJQAQNMv9Flq/iXAqa0UrMh72ph57sZpfF+K4p0lddNexs/dVlcwbM3iZk2sSF8d+D6t/QConEd7AcXCrFHqNezT6uOIrqmlT5JEIjGGyC5sT4yTkNoPxAIkgE7rWkGS1QZk3sofb7bdoB0gAcwebTyHWaHqN/RnkzLv8A2QAJaFDP2Zks/Vb/hmIBQrkHguy4SafgbWncyskzmOWaKUy7nDbonzNFO7qf2vvgAJAPY8YrxnzL3D375NTK64+RcGRklTXKIcUzwZNlGsyfxpWQNsGBf4nrHXAXufBCpeBorepZ+Wyeq7GN92o44ACQCcwLbr6csWc6zrVw5upOg1J619n4tf7785cbJ4kBR1BAMkRzub4Zt+YQbMksygOmq42PlaN1C9sPptv0yawjLBjNspmKCXqjcEAiQAcPI9HMrmUvs2YMMZgUuzGpfyZ/dD7BkKVp7rpvxZ6A6QAJaPVr7kKXlr+MpYD2PthwySEs9m78/mS9TPY4piX1fyReLXAWgtUHKm+meZs5ObQi0rKbyhpx/Vm64qY/MKVJ4Yng1k/9XY+bxRLEDS7/kjkcINEonEIDEGJEgBY9KlEg8174qPaVsPtKwTH9dZTRNGvdgb2D8y4G19YgDpt3QPZNxEDgQKXgJG7mJ2oeBloP9bwIjNzHCUTKJZa+PXLIVp+JIqUMuzgB23B5b73fOo/r8FAKrfMWbsmXQu/yu6kATYO9NThKo+2VUvlhWEg0GXm/pPgXZBjzT/v992MXuaREi9Bii7lyVZmy8Byucwi7b7QWD1CJbwNX6n71wNX1OKOWCpoaucbcM4BjF6qXpF/7FuKl9R98zRorOcvXpavSutq4ENp/J9r0XVAvF5VHrZA4h4qXnjbRqdeDYwsgzImwtEHcmNElMsg+DcJ/jZYTRA6qzke0LPZk/rWmBTENVGNeRG40GPDJIkEokxIgcBsQF6IoIRZsCkT+KLribnANgD9BJpUfmStoCAPxUvUQBh8Dc0pQykLBY5mOIVuf/QPp8lkUFHymX877brWC6kpnjmbGMwtGWm76KyZQ3QKCgl3LaWvQMihPf3jKn7r9hYgEGmw+s5dzo8TeN1n4o53e95RH9TeCD1yap54v1lNe9ygQkYW0g3fOErdWyOptGuXiIGM/O062/qO/VN3wPrx9KwMxitpUDp2ToyHg7el7UafWdu2nfoO84bex1g9yo/7awGqt9kIF65IPg5y/6q31uobSOw+77gxzgdYmIDbryDdVO0+Hige/+UOZYlnsN+BY6uB0Y1sGcn/SZjJXBuKl4UC+TqP0HL/XMAACAASURBVBHfiPI3rtaDOdGYYbDEEDJIkkgkxhGRHQb4xeVfWiURY3/uPjZ+Kz6mq4JNyjGjgIGfACM2ATmPAZl3U7Rj0JfA8LXG1MB2P8qeKT1ULaB8tJvGpeLXAyikoCXDvA+FKlpulTZDkuhOjrM38u9d2Z+y7qWTKQH8Wy5Naxs0Xhsjxr4NX3CR7EZNmSvo9DsobgD4Bjv6T9B9AZ7xJ/5oEVFMEQ8994izHdh0ge/f68+eRwVeQ6d+EQMhTyvvYSYuxDfPYJZs04UsZ9wyA/gtHyg5u/t93tUAVP1b7DqV8zxS04EnAkPLR+8+utjRxuT+RTfmjOB0AJXPi4+rEMgmAlS1VHT2gLlJmSkzSfsRGSRJJBLjJJ4FZP1N37G2i/U5z0uCE3O8+BhzPBAxkGU3u+4HVg0Ffk2lu3vpFEpAByrl6aYOpxO717iIApdfzf1UNYw72dg5nV1UbRNhr5d/iWhGxJuBn+kw9jSxgdvmpfhodLfc3gCsPZ79U/4ZAGcXULsQWP87YE+QHpX6zwwEaU6WGLpxqElTa+AepyUuoUaghWPO/7HfLfbk7o9ZM4Cse4CBnwNVr+m/jqMF2PuvwI911bEfToSWlUCjDiW+CAPqYNYM9uCplv45GByuO5k9Zm5q39WnFOmNvY69j2ooCisJRIn08pGypnnKUvUS1o/fOW0bge1/ojz8upMpgFD7YeASWyN0lrOHS5QmFdsHNaxp+rza3Jgi1cuTJb2CDJIkEkloZP8VyH+O5pyBMCcwkCpcIG7mJ+lOyuVUihIh+VJg7z8ZFJX9hTX0XZVUL6r9ACg5HVg9DGjb7DtOryGlPxaD44JR+19xwYrWtZ6Mi9E5WRJpXjnkZy7ErRm+jysWKlwNXtpd2c2I4WL0scDGc6lSFRQnsOMWoPLVwA93Gm0Kr/T822JQMtmtYBY5RHysKVpdlS5pCj2xhq+nFHHBPPqAjdxBCfLaj8QDgqr5vkG9m4YvjQXWdRolfADl5UVJnOLqkdH6++zA1qu58QHwPW4ErXGp14if039Mxp/EMimp1zKjurIY2PsYM5+NX1MhrnQy8FsB74FQCSZV39Pj8p6iEIUWipXmxkaMdCWGkUGSRCIJndSrgZHbgf5vuzw4JgO2i4D8F9k8m/1XGSD1FNZksVI1UyS/vMvuUe/jARhQrBvju4OaOFl8fhEDe6dmvnWVwXGr+d+EiQbKexQuTgE+79n3AkdsZ8nggHeAokXAETuAAW8F9iExsusbOchTrqaHnXdRttsfo8p83qU8avLqwQgvoJQ5YGwhbbuIfSbBiBzIuaXMABLGezJWRspD7fWBn2+9Hjz+dOnoY0k6hxLNelGsDF6DSeL7YPcq/TOazdMYlzxDTFDDms7NBG+ijwIKXtWXcUy5nD1ydf+FqoF2x3ZaB1S/qX9egbDYYKgk0mITH2OKBAYupgS7ScVvK+oIita0b6L57oocYGURsOkioEGwz1IihAySJBJJz6BYWGpUOI/O6P3/zZprI0aLkuDkPkkPIy0UK5Bxl29vTjA69wKbL/P8v+0C8S9+/2xKT+HoCG2cNVVc1jZ+PH1wHJ1cSDd+TwPa2JN4rsSJQFiG+vjIQZQr10tEsXgfUOceoPa97r93ByqieI+LO4mmmSKkXuvZEIkaTBEP3ZiA9OvFrueN0ZLKQGWlPSUsEAjFAgz4jz4FSADI+ae2yIQ/zT9T9dFIWRygPc4Sx4W7nkyQKZIKlaYAGfDki4DiT2laHIjwPCD3Kfa3BTJ/7oYd2Hxp96y4CJZ4wfvWhX8QqBdTBJD/NDcUc59gAJp0AZB2AzD4e8A2jf1nO27la9qxkyWH1W+w7HbNKGNiIBJNZJAkkUgkfQ1TOFD8CYUwTCqLsqiR7NFoXRn4cTUavwJa1nquo7fnDGCvRcpl2scZIVgwondc5p8pEawHJYKLlLJ7KJawegSw7gRg9VBg5QCKKnTp8LopnKevjywshz1NmmV2AQgkCx812ID6ZDZ7PrzJeUx/b1HkkO7Zo8J5/Nv0kPsEd9N3/pmSypsuoZS33gWgUTWzQKWYsWPEm+oBIO5UfcfFngAM+kK9TBngvVr4GrOY3XqQdFD7EdVERbJWAAOT+PHaxyWMZ4AT7PzhecDA/wGxQd4D8WNpojx0OUta066n91TRIkr+x4+lepxenB2hS+mLZoFNMcxshoIlgZ/phfOAAW8CeXOo1LjzjuCvf/MyfjZ1CJYjSzSRQZJEIpH0RUzhHi+Q3KcYnNgu5Jfs4B+AYcu5aK19X/zc3pmn9OsZXGgRXsgFk1aplFGSpoqXy5njgQQvyfmowUDxh/RTCYYpkqV1Wy4Fdt3XXW2tfQtFFVaPBFrXa8whBhi0hIu+QFk5UySQPBMY8qN6uY0WarLwPaE+mTCevRBafXCRQ4GC14Dyf1F0YtVQYM2xFEbo/1bwvgtzItDvYZZSrSwCdj8AVP8bqH6NUt6/FbCMSkv+PNGA8W5YLjcUuv0+Q/x84YVikvGxJwBHbGN/VdypDJisaczm5T0NHLkLSL6YflVGsNczwE27Vmxc2nVU0tND/KnAyG0sP004k+IMkUNYqlv0EYOcWJUskT/RI/m+y/sXkPMwM7WKCah4Tmz+AH2ljAqPANws0BvwApx3T3/2NXwD7L5f37EdZcCWK3r2+hKjxaoSiUQiOSiwxAHp1wV+rH0r1dBEafUra+l3H8th9j4ONPwPPj0B1jQg5UqWiHRVAU0VVKEKC7JDbgRrCpB0Hh3u9ZI8gz473sSdDAxdBux5jNLI3o3wpkiWuSROps+SVl9Kx3YqbA39CQgLsptuiuCiL/tvQM1Cmno67XyebOcDliQe11mu/2/zOb+KJLBbfXLX37TPYbuI5r4BH5sKRA1jwFO1wLc3JmIgs0ftm4F1x3IX35vmnymlnTwd6PcIF68tK+gFZU1nYB89EthwOuXjA2JnsN+8HBj8LRCukplKnMyshojAR+o16gFBxm0UNvH/m9TIvFO899JkZVlrsP4v/3tY97ld4zJu54K7YbH2mISJQPrNYtdRLCw/jTkBqP+c7xtzDBA1VH+wFYzm5eJj7LXMQEYaUBIEuFkwYCF9srT81bL+QgXPnqb8KbHj6z9nGV7EgJ6fy2GKDJIkEonkUMWwJG6AcYkT+dNaCrT8xl1aaxpLkiqeZRnaPmEIheU6abOBhLN6TrSj3wNAwxJ9wUR4HpB1d+DHIgYA+c8C/R5ls7+9nrvAsScwYCmdor9xv3MXsPshqlRpYYrgNVrXAo3fsYem9gM28tsupiCBJQnoEjT+DWZKmf1XZkXK7gU6A2RizPHMIGVpiKtEDmTfRM4jQOs6ioFYbMwabL6EmR9VHFSR6yhjmajJKyPo6ABWDQwSIHnRsYOL1qErAs9VMVNqfovOks/wfCAtiLhEzNEsfdp8ifZmQ8Zt7MHsDWJPAmAGYBcb5+5bNFmZQd16tUsiPZDwgYnZ6Ly54l52zb8Bux9kIOsjDmMCEk4HMu4A4k4UO6c3eoPUbuMEjbD9scSzZLnyVXogtXiXLptZyph6HYVqWkv43rUaVIT0p7MycK9hUJxAxfOUy5f0CIrTGcgcQ3KwUFZWhrFjx2LJkiXIzs4+0NORSCR9iY5dlP1WU4NSI+UqoECHmeLOuxggBMN2ERWsTAb6OwLRsoamqsEkiiMGcDEeUSh+/vadNOYUWZCa41j2GKxp394EbL0KqH4LAYNQczwDlY4yyrXrRQkDRu6kMEUwnF1Azfv00umq41zjTnGpyYUgrlLxAhffesn8MzOTbqrfZFO6CAM/B+JPU39896Ps4wh234fl8jx6Mg0NX7E3LZB6XsRAIPN2Y+bIIpRMBuo+1H98xEBgRIBS0LYtXPDXL6ZhsTkWiD+DJXnhueLzqvsY2Hiehvy1GSh40fhzVDoluG+TGkfu5UZOT9GyiiWfihWwJLM8tOJ5ZpTdxJ4IpM5i1juUz7zGH4F1QTY/1EiYBBT3gAz6IYromlpmkiQSieRQJSyLi8n6z8XG6RFf2PWAdoAEsDzOFA4UvKx9rB6ihgLD1gBVrwLlzwBtJV6PDaeUbvJ04yVKNW9DeMfe3sDFou18lcdbgA2nAU0/BjlHPbDjjx4pYL1KbcmXcAe7+h2g6QdXhieJ5U/RXr02bvVJb7PbnkDNjFWNiudYnuTOJpU/I37N8rndg6SGbymR7HRSWrr4U6D8SaDuU/gEpZYUykln/FE7sHQTdzIw+BsG6LUfULDDHA3EnAjEjDJ+r4mQeTtQ/7H+8tnMOwP/PqKg5zINzb/pCJAAwA5sudLzeSSK7ULxICnu1J4NkAB+vkQN5722/hSW9PnT+C1/yuewJ8uabPBigp9BbpwGx0kCIoMkiUQiOZRJnS0WJEWNDOz5401nObDr7/rPWfkKm8Gjj9I/JhgWV4lY+k3M/HTsBex1VIeypoW2aO3UUfYlOm7HrcEDJG8q5jKjtPsh7TKjmBPpS7Qit3sp3e4H2EfW7yEu8nuDxu89PlR66aoEahdS1hhgYCeKe4zTzoCpfC77vLwJz6ccec5jDG6cbQyQ4k7xLfcTIWooywvrF/N12vUA9i1mY0bzHk+aavz8wYg9nr5zW66A5gI68+7Qldb0sPtBAQNVO0s+jQRJieeyf61zr/4xRjzK9NC8nJnsQLLx3jT9yOMGfW0sUxtmsHIovJ+xcZKASHU7iUQiOZRJPJslVXowxbAsRouKF8X7BEKV5A1Ey1ou1DacCpSMB9YeQ7nutWOAqteNiVYE8nIJZVxXPU0wRWj6maVgUUeqXCuavRDhOUDZ3YF7jQAu1DaMDywR3hMYkSsHPBLzzq7gBsdqOFop/FB6NrD9xu4BEkDRkp23s8QxfjyziwkTQgtguuqBDeOAkgmuzIZXsNL0A7B5OrBqCJvne4OUS4Hij9U9hSIGAgXz2JfV23TsEVfObPpOzCjZjclKJU+9Bq/x440pHeph+03aAZKb5mXs1zRCeC4Qe7L4uOSZxq4nCYgMkiQSieRQRlHYE6T15WlJ4cI8WmVh7o0RR3sjY4JR8TKw5gguQrwV6gAuxjZfDGyYAHQ1iJ3XaLZL7Xmrmq9/UeWm/lN6Cw37ldLg6X9gyVHKZUDuHPY/hWVqiCW4cHYCmy5mNqWnMRKEAp7ASLFoy7EHwmIDtlzOEkctGpcCm1TKIEVwtDEz0PC/4Me1bwLWncwMZ2+QMN7LU+heKtFl/QUo+i9QvIjCIHaDproi1H9uLMAVNcV1Y7sAyH9e27MrfjyNa0XFJ/TQsob3kwgVz7IE1Aii2TA9VQASIWSQJJFIJIc6JitQ+Aqlr1Mu90gDA6yxz3sGOGKL/i/YrkrxOThaKF7QE1S/DWy9UnuR3vA/YOO5Yov5hImU5hYhepR6cGVk5xxOT5Ym5lgg93Gg/+vs60q/gSp5ex8XOF272PF6CWaEGgxvefik34uPj/2dmBR8/WfsIwmFvf/SXxrYuRvY8afQrqdF9Egg+x5midt3ApvOA1b258/yFJblGZHO1otdcPNh3ziDnk8AkHolMPQ3CiP4m0LH/g7o/x+g+L/BBVRCoeo18TFtGymDb4Sk37PUUA+mKCDfgJ+UJCgySJJIJJLDheijgIKXgFFNwNFNwDGdwLCVVLYSWViImrq6MUUYG+eNswvY/gfoVuxrWEJvIr0oZiD9RrE5BfOVMSxfHGSXvvotelKJUP0GVe16koQzqPIlghLm6wmUpuLxpX4CY83pFSGUezod4mVTte+xJK032Xk3sHYURUy8e4McLUDly8Cao4Cyv/bOtU0G+/5CDWCihgD5c4Ej9wDDVgEDlwCDf2ZwZDtfO9MUCmplrVpomSCroZi4OZIUxEMLoBlz8ScUEZH0KDJIkkgkksMRc7TxBYWRkrTIYT2zgKl5X3yxItoPlf5HIElniVb6H4DkIBLW1gyxa+8bl67+mJa5ZSAcrex18v9d+w5KxTsMlE6ZwpmZFCHpXF/VseijPCIOekibDTR+LXZNAKgNQRa58RugfYvYGGenvnJIo5T9nf14Wuz6u0tgooeJOxmGlpBxY0O/dlcDxWA2TQM2jAXWHQMsi2V5bc0HvafwphiU9DY6DuB7bMCbNFG2Xei7QRVRzF6tI7YCcScZv4ZEFRkkSSQSiUSM1GvFx6TN6plrV78hPqbxa7HdXPcObsbt6jvm5kSa0eZqlLElX6z/um7CC4IbxOqVB+82ztUb1fQzsPlSYFkShS5WZAMr0oHttwBtm8TOmXkHF2t6sKZTbc+fgleBxMna45MvAXKfpJKhKI5mY4EgwEByf47Tc14Rdcldf2Mg3JNEFNAoVoSoI6jSFwrNK2g+vP0Gmhrvw8k+qY1TKM/dFUCeO1SihhsYpFAVMVRix/AzaVQzcGQVKwFGbKDCpyU+9PNLAiKDJIlEIpGIET8eiBT44rckc4HbE3SW759xihnIeZgiCblPchEfN5Y9AvkvAUfuAjJv1T5P1DAucERIvZaCG2qYE8TOt29cPLDtJmDtsRSUcLZ5HuuqoYntyoFAuUBpmSURGPgFM4XBCMvhceF53R8zhQMDFjJYij6m++OxJwH93wQK5/N1MVLqpYQZN/dUDC6VjI7TouJZCPnoOLvoT9XTZNwBQEAgIfPu0K7XugFYPxbo1ChjbPwW2HCGgDy5TpJnAKZIsTHxEwLf80ZRLIDVtn+8uSQySJJIJBKJIIoCFL0fvCTMjSkaKPqg55qpjUp0KwbHWeLZozTgPRp6mqNZRlU6Bdj+Ry7ctMh9Qv/CPmqkdtYt8Wx95/LGkkLJ5vI5GgfagW2zgMpX9Z87PBsY+gtQuKC7PHXkUCBvLjB8LftJ1FBMlLge+hPNgosWsc9keAkw+GvfPiYjvk+heEXpzZR1G1dk/JrBMCIgYGSMFnEnAgUvQFeglP1g6EbG2/8Q2MA1EM0/9bztgCVRfLNHtL9RclAhgySJRCKRiBNRSCniYF4eUSO4wA21xMbnnCPFx5gTgIh849es/5IlPhvGA1ULqJpX/zkV41YNAtaPD17OF30U5Zm1MkDRRwMDP9UOKOPHAxEDxP6GxLOA8n/pP37bjWJqhKZwehEN+YHlQMPW0NMn90kGTiYBQ82oIUDiRCDhTCAyQKBhxCg0NQRz0ZhRvJdFMEUDNgOllnrQyqQEordEJFIuAwZ+AsSovMejRgD93wKy7gztOm2bxUyxAWZEjcpvq5HzGN+nesi4g+Imkj5LL8qASCQSieSQJjwPGPwlzUErXwBaSwHYgbBcLp56w7Mj7VqWhelVtwOAlJniZTJu6j4GSs8JrlLXsBhYOxoY8j0QlhX4mLiTgeHrgYrn+dPp1SMScxwX8bbz9WXKFAXIvp+N63qeB2sG4BBU2XM0MiAU7SVr2wyUP8VMlHfvUHgekHoNfyyJYuf0J3YMf/R61kQOBRInhXbNtOtpTKuX5Om92CtiASDoUeUtHlD/BcvvWtawFC8skxkS20WAWSCYdRN/Gn9aVtEHyV7PQD/2d+yFqv2Q95I5hiWryReJvx+rXoPQex6gZ1XTDz27SWOOAQb9jz5dNe8GnpMplvLsGb0sAy/pdRSns6fDbElPUlZWhrFjx2LJkiXIzs4+0NORSCSSwNgbKarQWgrACYTncNFlTen5a5WcDdTpVCtTwoDha8QzLwDQsZe+M3rNYGNOAIboWLg77Wy+d7QAliQgzKAC3t452nLo1nSg6GNg/YniprYxxzEzpJe6T4CNU4NfJzwfKP40cIZIhM5KNui3rg1+XHg+MOgr3o+h4HQCmy4Aat7WPjZqODDoW8BiwChXD2uOFffeiRlN+f+NU9WfM3MCkPeUMbERf/Y+Dey+L3AvoDkRyLgZyPxz8N47b7ZcBVS+KD6P/v/h5kNv0LaZ/WGN33vey0m/Z8BpjtUeL9nviK6pZSZJIpFIJMaxNwI77wQq5wEOv/KsHbcBSVOBnEd9DURDpeAVYN2JQNt6jQNNPNZIgAQwOyYSWDR9BzT9ou1XophDK/9zk34jF+R7HmPGCw7PY+YE9vik/4m736IBEiCmiNb4I1B6rq8YRCDat7JscehPvlLgolhTgMHfATvvYJbC/+9TItjHlPMoYE01fp1951OoLrbNxkyg93PtTdw4YMB/ei9AApiN2yoYJCWcDawbQ4EONex1wObpFDxIvdL4/HbcCex5OMh1aoGye4C2LTS51oNR+4De9E2KKARy/q/3zi854MggSSKRSCTG6KoB1p8KtKwM/LizgyIHjd9wNz+ioGeua7XRN2TrFS7/mwAL1rBcIG+OMZEDwGUg+rz4uIpn9q+pY9zJ/GnfDjT95NrRtrGsyV06JdJb5I2Iv8vO27UDJDcd24E9/wRyHjE2LzeWeCD/GaDfI8xitm0Es5h5riymLbTz+6NYeL3M29nvUvsBF/ymaCDudzTGNeIhJkryhQwOuyr1HW9NA6pfDx4gebNtFhB3CoMAUarfCR4geVP1KhB9JJB+g/axkYPF5wIAkYOMjZNIIIUbJBKJRGKUjReoB0jedOwESs407lMTCKuNCnsjNtLPKH4CRSRs04CiD4EjthgPkAAuQDvKxMc1rzB+zVAIz2VZUcpMijR495aYYyjBLUpkEDU6b1rWihvcVr4MONrF5xQISxwQP44Zuta1QO17wPbr2R/jVMn4hEJ4HuXhR6wHRu6meqGjHdhxO1AyEdj5F6B9Z89f140pEih6T19fjykKyLwHaF2t//zOLqD8GWNz2/uY4PFP6HuNki8RE/8AgNgTZZAkCQkZJEkkEolEnKZfgIYv9B/fVgLULuz5eUQUcME68FOKSPR/g0FCqB41RhfwDp3ZlP1N6jXiY9J0mgbXvCV+7q4qoGGJ+Dh/OquAksnAygHAnkeB+s+Ahi+B6jeB0rOAlYUMlnqDmg94/tKzmalpWMKyx933A7/lAxvPB7oMGN/qIfYEYNCXQHh/9WMiipjBbdIpcOFN1SvimxrNK4CmH8XGtG/ha6aFJUFcLTBNR4ZKIgmCDJIkEolEIo4RD5Ke9i3pTSw2CBllugmlz6Y3Sb1STFEsYgAQf7q+YzsrjM2ps8rYOO/x68YAdR9CVbyifRs9rarfDO1a/lQuADaey/MHxE6Rh3Un9V6gFHMsMKKUQhhJU1nqF300kHQ+MPBzYPgGln62avXuBaCrBugSfF2bfxG/DgA06eyvyn0MiDpC37Gp1wK2qcbmI5G4kEGSRCKRSMRp/MrAmG+p7NYXMEczIyWK7cKen0tPYE0FCv8NXYGfOR4Y8K7+bJwpwticjI5zs2UmM5Sa2IHNM6lG1hO0rmc/nJp4g8+xq8Wkw0VRFCBhAjDgLWDoMpr6DvgPJbndynFG33NOQZlxo1lUvePMscyeJUxUP0YJBzLvooGxRBIiMkiSSCQSiTh2A2ppcFI5q6+Qdp3Y8eZ4+uMcrCSdAxR9QFlwNSIGAYOXAlHD9J83+hgDk1FCEzloLXUp+unE2d5zmcy9TwFOgVK0moUU1jhQqHl3BUMJAyyC8v2WZPHrAGI2AZYEGjMPW8P3Z9QIlhxGHwP0ewgYuRPo94B+aXGJJAhS3U4ikUgk4lgS9KtruVEsVALrK8SNBRLP1d9L1e8RZqAOZhInAvE7+DdVzqOohmIGIoqB1KuB+LHi50z6PbA9Vaw8K368MfU0NxXPQdhctPIVLqBDyWDZmyk5LoRLKbHfA8avGwoplwL1n4qNSTpP3Fg2YSLf30Jy8ybeP6JEDaGnk0TSi8hMkkQikUjESTBQipYwqW/t8CoK0P/fQOJkrQOBnH8AaQbEEQ4EJis9hAZ+DAxfDQz7zVWiZSBAAgBTGJB+vdiY9D8au5ab5uXiY+y1oWd02jYBjkbxcUbm21Mk/l68Vy5ttvh1LPGUXhch4UwqM0okByEySJJIJBKJOGmzAAgGPEYWXgcaUwQwYCF7dOLGwudvNkUCyTPZB5Jxy4Ga4cFB5l1A4jn6js1+EEgYH9r1nAbVB42OO9DXDQWTFch/HrqXfKlXUz3PCFl3Axad5r2mGCD7fmPXkUj2AzJIkkgkEok4Ef2BlMv0Hx97MhA3rtem06soJiDpXGDQF+x5GPIzULwYKP6cxqJ6/YQOZRQzMOBtIOM2Ln4DYc0E8l8Esu4M/XpGVQT1LuBVr2twfKjXDZXEs4H+bwKKRqlh6rWhiR6E5wIDPwOsGcGPM8cDxR8B0SOMX0si6WVkT5JEIpFIjJH3DNBVDdR+EPy46GNpftmXSu0C4bQDjT8AFXPpxePGnMi+j7TZlM4+XFHMQM4jQObdQNV8qhk6mvn8JJzNfq2K54Adt/L3lkSWMqbOFl8s26YBte+LjYk9GQgLIlqhh/A83s/NP4mNs00L7bo9gW0qM0QVzwMVLwCdu/l7JYLll2nXUTI8VKKPAIatoCFtxfNA5x7PYxYbN1fSrpdldpKDHsXpdAp2Pkr2J2VlZRg7diyWLFmC7OzsAz0diUQi8cXp4MK3/Gmgda3vY2G5NDHN+IOYR8/BiL0J2Ph7oP5z9WOUMKDgFSBZsC/jUKdjF1ByFtCyQv0Y2zSg4FXAFK7vnI5O4LccoHOv/nn0fxuwnaf/eDUq5wNbLtV/fFg/4IitDCIPFpwOwF5HlT5zIvvKeuU6XTSZtddTnrurAuis5HMROdh4WZ9EYgDRNbXMJEkkEonEOIqJ/Ulps4DG74G2Ui7AwvpRCECv187BjLMLKD0XaFiscVwHsPkSwBzD8iYJjWbXnQS0bwl+XPWbgL0BKPpQXzBhsgK5jwObLoIulbu4cUDSFF1T1sQ2Dah8AWhcquNgE5D7xMEVIAF8X1qS9sN1LEBEEbDn/4DKF4HOct/HI4cwq5R6Td/PNEsOOQ6Bby+JRCKRHBREDAA69gC7HwRKzgB+DgNWFgG7HwU6qw/07IxT8652gLQPB7DtpzyQvwAAIABJREFUBgaKEmD7H7UDJDd1H7M8Sy+2aUD+c9A0yI0bBxQt5IK9JzCFMZiLHRP8OMUCFLzEfrbDlY69wLoxwO4HugdIALPP22YBmy4QN6+VSHoZGSRJJBKJJHQqXwFW9APK7gLaNwOw86dtI7DzdmBFNlD1+oGepTFETUg7dgB1i3pnLn2Jzkqg5m2xMaLPdepV7H9Jvaa7YETsGKDwdWDgJ4A5Vuy8WlgSgYFLgIJ53c10TTEUQBj6G5Ays2ev25dwdgGlk4DWNdrH1rwNbL+59+ckkQggy+0kEolEEhoVLwNbrwh+jLMN2Dyd/+5LPTvtZUDjN+Ljql6XJXdVr7EEUYTWNUDjj0DscfrHRA0D8p+lV1XbZsptm6KBhv9RQKL8KZZAxo0DUi4HrDaxOalhCgNSZvCnbQtLC50d7F9TADiaKPZxsJXa7S9q3gOaf9V/fMWzQOYdQFhW781JIhHAUJC0d+9eVFVVIT8/H9HRB7m7uEQikUh6j85KYJte/yMnsPUqGkhaEnp1Wj1GV4ASIT14K3odrrRvNjhui1iQ5MYcA0QNB3b9DdjzGBX0vKn/HCi7hyqEOY/2bPDiaGafUvWbgKPF8/uwfvQdSpu9f3qADiZEs4LOLpZbZt/bO/ORSAQRKrf77rvvcOaZZ+KUU07B1KlTsWrVKgBAdXU1Jk2ahC+++KJXJimRSCSSg5SKF8WMMh0tQOWrvTadHkcxqPql6FRpk/QsW68Cdv29e4DkxtkG7P0nsPGCnusbq34TWHM0UPmyb4AEAB07gbK/8PG2TT1zvb6AvQlo/Ep8XK0sU5UcPOgOkpYtW4ZrrrkGFosFV111FbyVw202G2w2GxYtkje3RCKRHFZUvrx/xhwowgsAk4F+FmmSyefO0Lh8Y+MqXgIqX9J3bO27DJZCpX4xFQ21ygrbtwIbxgOdVaFfsy9gbzA4rr5n5yGRhIDuIOnpp59GYWEhFi5ciJkzZ3Z7/Oijj8aaNTqa8yQSiURy6NCxTXxM+9Yen0avYY4GkqcLDlIoJHC4kzxdPBMXORiIHW3senufFDz+X6Fnk3bcql+VrX0rUP6v0K7XV/AX0dCL2eA4iaQX0B0krVy5ElOmTIHFYoESQMs+PT0dVVWHyQ6JRCKRSEKgj/mhpF0vJh+dcCYQ0b/35tNXsKYCSYLmral6+9v8aPwOaF0tNqZjB2XHjdL4PdCyUmxMxQs0wj3UscQB0UeJj4s7pefnIpEYRHeQ5HA4EB6uXmNdW1sLs/kwVXCRSCSSw5XwQvExEQbGHEiiBgN5z0FXcBdRBBS82tsz6jvk/lN/+Vz86UCawQxc82/GxrUYHAcANe+Ij+ncAzR9Z/yafYnUWYIDFANjJJLeQ3eQlJ+fj+XLl6s+/u2336K4uLhHJiWRSCSSPkKKhvR3wDFX9vw8epvUy4H+bwLWDJUDFCD+DKD4U6Dxa6D8OaByPtBasl+nedBhTQMGfU3VuWAknRea4auo1Lgbh4DoiD9dBqtnuvqwsbIIyReJ9ZclnQdEFvXefCQSQXQHSeeccw4++eQTfPjhh/tEGxRFQUdHBx599FEsW7YM550nmFaXSCQSSd8m5XLAFKn/eFMsfWX6IrbzgZE7gP5vAYnnADGjgdiTgfSbaSwang+sHgFsPA/Ydi2w5VJg1UBg/Tig7tMDPfsDR3g/YOgKoPi/QMJElxCGCbDYGGQP/RUY8LbYfeSPNX3/jgOMz1eJMH7NvoQpEij+BLBmah8bcwJQ8Ervz0kiEUD3ls306dOxbNky3HbbbUhMTISiKLjjjjtQU1ODjo4OTJo0Ceeee25vzlUikUgkBxtWG1DwMrDpIgBOjYNNQOE8wGxALe5gQbEAtqn8cdP8G1ByOtCp4qnUsIQ/2Q8CWXfun3kebCgm9molnNk750+cxODL0SgwpzDAFsLmbvSxAJ4XG6NYgegjjV+zrxFZDAz5Edh5J1DzdveMn8XGzHL23wDTYRI8SvoMuoMkk8mEOXPmYNGiRfjoo4+wefNmOJ1OjBo1CpMnT8bZZx/mzuISiURyuGKbBkABtlyh7k9jigUK5wNJU/br1Hqdjj1AyRnqAZI3ZXcBYRlAysxen9ZhhzmWanoVz+gfk3QuywGNknwhsOMWwF6nf0ziFN4DhxPh/YD+rwGdj9NTqqOMmw2Rg1hiJ4MjyUGKcPHvpEmTMGnSpN6Yi0QikUj6KrYL2HhfNY8+SG6Z7/BCIPVKIPmSvp1BUqP8KaBzr/7jy/7K50KRQkc9TtafgbqPuAjXwpIMZN8f2vVMkUDabGD3gzoHmFmaebhiTQHSbzjQs5BIdGOwQ5JqdwAzTBKJRCKRwPL/7J15mBTltf+/1fs6OwOyCYKAIIlRFJBNUURBIkZNIi7RJMaYxJtoFI03xtzrjRoTs2gSlVyv+tNoYsQVBFRQdmVTAWURBWRRYPae3pf6/XG6neru6q73remeGfR8nocncaZrurq6lvN9zznfUwn0+Q/692UgFRMfXpoh9gnQvACouaA8+/RlxtEXGPE6ZfaKzeKyH0P9UaVwWez/30BoK9DyksELFWDQX8zPgGIYpsuRUjgtLS24++67MXXqVIwaNQqjRo3C1KlTcffdd6O5ublc+8gwDMMwPY/gerEyu1xaXi79vjCEeziZRBz7J8CV47jrHAwM+C0wegvg/Vpp3k+xAsPmA8fcAlgr9F/jHEpmH71/WJr3ZBimSxDOJB08eBCXXXYZPv30U/Tr1w8TJ04EAHz88cd4/PHHsWTJEjz11FPo21fAxYRhGIZhjnYSEr0oWpKtpd0PJhtbJdDnp/Qv8hGQbAOsPir9VMpQ/aLYgIH3ULlfw5NA+xogGQJsNdT3VDkdUI6yAcoMw4iLpHvuuQdHjhzBfffdh5kzZ2b9bsGCBbj11ltxzz334P777y/5TjIMwzBMj8PqNbedxeR2jDxdObjY6qNsEWeMGOYLgbBIWrNmDb797W/nCSSAzBzeffddvPDCCyXdOYZhGIbpsXjHyNtOA0DFmeXZH4ZhGKZkCOedVVXFkCGFV2SGDBny+ZBZhmEYhvnCY/WR7bQMtlpyAmQYhmF6NMIi6ZRTTsGGDRsK/n7Dhg0YM2ZMSXaKYRiGYY4K+vyUhpKKUn0Rz4VhGIY5ChAWSbfddhvWrVuHP/7xj2hra/v8521tbfjDH/6A9evX47bbbivLTjIMwzBMj8RWB0CiKb/1FUBNlG13GIZhmNIg3JP0ox/9CAAwb948/P3vf0dtbS0AoLGxEaqqoq6uDtddd13WNoqiYOHChSXcXYZhGIbpQRx5BFCj4q+P7QeangdqLynfPjEMwzCdRlgk+Xw++P3+PItvtvxmGIZhvrQcnmdim4dZJDEMw/RwhEXSM888U879YBiGYZiji1QciH4kv114W+n3hWEYhikpZZiqxjAMwzBfBkz2FnFPEsMwTI9HWCTNmjULjz/+OFpaTE4YZxiGYZgvEhY3YKuR387Rv/T7wjAMw5QUYZEUiURw9913Y/LkybjhhhuwZs2acu4XwzAMw/R86q6U36bXd0q/HwzDMExJERZJr732Gh5//HFMnz4db7zxBr73ve9h6tSp+Otf/4rPPvusnPvIMAzDMD2T+usgZQFu8QJ1LJIYhmF6OlI9SWPHjsXvfvc7rFq1CrfffjuqqqrwwAMP4KyzzsI111yDV199FYkE11ozDMMwXxLcw4B+vxR//aAHAFtl+faHYRiGKQnC7nZafD4f5syZgzlz5mD79u2YN28eFi1ahFWrVqGmpgYXXnghrrzyStTX15d6fxmGYRimZ9H/vwFVBQ7+T5EXWYFBfwV6Xd1lu8UwDMOYx7S7naqqWL58Of72t7/h1VdfhaqqOOmkkzB06FA88sgjmD59OpYvX17KfWUYhmGYnsmAO4HRW6j8zuLv+LmtDjjmFuCkXUDva7tv/xiGYRgppDNJ+/btw/z58/H888/j8OHDqKiowKWXXopvfetbGDp0KADgww8/xI033oh77rkHU6ZMKflOMwzDMEyPw3MiMPhvwKD7gUQzAAtgqwYUnrbBMAxztCEskl566SXMnz8f69evRyqVwpgxY/Dzn/8c5557LhwOR9Zrjz/+eFx11VX41a9+VfIdZhiGYZgejWID7L26ey8YhmGYTiAskubOnYuqqipceeWV+OY3v4njjjuu6OuHDBmC6dOnd3oHGYZhGIZhGIZhuhJhkXTfffdh2rRpeVmjQpx00kk46aSTTO8YwzAMwzAMwzBMd1C0UPqEE07Ayy+/DACYOXOmsEBiGIZhGIZhGIY5WikqklRV7ar9YBiGYRiGYRiG6RGw5Q7DMAzDMAzDMIwGFkkMwzAMwzAMwzAaDI0bPv74Y6xfv174D5566qmd2iGGYRiGYRiGYZjuxFAkPfTQQ3jooYeE/+C2bds6tUMMwzAMwzAMwzDdiaFIOvvsszF8+PCu2BeGYRiGYRiGYZhux1AknXPOOZg1a1ZX7AvDMAzDMAzDMEy3w8YNDMMwDMMwDMMwGlgkMQzDMAzDMAzDaGCRxDAMwzAMwzAMo6FoT9LSpUtRU1PTVfvCMAzDMAzDMAzT7RQVSf369euq/WAYhmEYhmEYhukRcLkdwzAMwzAMwzCMBhZJDMMwDMMwDMMwGlgkMQzDMAzDMAzDaGCRxDAMwzAMwzAMo4FFEsMwDMMwDMMwjIai7na5hEIhLFiwAHv27EFLSwtUVc36vaIouOuuu0q6gwzDMAzDMAzDMF2JsEjavHkzrr32WjQ3Nxd8DYskhmEYhmEYhmGOdoRF0t133414PI4//elPGDduHKqqqsq5XwzDMAzDMAzDMN2CsEh6//33ce211+Lcc88t5/4wDMMwDMMwDMN0K8LGDT6fj7NHDMMwDMMwDMN84REWSdOmTcOqVavKuS8MwzAMwzAMwzDdjrBIuvnmm9HU1IQ777wTn3zySZ6zHcMwDMMwDMMwzBeBgj1JI0aMgKIoWT9TVRWbN2/GU089pbuNoij44IMPSruHDMMwDMMwDMMwXUhBkTR79uw8kcQwDMMwDMMwDPNFp6BIuueee7pyPxiGYRiGYRiGYXoEwj1JDMMwDMMwDMMwXwaERdIrr7yCuXPnFvz9LbfcgsWLF5dkpxiGYRiGYRiGYboLYZH05JNPwmIp/HKLxYInn3yyJDvFMAzDMAzDMAzTXQiLpI8++ggnnHBCwd+PHDkSu3btKslOMQzDMAzDMAzDdBfCIikcDsNqtRb8vaIoCAaDJdkphmEYhmEYhmGY7kJYJPXv3x8bN24s+PuNGzeib9++JdkphmEYhmEYhmGY7kJYJE2bNg2LFy/Gv//977zfPfvss1i8eDGmTZtW0p1jGIZhGIZhGIbpagrOScrlmmuuwdKlS/GrX/0Kjz/+OEaMGAEA2LFjB3bt2oXBgwfjhz/8Ydl2lGEYhmEYhmEYpisQFkk+nw9PP/007rvvPixatOhzk4bKykpceuml+NnPfgafz1e2HWUYhmEYhmEYGXZGgf1xIAmg0gJ8xQW4eEooI4CwSAIAv9+PX//617jjjjvQ3NwMAKiuroaiKGXZOYZhGIZhGIaRQVWBFSHgjSDwaSL7dy4FGOsGZvqBysJ+ZAwj1pMUDAZx5ZVXft6PpCgKampqUFNTwwKJYRiGYRiG6RGkVODRFuCp1nyBBAARFVgeAu5uAA7p/J5hMgiJJK/Xiy1btpR7XxiGYRiGYRjGNC8GgLfDxq9rTgL3NwKRVPn3iTk6Ea7KPOGEE/Dxxx+Xc18YhmEYhmEYxhTBFLBUYmRnQxJYKyComC8nwiLp+uuvxzPPPIO33nqrnPvDMAzDMAzDMNKsCQFxVW6bFRKiivlyIWzc8NJLL6Fv3764+uqrMWLECAwaNAgulyvrNYqi4K677ir5TjIMwzAMwzBMMbZG5Lc5mACaEkCNlJUZ82VA+JR4/vnnP///27Ztw7Zt2/JewyKJYRiGYRiG6Q4iklmkDGGT2zFfbIRF0vbt28u5HwzDMAzDMAxjGqdJw2Wz2zFfbEo6TisWi5XyzzEMwzAMwzCMECc45bfpbQVqeV4So0NJRNLWrVvx61//GpMmTSrFn2MYhmEYhmEYKSZ6JEqk0kz2Ajzyk9HDdJtaS0sLXnrpJcyfPx87d+6EqqoYNGhQCXeNYRiGYRiGKQcpFXg/CrwTIetshwIMcQDj3ICrpHVGXYffSqJnmaBjXbUFON1T3n1ijl6kRdLKlSsxf/58LFu2DPF4HIMGDcKPf/xjTJ8+Hccff3w59pFhGIZhGIYpEevDwAttNCdIy7ow8FwbMNkDXFgBWI/CDMvFFUBTEnjXwOmuwgJcXwt4jlJByJQfIZG0f/9+zJ8/Hy+88AI+++wzVFdXY/r06ViwYAFuuOEGnHPOOeXeT4ZhGIZhGKaTvBEE/tla+PdRFXgtCHyWAK6rOfqEklUBrq2mz/BmkASTFhuAU9zA1/1AHdt+M0UoenpkyunWr18Pi8WCM888E7/85S8xZcoUHDx4EC+//HJX7SfDMAzDMAwDYHsUWB0CGhL033U26scZbmBcsCsK/KuIQNKyJQq8HABmV3RuX7uSSIoySC1JwKIAl1YAKdAspKQKVFiBk11UlscwRhQVSXPnzsWAAQNw2223YebMmaiuru6q/WIYhmEYhmE07I0Bj7YAnyayf/5xnErljrEB360CBjr0t18aBGRGAi0PAjP81K/Uk2lLAgsCwNvh/FlJtVbgDC9wro+EE8OIUrQS0+Fw4MCBA1i6dClWrlyJSMTEKGOGYRiGYRimU3wcA+5rzBdIWj5NAL9vBHbrTGRpEejTySWkUv9ST6YhAfy2AVge0h8m25gE5rcBDzZRNolhRCkqklatWoXbbrsNLS0tmDt3LiZMmIDbbrsN69evh6rymcYwDMMwDFNu4ioF+VGB0Cuafm0857WfxKn0TJY9PXgEZlwFHmjKN6DQY3MUeFqw1LCrOJIAnm0F7j0C/M8R4E8NlL2LmPmimJJTtNyuoqICl19+OS6//HK8//77ePbZZ7Fw4UI8//zzqKmpgaIoCAQCXbWvDMMwDMMwXzo2hIE2icC5NQVsDAPjNPbWuaJJFLPbdQUbwmQwIcrqEDDTD1R3c09SOAU83kKZvdzDuy1GDoOz/MDZvm7ZPSaNsPHhqFGjcMcdd2DVqlW49957MXToUADAL3/5S1xwwQX429/+hg8//LBsO8owDMMwzNFPTKVg9a+NwO8agD81Uj9Jq0A24MvKcsG5P1pWhLL/22fS6tpbZLtICtgWBd4J0//GujgD8qbkcUkBWGniWJaSSAr4QyPNpyqkPyMq8O824MW2Lt01Jgdp80OHw4FZs2Zh1qxZWdbg999/P/7yl7/ggw8+KMd+MgzDMAxzlLOsnQRRMCc63BYFXglQ5uPSSsDODfZZHJDIlny+TTz7v4c6gEoLZZlkOMWd/7NDCWBpe75Rgkeh7/Asb/nttYMpYE/c+HW5vB8Fvl763RHmmTYqfRThlXbgeAcw0lXefWL06dQIrf79++OnP/0pli1bhnnz5mHatGml2i+GYRiGYb5AvNQG/KstXyBlSIIyTPc39uwSr+7AjOFAImcbq0I24TIMtAPH5TjlfRABfnNE3yghpALLgvT7XVH5fZbBbN9OuBvPrfYUsC5k/Doty7o58/VlpiRzhhVFweTJk/HnP/+5FH+OYRiGYZgvEFsjwMJ2sdfujAHPc5lRFhUmemgqdbaZ6gPqBP+WBcA3cmYkfRIHHmw2NpAIqcBfmoDPTGR6RHGZjGBd3ZilXBsCZA/J1ijQZCKTyHSekogkhmEYhmGYQiyVXA1fHQKi7PD1OWN1St6MOE1nG58F+GmtsVCyAfh+NXBCznDal9qop0yEsCoujM3gtQDH2uW3G2kwcLec5JZAiqCChuEyXQ+LJIZhGIZhysaRBPUcyRBRaTgqQ0zyADIJEAuAyQVK6+ptwG29gNl+GrSqxanQdv/ZK78XqTFBWQ0ZNoWB9jIackzxyr3eAmCy5DalxOyhYE+T7qHMbXUMwzAMw3yZ2R8v7OJVjH1lLNU62qizAef5qJFfhBk+oKZIhOe1AOf6SBDtS1D/klMB+tsBd4Hl82JubIVIgOYTnS7ZCyXKqW5gSQA4JKgixnuAmm60/640mZowux3TOVgkMQzDMMyXhNYkuXuFUhQUD3MCvcscCZitFCp3hdEncbLW3hujPhGfBRjjBsa5CwuF7uSCCjomrxoIpXN9wKyKwr9vSgIrglTSmJm95E670vkthT97yGT5Y7CMZZMOBbi+FvhjI9BoIJROdAJzKsu3LyKM9QCvSZae9rEBgxzGr2NKD4skhmEYhvmCsy8OLArQ8EptLKkAGOEApvvz+09KRYVJwWF2OyPaksD/NgM7Yvm/25U2jfh6Dx3keVEF8DUXzQfaGO4QkjaQwDvDCwwuElCvDgH/aMkv3wqrwBtB+nd+AZFl1pa93HbuvWzALXVkLf92ON9UosYKTPEA03zk8NedDLADx9mBjyWypIXKJpnywyKJYRiGYb7AbI0ADzfrN9yrALbFgO2NNJ9ItsdDhOMdQLUFaJbMKOgZD3SWQJIG2B4uknWIpgd5RlTgfH/p96GzVFjIynucmwSI3wpUWYzd3t4KAf+vxfjvL2gHFCX/s+dagYtidjtRDsRpbtMJTuA0F3AkBbQkASuAY+yUQbL0oLlb36oE7msUM8AYZAcmdWMP1ZcdFkkMwzAM8wXlQLywQNKiAni6lVbdR5d4cKVFoUDvpYD4NkMdQF8TzmVGPNlaXCBpeTkADHcAx3ejG1qGlApsilAG6UNNBswC4Csu4EwvMKLIfkZS9P2KsiBAIrVeEyUOdwLH2IBPJeogB9tp1lKpUVXgrTAdj9yBsgNsJPYneHqGOGpKUAY3mCJRe5wD+EkN8FATWaUX4jg78ONaKilkugcWSQzDMAzzBWVxu7hlswoSBqUWSQAw1QusD4sF2A4FuKRIT41ZGhPAexG5bd4IGoukSArYHqWSNYcCDHEAVSU0B4irVB74rs6+p0A/fzcCnOOjcjw91obzB78WQwX1a12S08MzzSeWjcpwThlKFpMq8EgzsLHAd7kvQWL43Qjww5ryl/sVYl+crqctEfqetPS1AbP89J2sCAHNGuF+vINE3smu7i8P/LLDIolhGIZhjiIiKQrInQrgKVJiFUiSBbMMe+PAnljpG8Xd6fk8f2kE9hcRSm6FAttyNKqvCsm7s70boR4mvWGuRxJkopDbB2MBcJKLBEUpSs0eLSCQcnm1nQalztQpEXwrJP++a8P5ImmCh7KTInOvZvqAk8tQMvlUa2GBpGVrFPi/ZuDamtLvgxHbosCDTYWH7h5MAP9qA87yAnfVU3lgDIA3XT7J9AxYJDEMwzBMDyepUqC8PJhtODDARnNfxroBZ45g2hY15xC3JVIekVJtpQb7t9NlUlqxVGGhWUCTvPS6cmBmIGcSwOFEvkj6KEaCT69cKgUqjXs3AlxZRbbTZtkVFRMEGV4JUKN/bqDdZGLQTjBFWcjccq9vVtIw2iXtQItOn1mNlQTSxDL00hxKkPmEKJsi5RH9xTicoFK6QgJJy9IgGU+cyX1HPRIWSQzDMAzTgwkkgb805fdeAFRa9I9WYFE7cH1Ndh+PTHmVlrDJ7URwWEgITfBQOVJEJYFUbyt/aVHK5OfK1RdHEsBfCwikrPcDlaZVWoCRJksYl0tmgBIgEXFuTjbJrFFgoe2m+qgk7N0IifGISlnAE13A6DIaJSwPymcD3wwCV3WhSFraLnftLU4LWy6t63n0wEkADMMwDMMAVFr350Z9gaSlKUmzYho02RKzDd/OMgZr++PAky3Azz4D7moA/tAI/KkRWBigkqNyYrZPKHe7V9uBoGAQnALwooRhRda2qny5JABs0NnGzCysWitgK3IuNCSp9C6ZLv2st1E/VjnNEt6R7Ckzu41ZIikylJChJSVWTsl0PZxJYhiGYZgeyutByhaJ0JYCnmsDfpDuwRjupJVQ2Vme5ZiXpKrA/Db9QZotKWBhO5VvfacKOK1Mc2HGeahJXobB9myBEU5RuaAMe0z2eYVVc+WSAZ0vfJJXfy5UMSYV+B4+SwD/aqUMUq5WfLGN5jV9q7I8A3nNDKaNqCQ4u8LpbnfcXAb3gyhwShn6t5jOwSKJYRiGYXogSRVYKdAgr+WdCNCaBCqt1NvzFZfcKnVfGzCsDCKpkEDSkgDwfy1UdlSOgHGIg3q4REUnQMNZtWyPivWa5PKuiT6vUg5vPdlFs5T0eoh0/wZoFlMun8SBPzUUzqTFQYYPe+PATXWAV1IohdOZmE/jJO6rrdRvV5eOVh2K/PG3oeuswKMmRBxg7pxiyg+X2zEMwzBMD2R7VDyozZACsE6T6TjXR0M1RZlRhuGpn8SNBVIGFcA/Wsj2uhzMqSIBIMJIJ3Bqjlgz6kMqRMhE8OxQSLTKoifGrAplGEWElwLgqup884dIiswqREoNDybItlyUSIq+97mHgH+2Ui/WyhDN1vrlYeCBRjJtGGqit2hIF/YjGQ30Lbgd9yP1SFgkMQzDMEwPRFYgZdDOXBnsAK6qEnvYf92fLwpKwXLJbFhQ1e+rKQXHOWhAp1FQeqITuLY6v5m+q/u8JptwPZtcoExuiAO4oba4e6BXAX5YTSVzubwdBlolzskPomTOYUQ4BdzXSKWQejO9VJCd928bzJWCTulC57jj7IDHxHd9Yg8YWMzkw+V2DMMwDNMDKZUj2WkeMh94OQDs1OlL6W8DzvPrB8adJanSEFlZ1oY6Z52dYW+M3M22poe9uhRghBP4XhVlO1aEgMa0qFRAweoZXmCUE1B0gt0hDnN9XmZLGMe7gQUBoF3wDQfai7/XEAfwm3oaqrsqRNkZFWTbfbqHRHKhbJOs2M1sc3lV8dc80kxrZJn0AAAgAElEQVTZRiOCKWBhG52vxWZtaam30syqrsJhod63ZRLHKlMWy/Q8WCQxDMMwTA/kGJNP6GN06smGOYGfO4GDcWBzpGMY7XBnecuRgilz/RbNnXS6i6Qo+N4czf55PC3a1oeB4Q7gF3UkEhIqDeY1KpeqMdHnVWcl0WWEqpIZwo4YZVTcCr3Xj2rI4dDoOFZbgesEBqdaFWC0i5zrAikqPzzWUdwBL5wCDphwkfjIwCziYBzYEi3+Gi2tKnCGG4iEyF2vGFUW4Ce1XW+tfZaXhveKlmbO9HVdzxQjB4skhmEYhumBDHIAA+xiJUsZ3Apwqs6q9O4Y9XgciNPcnyoLMNYDDBJt0DGJ2eBPL4sjSlwFHmgCdhkE6DtiJD5uqssfFluMc3wkNEWzSecIBMGrQzQv53BO4L+wHTjWDlzo7zBEyEUBibDLq4wH8bYlycJ8TTjfKW6EAzjbRwIqF7M9Ynrlc1rMZKfWh2ko8b9ayagkVytZQOLyW5UkaruaOhvw4xqabWY0c2yGj5wHmZ4JiySGYRiG6aGc6aWBpKKc7qGSnwwN6Qb63TnB9T7QCn6FBbi0Eji5TPbDHoXeo02yPs1sFg0gEWAkkDLsS1AZ4iWV4n9/iAO4rBJ4stV4sOmZXuOemOfayP68EHvjVI52RRXQzwasCVGmzZKeTTTJQ/9rxKEEicLGAhmY7TFgexNwvh+YlWPg4baQGJPVSh6DzNyHkrbkAJVJ2hTgmhpyclwbAo4kad9qrVSm2R3iSMtQJwm5V9pp1lVuEm6QncQz2373bFgkMQzDMEwP5XQ3udytE+jrGWwHZld0/HdDAri3oXizfVsKmNcMXK1SZqnUWBRgggdYVEQE6FFoRo8RSRVYIZmdWBMCLqiQM2WY6CWb9RcD+pm+WiswzUciqRirQ8UFUgYVNIT357Xk0CdLMAXcX0QgaVkQACot2aYRdoX6tWRK4wDgawa9NmYzVFEV8IC+g3PL4MhYCo6xA9+rBi6poOPWnqJz7Dg7lTcyPR8WSQzDMAzTQ1EU4OoqwG8hAwK9GFcBNadfVZUd6P9vs5gbmQrKVg1xdMyjKSWTvZTdEW0zqhfs4dHjAxO26SGVVvvHSQqzUU7geAeVMG6Oks23UwGOdwKjncYldqoKLAmIv18KwKtBylLIsjJo3MOj5eUAiVttP88Ur5xIskF/1pIWjwXiJ0YaBeYc5LqauApsDKddAdOZv342Mtdgjg5YJDEMwzBMD8aiAN+sBKb7qK9oc6QjIB/mpOC1T87TfHcsv8SuGAnQbJqLKgxfKk2NlUrFHm8xLtdypef5mO1JOmLCXACgci0RkiqwKUK9NLti9HksIMFUzBVPj21R4JCkQNgSAZoSQI1E9JZS6byRoS1Fn1NrCT/KSWYXOwRL5M72Gfd6fdUF7JE4TwGyAXf28AE2G8I07ymQI9j3xWlY7rF24JpqoBdH4T2aHn6aMQzDMAzTniRHtaRKjfXfqABu60XN6bkCCZAvOQOo7CxZpiGu4z1UelQsA9DLSiYKAzqx0m569wU2bEgAdx6hDN2HsY5NUqAMywNNwO8bxe269ezYjUhBvo/nYEIui5ThvRwHP4tC7nkiA10ne4DZAmVwEz3yq/VTylAWWkrWhugcyRVIWvbGqRTWrKhnugbWsAzDMEyXEFOBdSFaQY+o1Aw+yknzeQrNZvmy05QAXghQ2U5uPFWV7hs515dvcyw6R0ZLe4rK88rV9H6qG/iqk/qr1oaBliSt1Pax0ecYJVCiZoTZckGj7VqTwB8Eenp2ZRzzao2zHWas0c1sFzI5lFhvO7cF+Fktle+tCAGf5pxnwxzUhyVqBFJhpYzTYsGetaEOyiStDVGJZCDd5zPYQX1s5SgXleFIAnhCIGMKULbuf5uBX/Qq+24xJmGRxDAMw5QVVaXG/dfa82eHrA8D/24DzvNRo3tPpi1JZUubwiQo7OngbIrHXJ+IEZ/GgT82Fu4rakkBLwVoFs2PasjxK0PKZABeLJMUSlG2aYtmztIwJ2UNKgWF1aEkieXRTupHGe0ytq2W4UQnmQ6I9GJlcCvAyQYGA8+3iZkeAORE91qQXOKKYbavxsgxLhcZQwotzgLb2RVgqo/+7Y6lnfYA9LHrZzWNmO2n62mVQUngIDt9T784nG9fviNGBhhfcwFXVpGY6w6WF+gbLMSeOPBxDDiOjRx6JCySGIZhmLLyZGvxACiYAp5tA5qSVD7W01BVamRfrGM+cCRMmZHBduCHNUBViQL+SIrKt0SC/fejwNOt1PeTodIqn02ygAwiclFVEmOvB/Pn3uyMAYsCZD3+7cpsoabl3TAdv9w+KUsrzbQ539+5MrsMVoVKuBZKuOmN9xTP+rSnqMdEhpVBEv7FBpl+1QUskHT9syuUSZGhnx3wKkBQUjgfXyBwP5QgMbAxncmxK9RjM8VLJZOyw1sVhc7dEU7gjWD+ANo6K2UakyrwTFvhv6OC+qiOpDN5RoOBi9GapGvPCnIqFPlbCZUWEWRZEWSR1FNhkcQwDMOUjRVB4xXiDMuCFGzJuoyVm3+1UfBWjN1x4HcNNBtFZjBpId4Ki2cuAArOzvd3ZGXGukk8yfBVl34waCRyk6AMW2MS+ElNfpC8OAA8X8DFLQXqtfogCvywGhhlkNER4VwffXYRQ4BjbPkzgXJZHwYkvQXQkqKy0hOLfJ6BDsqOyBgXjHEBXsng366QiH1Nok/NqZB41JJS6VpYHswuJ0uqlMnZESNB85Masr8WIZICNkaAwwn6m2PdwEV+On5Jlc7noQ4STr9vFPub++JkmnBVtdjrtZ9vcwR4M0S2+5nP6FSoVPRML9C/yOdqTcoLUSC/ZJHpObBxA8MwDFMWVBV4XXKl/HUThgPlZEvEWCBlaEgCT7WW5n2XSx6HFCh7keEUt35WqBhn6Mz0WRsSF7kfRIFXcsTQulBhgaQlpgIPNwMHZdWIDg4L8NNaYITB6vxgO3BjrXH5WrMJ0wNATORe4BcPxFwKCUAznOGl7UWZ7MkvWXuihWzoi+mAhiSJmcMGgX8kRULmlkNkP7+4ncrlnmoF/tREIvcEJ9mpKwotoMjoj/VhICDxvcXT59+DzSRute8VVeka+J8jwLIi9zOTrV+6Ja6RFN0DHm0GHm4C/tGS3q8yGasw+rBIYhiGYcrC9pi8xfG+dI1+T0FUIGV4L0Jlg52hNUmOZLJs02SObApwaSXNlBHhNDeVO+WyVPLzr8hxyJMpJ4uq1LdWChwK8JNaGr46xtUhEJwKzZT6aY141s+sl4RIgDUy3UNj9FqXQn1nfUyWJNbZgGurxQxSTkq7J2p5LwKsESw5bE+RoCpEMEVZ1zeCZOCSS0ylIbu/bSCB2pZ2dpQhAfobIqgq8Eiz8XuooExaob/rt5gLqrX9fEkVmJ8Wj0+1UkZ5U4Suqz81AnccodJVpmvgcjuGYRimLOwxKXb2xntGjX5jgrIjMqQArA4Cszoxb6hUrmenuCngfKKleDP5aW7gO1X5P98dI9EqQ1sKeCdCjoXbotS/IsP6CHBxSr6kDCBxuSqd+coI1UoLlZrdUUlugGbc83qbjJT0ttsdowzBxzEgBuoV+pqbSg3XhKncS5uRsCvAqS6akSUjkNrSx2JblEw23Aq5B15XTRkbvVlHfguVlJ3nyz9Ob0qK5Z0xygr21dnnh5vE+uWOJIG/NAIXV0jPmwUg3pO3LUrnrCjPttJ34sg5R10WEpibJAVdprw4qQIPNhUf2HsoATzUDFyeAibqZH6Z0sIiiWEYhikLcZPBvtntSs3hpLm5O7LZs1xkyqK06Dl6jfdQT8fyIPUtZXomLCDDhDO8hY0ADpgsfdsfJ5H0vmSwCNB3vzNKwkGGtSHgyZZ8m/TWFDkrLmmnYPssE+VqY1zAMwqJDVH62Mj5L0NbEvh7c/5spGYA+wNkEHC2D/hNPdmIR1UqAxzhlBOMSZXcIlcG84/FzhgFfVO8ZLKxKUIlaXYFONZBznB6xhtNyewspSirQjQEWctHMfFhtAAJnV0mF1sSgt/Xm5JmCyGVxPwEnd7JKV45kVRh6XBWfCFQXCBlUAH8o5X6owb1gMWkLzIskhiGYZiy4DdpYODrIYXgZm20zW6XocJKBhZ7JUXKiZqgvCFBZgoH4rQKX2WhYa59bPTffouxTbJZrZcpt9MrpRJBdru3QsBjRcq7AMrOPNNGpXNTJYWSI52Nkik91A48DaaoT6dYVi0JEnKhFHC5TlZPhJRKQqxYViQB+hwtSeCaaur3MaIhYW6xQG+ArWyvHSCfzc1QIXAfiaSo71CWdSF9kTTCCYxzU5mcEQqAOZVkdBJJyQ2AToG+x++xSCorLJIYhmGYsnCyC3imVa6h2a6Qy1pPwOz8nlIMY53ipYZ2UWwg6+tAEniilcq2cgPbNWFyc7u0EqgXePqLBJl6ZHoszGbEZLYLp+TMMv7dRlkq2e/2Aj/wYYxmIBkx2pltgvHPVvGyw5UhYKRTfBirlqVB8bKxjRFgaFBeMHaWHSYEz9440Ncm36c31kPC8f0oZaPi6ezc11xkiw5Q/5QZw4W2IhtdmRa5xYSSLf26TMZ0XVh+cWBTGPhmhfnFKMYYFkkMwzBMSQim0kNWQYFypVW+Rt+MxXEuLemhrx9GqSfHayHhNdZdfB5OLn3t8hbNQL51shlOdQOvtgOfCQaGU7wkin7XQGWChfg0AdzfSDOdRhuI0RNd8vN1LKBSO4CCfRnbaYDOneMl5gCtCcn1cGVcAL8u2TPmtJAT3v82A1sLBPoKKItweVVHT09bkoJZGd4IyouklCpvMvJGkHqQjLJJdVb6bLLZpDqd4N1Mv10SwCQPmSaIMsBG/XT/15yf0Xo5QCWoF/jFFgv00CtLbEjQeyZA94BxbroPvaPpM/NbKAM1yUNmGhnMmNUkQO83kkVS2WCRxDAMw5gmM1tkeSjbOrcqHQyc4e1oHjfCZwFmGsysKUZMBZ5uoRXc3IXerVHguTb6+9MkVs/P8BqXcmkZ6uhYpdaSaaTfG6cVbb+FxMQop76ZgEMBrq8hR6sjBnVvp7qp3+b+xuICKUMCVJb13/XFh9+ama9zkqvjb57gBOqtYvuU4RS3XLmlmeGda8LyIgmg8sTraymbtDxIs3SiKuBRSHBO8eYH3WtD+b1BRuyMUeZJxjDig6jcXC2AvpftMePhtDU2KiOT7UuaqLNY4LYAYcn9tAOY5KVsS+4wYj1soGzu00UyjLtiwJ8bgauryNxDZGizFu3g421RYGk73WO0t7nMPfA39XQ/siqUndUbtmt2VFIJHPOZIrBIYhiGYUwRSZHTkl7w1JICFrbT3KPzfTQHpVhGosJCoqCXyadSXAUeaMxvjNcSVoFn24BAKt/iuBCnuYEN4cLZAy1uhXoMtERTFKytC+f3+LwVptX2SyqAk3QyB3U2sqle1E7Bdijn+B1jo0zAZA+VIm2TWI2OqpRRMXLhO9dH9s8iQsdrAWZr/p6ikCh9VFBkOhTgHMnyLzN26y1JEveiTndHEiSKNkfoO3AowPEO4PvVwGCDnhCzg0JlRdJ+k9HygbixSAKAMzxyImmYQ9/ZbrSTFlRkGO0iwf6TWuCvjcDHRT6rU6FrdqXAeyRA5+Y4j/gssAyZnrNig5Iz98D1YZrbVazE02uyNNXsdowYLJIYhmEYaTJ2tdsNAvOoCrwYAL5bBexLUDAS0KzaVlloxXmyN3teiCwvthUXSFqWtANDHGK9T1YFuLbGeI5KhQX4cU12FimaAv7QWLxcryFJQvM7qn6Znt9KDmGz/cDmKNlcWxXq0dC6p5lpiF8VIhFTTCz4rMDPaoEHmooH/JUWCmJzA/txHspwvGQwUNYO4AfV+lm4YpiNEUW2S6rU77Q6lF9q1hgmkTvMQedHoeyXWQ8PWfOPzppsGHGSGxgfAdYKlA76LIXNJ6Z45UVSpr/LZwF+XgdsDJMluVYsZcrYJrrJJEOUBMgsw66Iu2oOcZAb4Kqg2KDkw0ng/ibgF3WFzVJOdsu77FVbe8aohC8yLJIYhmEYadaFjQVShgSAl9uBX9cD5/tp1TuSnt3S365ffiJDNCW/ErysXdwgIqVSWU6mzOqdSEdQ2t9GgZ9ev9PTrWL9TCpoltFAu75I+Cydyfgo3XzuTTefD7B3BF2yTngArXS3poxNDGptwG11wNth2o99GrFUbyWBe7qncC/ZTD+56i1pz99PBeTKd77fnJ1xvU2sBEtLL6txH05Kpf4jo366nTHgvgZgboEA2Kz5h+x2lSb7+ESG6Wa4soqyaCt0RGOGOistFhTKgvWzU9/hBsE+xREOYLhmMcCmkCHDWA8Nmg2mBU6tlX63KUzntQxbIsBlVWSUYrRptZVcAZPpxR9RDiVIbJ9dIFM63EmZYZnM4ySPublfjDgskhiGYRhpZDMXnybI2Wq4s/SzPdaH5WbYADSrpVhJ06G0MNGWuVVYKDC5s54GRzoUCtD0aEuSkBQlCWBZELhCswIfSlE/1Hs6AeWHMZqrMsMHnOcXnwmTi+jqucNCfSET06V97SnKAtbbxGykT3HTvz0x2vdML89XXSTCzDLRA+yWcLcDxIZwrgmJG44cTFAZ5xU62ZPxHio1lfl6+tkoU5HLjmj+INqT3VRu+TU38M82uRljToV6yAqxM/1+u+PU7+dLz/S5sZYWCjaGKStsV8jgZIqX/p7RosdV1UCoydjae7CdDEYyZK7JTC+YWyFzkcmeDiMFM+55cZDAv76G5g/pWZcDJNiuqiahtD5c3OFOjxVB4KwiRhkXVQB/axJz2+tlzXZQZMoDiySGYRhGisMJ+dV7gDIRwyWcy0TZZ2JfVFA/hp5IWhSgVeLceLMt3WOwuJ1WnvXmpGRYFZIvgVofJgMGt4Wsrf/QkJ21ySWmklAKpajcSBYF4iYJgSSthK8IdRgEWEFB8Rne7NK/XJIqCb3V6W0VUO/ZBI9cxiSlkiCJpChr19cGnOYhQw5RBz67Uvx7yyDrFLdO891p6W2j4FqmX2xKTvDbnAQeasrPSgZB5+KSdupNG+MSK4fLMNatn/0q9H6B9Pm/qJ0yIr/tLSaQc7ErwE9qaFFgRTC/363aSosR03y0EBFLLxZs0rG135f+/BM8ZG1vxj0PoO2+4gbudJJl+Nth6l2zgnqrJnmye6z0Fi6MOJSk87dQSeloF/CddEar2L2jl5V6nDrrAsoYwyKJYRiGkaLFZANEa5HtwikKglrSQfQxNuArAqvSgHlnKL3sy+IACY9iJEGBjBXUc6OHmfK3qEqldYMdNM+nmEDS8moQmOqVC8QBctbzCARaH0SAh5vz57gkQfN2NkaAU1zA1dX5mbUdUeDRZqA5Z3n8YIICzTorDbkt1lvRniKTiZWhbAe3ynQ/26WV1IBvdFoqAK6qMhaGu2PAfsmTKqZSYK23uv/tSuC3DfnGG3oMd2SLuLYk8PuGwtkNgITDsiBleaosYuVm1VZ9J8nWJNnIF3PKS4Hs6SMpWiwwg1UhETTRTQsumc9XayUjiUwZWVwF/txEbnTF9mdlutfR7Iwyd/r9LGmnQiN7/KCZ4UqgBQ0t26O0OBJIUUB+rB34aQ2J3Q3hbPe6mrR4nOJlgdRVsEhiGIYpM3GVHnjvRegh6VBoFswEj5zdcU/BbA+R3nZtSZpb8nY4fxW4Kl3idZ6v+HuWqh+jIWEskLQ81UrlYnqr8TJlT7nbtaeAdZI9VgfjVL4mEohnmCxQrvNhFPhrk7EQ3RgB1GYyX8hkFz6IGG/bkCRzixtqqSE+lwNxci3MFVkA9VMtbKeA8RsVlOFoLxC8uhRapReZPyQ6+FV0uz524IY6cmYrJmBGOoFrq7Nn8DxdpPwrl00RGi66NFhc5NRZgf+o1bd/f6pV3Ep8RYjK3WSHP38cI+OFTRoRMMBOjnHHO7L7bBYGigskLe9GyIVPFrdCBhwyOEzeAzPbbY3QQkjuHLSNEQrMx6XLeg8nO2a9DbJzD1JXwyKJYRimjLwRJBGQu/K4JQq83AZM8FJg01nzgq6kj40eHrKxZN+cJ05jggLkQkFgS4qO3YdRck4r1P9zmpuCZRmqLPmBUbGGdD2iKjmcnakjNsyUv2W2WxuSn3+yIwZ83S/eTH6ik+yYjXiiVfx73hShhYCT3JRlmNcstm1cpfKuu3pnf8dNSZplYzTDJpgCFgSoV+ZAgrIKR9JvXGOlxYhcY424SsF3KEW9OYMcnV+wKHbuDLTTXKqM+UUmU2UBZUzP8FJZnrZ8rTlZ3FFRj3cjwO296LxcHsw2AuinMRlx6XzWpgTZnMvwZlBcJMVV4PEWypzksi8OPNlKLog/qaGerLgqZuWtZVuM7k+iQ5gB6htzSH73Qx3y341XAY6x0+f/v+bCvUcJULnugTgtHsgMwGZKC4skhmGYMvFSW/HgPQ4KMhoSwI9qepZQSqoUBKwNUbBqAa2IT/TQYMmT3XLGBAqowTpDQiVbaZFV8u0xKm/7XrX+7/vYqUxph0S52SRv/qrsWjODSUP6ImmMmwJVGfrbKIh6VVLwARSgD7BTX8z8tuIB+0gnOXQZrUpvi8pnVZaHSCStlTTTaEuREYC2fHFRQHzIZ1ila+26Gn0r9QwtSRr8uSacnXWyg4wlzvaZL9ky2i7Ti3W+n671fjbK5hS67teExJr4teyM0bE800v/mpMkWF0W4/6v1Sbeb1uU7l91BtFkxi3QSFi0pYA/NpJb4P544cxgIQ4laC7bQkGzDK8FONuEAcLpHho7ILOYMd5DQvSxIgJJy+44ZRKvKnDfY8oPiySGYZgysDkint3YGqWV8AsEB5yWm60RsqTOLQ3al6BV0L42GjK6PiyeefmqC6jRPHE2huXsbteHKVNSaNjsxZXUuyHSuH2MjVymtCRUebcqoPAw01FOKmsSLZUCOsrfTLY7IKlSn8fxDspgbghnZ3KGOKgc6RS3mCB/y4Ro3BYlIbLSxNymlaEOkRROUdZFhs0REgWFxMC+OHB/o/73HAeJ2g1hKsuT/e6soAyNHg0JKoFbG8oWji6FPu/ZXv3z+rDJsr/DGtdGlwJsipKTXESl/z7RBYzTMW04ZKLXUE2/n5FI2hgRz7yEVcoqjTDpgllhpez8MwaLBV6FHO3MuCt6LVQF8Kbgee5UKFv4ertcBn5dmEpJZazamdLBIolhGKYMvC6ZDVgeAmb4C5eUdRXvhqlJv1igfjAB/LOVhMbrAkFCb1u+PbKshbia3ubiSv3fD7RTmc6DTcX7cvrZgOtr8wNEs4e9UCWMRQEuqaBBsSJCcqC9IwNidqhupsdkkAO42kFDaA8nSDxVWY0D2VyaTQbNLUk5AZzhU82y/JaIvFNZCiS+9WbRNCcLCyQtCZAJxASPXKnXSS79721nlGyd9bJqEZWC7LdClEnOdX40O4hWBWVuXgyQoUMs5w9tjQLPt5E4m+XvKPFTTb6hiKgXFRMZPkqXzZkhBWCqj7Kyr7WTQNR+NKdCJbrTfYUXXUS4pIKuLyMrcxsoc1thkc8uJ0HnoZ7JBlN+WCQxDMOUmM8ScqVfAPVV5JYbdTVtSeARgYGKAAmRzRFgTkXahrpAgDXSCXw3x1EslgI+MuH+ZhSMDHPSwNqVIcpkaDNhA+yURTnNo990bVXkswdAtoW4qpKrXSBFmYXBDspKPGHgvDbQTivamf0a5yZbYxn62PLnT3kttA9mMdskboG5AF97jMxk9YDC5Vmvtov/zRSAT2LUdyJiGlBlAS7REe8H42RckesKmEtEpdfdUpdtD2267M9CQq9YOWw0XZ7YlOwo5zL7frUG2x1OiJsvaDliMpNWnb7XnOCkf0cSJLoyBggjnfpmK7LY0lbmLwbofqN3DzzOTgs7QxzA3pjxuaCHGadMpjSwSGIYhikxZub2AMAncWBcaXdFilWh/FXnYhxOUgndb3sD6yNUqhRIUvBQayPXObtComW4s8O9THbwawaRAKPSSj0f5/mo8TmiUvAnkkWZ5AGel3C3y2wTTdFnXBHMLlmygDIMV1QCu+JUMqjNjvS3UYnd+Bzh1tcuHqBnmFwGcX2MjcrnZLCDjnWFRbyfKIPWbc1sRtWms10sJV86uDcB/LwGeKW9uLV6vZUyk3olfgsC4kFxVCWTEu3wVDODaAfaqS9JtF9wbZjs1zPn4auSGZ/BdsrYFKNQSaoRDoXOJ5nbqd9C5YRaetk6lzEqhlWhcrjzfXQP3BujbKTfQn2JAzTHxqzjpcw9mSktLJIYhmFKjN78nXJuVypWmehBWRmimSITPPRvR5QcqjbkBmkBYIANOM8v5qqmh1sgcG5N0j6tCnbYRjsV6heZ4gX6FwnoJnqABe3iwUyFhfp/fldg6GsK5Pj2TgS4qILE5GcJ+vt+S/Hg8tvpHiuRIHuwnYwoSs0kD5VryTDGTbOXxnnks2HjND09xxoE3oXQ225HTM4aPcMHMeBndSQUlwcpc5oElWYOcZBl9clufWHWasKZ7r2cnqreNsqEGGVQtUx2A0skv7NlQRJJfe3k+LizE4Nv9TBbyupQqH9OpkRtgkf/+ygHhxO0MPJehBZ+HGkr8Sle/Qyuz2SmzqxTJtN5WCQxDMOUGNP2z93YnBtJic9H0XJAs8z7VogsfgslEPYlyBZ6tp/ExYeyw08NrIY3hMk5KnflOaqSvfeKEPVhXFyRbbWcwWcFrq4C/i7QR2QDDSZ9sNl46KsK4Nk2Eg8TdDI+++MUbO2NdwioMW7gumpgXkvxwZVDHdTPYnZuSzH6SroGKugYpjrZQyVuotrEBhKpGQY5KCvyiUQaodZKhhm5yDqkZcgc90zZlqrSueRQjEsR34sYD7fNJZXeTjuQ9tL0IFqRz3CiE6i2AUck3/jTBPVODXMCcyqBewUH3452Fjar0FJvo3NDVqfW28ihb0dMrD+ur436jMpNUhKXEjgAACAASURBVAX+0Urug7mfaW2Y/g13ANfWZA997WOj7LHsoOJTJOdQMaWD9SnDMEyJGeE0J5ROFQg4yoVpR7X0/34UKy6QtLwQKJ7R0SPXQjyXd8NkMWwUU78eJMFSiFPcNNDTYzC89qe1FLjJBPEvtGVnC9uSwB8bgDuPkHHHnjjN+dkeI3evh5qB87xUzlOXI6CHO2g/b6zNDsRKzdXV1HMjwmx/R19UnY1MAUS5qCJ/kUDWmnmqjq070PnBnxkUhay0RXq1iglbme3qbcDPa437fk52UVC+vxOlvgBlN2+sM/7OM++nPRY7o2TV/+dGGgD8bCtZclcXEK/FUECiucpKn7/e4PMPtAM/q6WFiHKSUmmhZ7XBTLUdMeAPDeTSqEUk86alxkpztJjugTNJDMMwJcamUMZgsUS50XCHeTenUuBSqCxN1lEsE0wtaZcTWjsj5DR3QHBVdZy7cF9RPG0ZLLrrrwdpBXxgAVODr7kpa7U+TKvFjUkK2uqtwEQvBYhWhSyGZWhLAZvCZB4RSFKZ3uEiK+RhFXg2QCLpf+pp+5hKgaCeMPosTsFuHFQKOMLZebfEaivNrHm4uXADuVMBLqzInxc1009B5YIi14EC+nxTdTIAYz0kHEVK/k5z59u6ZxjsoBVhWd0yJOf8iKTonPgsQX+r2krnkZ6rndnjrifo+tqB/6onY5c3g3RM1PR7nOyiwDuzrybbf7LE+wA7cGc99TUtD3UIKBuovHCKBxiqET0fxYAnW8j1UsvWKF1rJzjp+t0qUTY4ytnRR9TLBvyqnjLFmc+fYZiDMm8nubpmztyqkHgZ5f4E8FwbcJnG2XNc2jVRZHFFAS0emDVQYToPiyTGFAcyD2OVHsYjXeUp9+hu9sXpX0KlB+HIEgQdTGF2RanxXU03249wdu4B8VmcBvLFVXJXG+nUnzTfWSIp6htoT9H5MdgOTPNSUCNS+uJU6GHYVeyN0QM8Yw090knC7lS3fF/SuPSAxC2S/RcHksAPq8gowWg+y4nO7EAjl41hcpST4c0QcGUR5zcb6Bwcn87u9bYBx2sCwyMJcwYdmyIkkp5oLS6QtDzfRsFgIae69yJkOZ/bS+KzAKe7aXaSmTkre2IkYlMqZYWcCp0f+zT3/lM9+TN3PksAu2P0mn524JZaKkF6W2Nc4VbIKGCKh4YBZ4imgPc119LkdDZhcQEHRZdC4uzraSvrT+MURGeu+VFO+h5Hu+g4iVJlodlemX16PkBzjnJ7xJ5vowD94orseTu5AkuUwQUyrAfiJIAmeIDzLHQu6mVNzJb65gq9T+J0PKd46Fgc56DvOLdMdUeUskaFLgUVdG/8LEHX0lqB/qJqK3B5FX2HH0Spv8umkHj7RS+630ZVOoccJbyfH4xnl7yOcub/fVkr87fTc44y14cjPZvpgabiQskCKrUcY1BdUOpnZmfIfd6OcgLOo7xejUUSI8U7YVoZynVd8qQfeNN95md89CTWh2kq++6cm1gm6DjH1739I18kUiqtVi4P5s9WqbVSycXZPjkRviVC8zFyeykywxvP9RlPnxehOUnB21vh/OBpuIMc1pa0FxcBboUcrY7thFWzKG+FaFU+NyNQke6VGSspkpwKBcjvRMyV6+1PALf0AhamA9DcILjWSqvEIx0khJLpfT3Bmd2cbWbo6fow9V/kNnnHVbr2V4Tye7T62Gh/png6V07VkCATAFFU0Pf2PZ1z5IU2YFGBTE17itzKNkaoFKle8Im/Nn2e5AZxmfPk0kp9C+WtEepD0r3u3MAve9F1rIDupdqV/+YkXStvhfLdD4c5aM5WWKX3CKt07mUyFC4LHc/XdISiO33Nj3PTa0SzjWf5aP/CKeCPjYWzaBlzjl0xKgvLCL7BJnqq+tuyMzQAHY+lRb6Lab7srOLJLuBfrXIDSx0KCUKje/EkDx2XzL24PUVzyUQ+YlOSBGzmnljo8hlgB75TCSxrB1aH86+zwXbah1KWJr+bjmtyeyQ9mudFpRX4OCae+c4QVeleM1mT5aywAjfX0ufLPdZ2UMnvVG/hZ0Iq3WP5ps73VJP+nmSfmZ2hq5633YGiqmbHhzFdwf79+3HWWWdh6dKl6N+/f7fuy/NtxuVD1VZ6GHdn2VBn+WcrTasvRp0VuKFWfjgjk01CBR5uAjYblGEMtgP/IVhvvjBA7mrFqEj3lMj2xWjZH6fae6PZKzN8FBAuD1F9fgZ/OsiZ4jU/n0QUVaXMxWoDMdHHRivgRq/LcGUVfYY3g8DTrfL7Nc3bMRw2lgLei1KwbEnvSzQFLAvlL8r4NQGizwL86pBxNkqPe3tnL+qEUzRw9GODqG+0k2zG726Qf89RTgqeCwmbQtgA/LZP9rypN4J0vxKhlxX4z17F58OkVOopMVrtP8ZG93mtZfcrAZoXU4wKC13HA3KuuwNxOu4tBtfS+X79PqeXA2S3XYzK9DmzSMBMYryb5lspCvDXRuP7U4Y6K83pylQbrE/3yYlydVXHnDSZa/ZnORbk/9dMGQxRJnhowUD2XvxqOzBfsuR0bh0dpxUhKj0NpCiYP9ZOCxC1VhKlRvPKpnqBbxUYLC1DsUWGDNXp58WeOPBYi/x7nO3tmKOVUsktUZvJr7eS0LSBesJ8Ra7RRLonyigrOij9PZWzXxEQe95mejj7deJ5WypkY+qjPBHGdBVL28X6KzJTzc2usnY3iwLGAgmgG/j9jZT2Z8zzZItYALI7DjzUZDwRflXQ+IYNkLB5oJEa583Qlv7+RYZTvtJOK93/XQ/8Vy8KEm7vBdzTm/o4yi2QAApeRYTPZwlgd5QyJcWwgIKqjFOby+SKpTZgd1hodfgcH62Cbo+Ss5verKBAiu5Hvz1CWZnODD3V8lCTsUACgC1RuieaCUAGO7IdAUVJIHu4Zlw1FgZajiSNs4TPB8TKoT5N0PWT6WNZHTIWSEDHddeque4CSTGBBNDnXZFzf14RFDsOrSnKkF1ZWXgRz28BLvR3CKQDcXGBBNBzYb3m+J3qplV0EaZ5swdJy1yzf2nMtq2f5Rcvu6uw0IwfM/fi3O9ChBVBWpiY5QfuqAd+3we4qzeZQBxrp3NBZKDzsiA9rzvDG0GxxYrmFHB/U74JgygqSBy93g7cfpj+1nNt9B0/3kL/vTFMmd5iAgkA/tEiVja6R/CZ2RlEn7et6cUns8/b7oRFUg7hsMTySydIJpOIxUyMoO4G4unJ3KI0CjyMeyKRlFyj/aGk3PwGJptDCbnjtyNGrl+FSKaHMYrSkpKvL8/wZlBuUObLAXpI9rFTpqa/vetmebSn6OEsysEkBfK31FGJkjae9CjUHP/r+myXppFOwIzWKzQvaUk78JrAd3M4SQFGLxNv7s8xP9geLX5+5bIuAnxV0rHLAiqFMe0kqAl4Noblra1XBAsHTYEklTiJsj9B+5CSvO5ac6675SExgZRhQaDjOCQlhWJziv79Vz1VAkz10jk+2QN8r4oWLs71d/TdLDdxf8jd5sIK4LJKykboUWWhmVgXa7Iistfs/kT2XLJeNlq5rzSI8KotlIWKQ/5e/G5E3mocKFy2CJBAl8kIL27XX6jcFaXjtzhAgXy7zt9MqJQFEaUpad45sMpC2Z9/t+kLwKhKZg53N2RXG+RyOCG2iJFhZ0x+GLQoZp63Zq6n7uaoLBZqb2/Hn//8ZyxduhSHDx+G3+/HiBEjcNNNN2HUqFEAgDfeeAMPP/wwtm/fDqvVinHjxmHu3Lk49thjP/87V1xxBdra2nDnnXfi7rvvxvvvv49rrrkGW7Zswd69e7FkyZK8954xYwbq6+vx2GOPAQBSqRQeffRRPPvss9i3bx+qqqowffp03HjjjfB6O6KI4cOH48orr8SoUaPw0EMP4ZNPPsGjjz6KsWPHlvdglYANOnXBRqwIAud49WeR9FTe1ukrMWJ5MHumBSPO8qD83Iw3005JerwXkQu2ABLzM/1yrkjJ9ANNhuYk7d/XusHie3VIbmI9QMf5F72oWfuySsrcWBTKZKwJ0SwiFWljAw+VkH3NBWyQ6LMZZNd3l4um5FaIDyWAESb6uSZ4sjNQZgSzCioVigmeyKe5qbzGbN+mdjsZE4IMh5OUBeqrU/ayOiTXxwLQMXMqYjNstKwKUekcAKyUPO6tKQrQT0n3wsksVgD0bDrXRw3uIwxErsxQ1Qx74lQ6qm34n+yl3sr3ImRKEVEp+zrSSb1Aufcfs9fseE0maoCdHOFWBfP763pZaZ8meGih4BkJZ8gMsvfADMUGNctmpiIqPbczCzZrQySOcucQPd1K58v5/o6+vEypnwzbolQOKDNPzgbK9r0jcL1mKnF+1Uvf8MDUMzNExlql5l2Tz9sZks/b7uaoFEl33HEH3nzzTVx++eUYMGAAmpqasHHjRuzatQujRo3Cc889h9tuuw1nnHEGbr75ZgSDQTzxxBOYM2cOXnzxRdTV1X3+t5qamnDttddi1qxZmD17No455hj0798ft956Kz744AOMHDny89fu2LEDH330Ea666qrPf/af//mfePnll3HRRRfhO9/5Dvbu3Ysnn3wSu3btwmOPPQZFoxJWr16NRYsWYc6cOaioqECvXr265Hh1FlnXKoBWSw4mekYNqigyjdQZDiYocOx1VF5J3YuZ82pzhFbC9cS3me+vNUUrm8dJBNl74mJldrls7iaRZOY474lTaUSFlYK9WBJ4pDnfzW13nEwB6qzUkP1etHgQlEFB4Rk668L5jftG7IwCva3iq9AW5M9cMnOcPowB11RTL4eRwDjOToITIIMM0b4v7fba+4zZ0p9Qge1kysoyfJz+/mVpS5H7nU2RD7QAupZOcZv7zlpSdB4PErjmZe3wM0RUwAFy+1oeInEUTvfeDHMCZ3jyDRq0dPaazdCcpB6Xb1fQsfZYqPS3tzX7Hmrm/T6IUvZYNplUqAywIZFvIS7C5giJpKdbCy90JEBiamuE+nQGOcyd700pyj6KWNJnONEll6VrSNK+TtZZfDXzPW0p8szsDGavvU/ihV06eyJHZWi3fPlyXHfddfj+97+f97tgMIi77roLl112GW6//fbPf37eeefh/PPPx2OPPYabbrrp858fPnwYv/nNb3DxxRd//rNAIAC73Y5FixZliaRFixbBZrNh2rRpAIANGzbgueeew/3334/p06d//rrRo0fjhhtuwMqVKzF58uTPf75nzx4sXLgQgwcPLs2B6CJEJm/rYfYh3l2Y3V/ZgI4hzJxXKdCqvVPnhm/2eygUNBbCdHDaTedJZ87rCpAt7u8bgGCR/W9IUpAywwcsChYXSpl+phMLrG6ayZB8mgR+XA080iKWDb68KtuuOa7KZ1EAOne+4qLSpmfa9C3B7QoZAVxS0ZFdGO4k84NcZ6pi5A6hNGt9XMiS1+x5Yrb/NKyaD0Ay12wprvkjCbKxjqrUIzfK2ZGx8yhAk+TfVkDf+aPN+cFxSKVFgHVhYKgDuK4a8OlkFTtzzXpVEuArgsA+zfmlgBw3z/Tm92SZuTepIFt10ZlBGQq50nUmzljSLpYJDqrAX5qoJ9TsMT7RSdb4Ir2L1WlTBlkhuTyoL5LMPjOjqvm+0UJ01fO2uzkqe5IqKiqwbt06NDfn28asWbMGgUAA5513Hpqamj7/5/V6MWLECKxbty7r9W63GxdccEHWz/x+PyZOnIjFixdn/Xzx4sUYP348qqurP//vqqoqnHrqqVnvNWbMGFit1rz3Gjdu3FEnkAD9gFRou6Ps7DIddBxFqeOehJnjlglASvX3APmHR1e9T6kwff0q1G/yYFNxgZQhAbKbvr6GbIhzLycFVF70s1pgUpESVbMP30orcFNd8f4kt0IOYhNyskg2mHsYZu5xw5xkb31LHa00n+KiXpdLKoC5aSewR1rIKe2pFsqizKkUFwkjnfnB5TATq7F+C4kzPczaBZs9r52K+ffMHPfObL8zPd/n9sPkIvdMGzXR33qIMoOfxEkAy3KCA3i0xTh7sCsG3NeoHzSatm5W6TP9ozVbIKV/he0x4MFmOge1vWlm78VnGhi85OJQgNMLbGP2PmVXSCSJEkj3xJk9xt60Q6NRiW9vK1nCi4ipXPYnss1NMpj9nsphBW762jvK4qWjMpN000034dZbb8XEiRMxevRoTJkyBV//+tfRr18/7NmzBwBw2WWX6W47YMCArP/u3bs37Pb8mrAZM2bg5ptvxpYtWzB69Ghs374du3fvxjXXXPP5a/bu3YuWlhaMHz9e972amrLXoLrbwtsswx3yq0XFHsY9leEO+SbHGqu5pnGGgjyZJlQAON5R2MlsmEPO9hagoHmgZEnoQDsFhrL9a8Mkm/xLxTAn8JHkg7q3jXpnNkfEB54CdEz2xcmpqjVJ/RehFB2vAXYqT3u+rWNQ6LF2ypBoyy868/DtYycXwfejtJL+WYJWcautJFpOc+sv3igKnVu5cz6MGJ4TKB3n6CjdbE0CT7QAz7bl9xEsD9Fnv6gCeCFQvKzrRCeV9MVUIJ4iwWVLz6V7ISBW3phhgqewYchwJ5VsyXCMjTKCsiV3rvR1Z1EoWyO7Qp457sMc2W5yIngUasD/Z6u+gUZm7tGWKAlZC+SMNups1AMkwsEEuZxdnjMoebhTPrjuYyOht03gHF4eovNodnqAtdl78QgXLYhsEvz+L/DTdb8lkj0gtp+dnqPVVvn+No9FPpu5KkTlwaL7ncFnoX21K7TYsz1Ggmtzek6cAjLmOcNLx8WqmHfAjahArsP5cCfQIFmmO7TIM7MzDHdQRlQGj4nnbXdzlIWxxIwZMzBmzBi8/vrrWL16NebNm4eHH34YDzzwADJjn+677z7U1NTkbet0ZkcqLpf+UtHUqVPhdDqxaNEijB49GosWLYLdbv+81A4g04ZevXrh3nvv1f0b9fX1Rd/7aGG8h6xhRZuTgeIP457KRA85JcmU3UzydN9066OdM7zyD+ZiJhmneWhmh0zANc4jn0F0Wmg7mUZ/r1La4YcyTPYUH95YaBvApMVviCy8K60dq8avtgO/b8y/hxxMuzUNcQA/qCZhNsxB/Q4yVFk6+nUsCpUBjZbMApzhlRdJuSVwGZqTwO8aijd4742TiPtuFa36rwp29OcooLKvsW6gJQn85kiHWLUCOMlF+zvZQ4NGRXArhfcXoL/1qsAMIS1TvMAYN/Bsq1i2MUNmACxAzxfRzwDQ5zgtfS2NdZPIkMk+DnNQaajRJnEVeKqVgl1RQ5Ih9vyBpEa8HSaxrLXDN3PNDneQ+BHl1XYqvau00vdo9l783Wog1Wy8kDrdR1mcWw/lGyYMSQ+IneQRs5TOYIO8kQFAPXH9bLSwItN3drq7o5JBSQ8z7m2lxYLdsY5h19p1U5fJChW9DO0Uj3wvY7FrvjOc5u6a5213c1SKJIAEyJw5czBnzhw0NTXhG9/4Bh588EFcccUVAIBevXp1yjnO5/Nh0qRJWLx4MebOnYvFixdj4sSJqKio+Pw1AwcOxNtvv40xY8bA4TiKOtEkcVvo4hSx5AVotaBcF2Y58VtJ3Ik+aHwWElaMOQY5qDRFZOUToJXSk4oEvg4FmOoTtwR2KlQaZYapXnJSEn3ATu3C6ee51NjogSbaPFxp6RA3uS5RIhxKkL1uZpHkpTbjEQIfxUhU3FJnbrFiorfzjklfdcn1CQ13FDb8eLhJzAErqgL/rxX4TT0w00dGIgmV7i374lTqmBuEJEGZm40R4GQn2ahvMRCVTgW4rqb4TK46Gwl50dXhKguJHYdCAa5ocOtMX6cZzvRS4CeamT3T25ENdFroWhQdUeFS6HsRjeviKpWcnuo2zlgNtJNz1wOSTUyxtEObdgFI9pqtsshnYJLocPcc7KDyMVELfO292K4A11aTe9vyYPZCgw1kVnOyizLIhbLSH8WBj5rp2vdZxK3tJ3jImtsMKYXOJdGxHy4l+zsKpyhTvCmSfz5tjNB3ckkllcrqzXorRn+bvgPmsQ4SZqIVL71tdOzLgSN97S0QPH7O9PE+2jjKNB3NFwoEsu/GNTU16NOnD6LRKCZOnAifz4eHH34YiUT+0y63BK4YM2bMwIEDB/DPf/4Te/bswXnnnZf1++nTpyMej2PevHl528ZiMbS3S45U78F8o4Isfo0QeRj3ZL5VSeUtRrgV4Mc12U5CjDzX1NADwYgaK/W6GAXC5/toddkIu0KZi3qTy0S9bbR9of4oLWPdFAB3J5dV5ZeG6eG1AD9J99AA2XN5ZMgMGd0ZFQ9gG9LlaX5r4b4FPbxKvlOdGawKnWO1Atd0fxvwg/xCBQA0o2W3RKlUMD3k1KJQuVEvG2WY7tcRSLlsitJDfKZP3zVMAS1E3FRLpTpGXFFJZVRG+C3A9bUd2Y8ZPhJMRthBpYO9NdddLxsF2SKLCKe6810Rz/eLZWkdCvANf36vjhHvRYGL/XRsBujcL6qtVEZ2U628pXSGwzr7dFmVWN+Z1wL8qAbYasKtbZNGhP1A8F5cq3MvtijkNnhjHXB3PQ3MvrUO+G0fOm4vBcTKdleFKKh3C5wLJzrped2ZTM0FfuofNCIT12TMXsIpMrPZqCOQMrSkgP9tpnNeNkwotsh8TbX+eZiL6DOzM8z0d2R1i5ER0maft93JUbfLwWAQU6ZMwTnnnIMRI0bA6/XirbfewjvvvINbb70Vfr8ft99+O2699VZcdNFFmDFjBqqqqnDgwAEsW7YMZ511Fm644Qah9zrzzDPhcrlw7733wul04qyzzsr6/bhx43DJJZfggQcewNatWzF+/HhYLBbs2bMHixYtwu9//3ucfvrp5TgMXY4lHVQuaacp1bmzKTLlIbMrqMb4aMWq0APnlQBllHIfegpo5fbCCv1ZI4wcXgtwcx2Vc76ls5psA5XzfKNCbLaMkm7MH2CnEp7c1VUFtGJ6QUXnbUhPdFFj7gtttHqa+7CsttLg1bN7wLwwh0LNxi8HaL5Jbg2/BZRJubAiO4CttMjbnTuVjsDlDclyvS1RsgL+ViWJJqOyO1f6ejU7dyiXWhsFd/PbaFBqrtZxKSR6L8wpj9IiU/Kk3UabXXmyRbzX6L0oMNZDg1A3hclwIA4q+xnjzv4+jXBYyKnv5fQQztwSOgsog/CNimw7ckUBrkpfd6/rXHcAXXezC1x3IzPXUoCG+uZdSxbgTJ/+7D2LQoNgB9iBN9ppWKwWBTQPabZfvowToIzLthhlKyd6ydns0wSVwtVYafEhU3Jt1sBSbzuH0vFdGF2zXou5AcXa77dU9+IaG6BdP1gelHNxXBemQb8LA3Q/yD02fguJiBk+el6f4JTvS6uw0PliUYDvVwMD03FNrh29Avr7F1Zk99L8o1Usy66CjqdMyWYva/GFPq+FDGpeCNDiit73dIqbSjhLdV8shEWhcuGBBs/b2RVilvs9kaNOJLlcLlx66aVYvXo1XnvtNaiqioEDB+KOO+7AnDlzAACzZ89G7969MW/ePMybNw+JRAJ9+vTBaaedhpkzZwq/l8fjwZQpU7BkyRKcffbZ8Pnyl4PvvPNOjBo1Cs888wzuu+8+OBwO9O/fH5dccglGjBhRss/dE7AowHl+4Bwf1R9/EqcHuT/9MP6izAqyKsCsCvqs70SoyTeuUsA4xp1tHcx0HpcFuLQSuNBPg4sPJToGlZ7m/v/t3XeYVOX5P/73mbazM9sLKL0uooA0QUQFBRUrxZaoWGOLisaeb0x+SUxi1MToRzAmGjVEYxCRoFFjEAQiRKpCkGJEFJC2vc3M7pTz++Oe2Z2dnXKes7MFeL+ua6/EZeZMObO7z32eu8RvkZuMpgHnZEmAssUnV/X94RSm0Zmt29+2RX8H8IMiufK/ydvckKC/XTpjdaV6NZsmf+wvypYAYH9AdopyrXIlPj/O+zzOBeytUXucyB/4mqB6wxcdsiCcmQPcWSBpd6s8rdNvIp3yZuUAvdJ8sSLHCtyQL6ky6zySzqNBroL2sMkFom0NMhuqb5w//N+YGEB6MCAF3k6L7ESppjmurJeF0TgXME794Vuwa/K+XhzzOckLf07yEvw8aprUop1t8ueun0OK4Q8F5HEjP0v97BIMJPtZ0jSpeTnHLS3kv4567DFRgaKZmU5Ay3bR/RyJF3xGdiFV7mf0Z7bR5A5W7MtI9+9iwNyA2G/8wB2FQHlAnkd1+LPQ0yZBS4bWvENySiawSLEmLrpm2qIB07Llb8Zmnzx2ZF0zJrP17kdlUM6FUSHI8x1poF16vlV2aFN1BnZagO/kSuAfe57624E6XX4GCkPp//0YK9nf2zGKF2m6Ik3XdbMXP6gD7Nu3D1OmTMGyZcuO2O54RHRkqg8BDx1S66D242L5w/xlA/BkufpjjnRKakuEX5cAdK9f6pRywrNsdjTKFe+qoCx0jrNJ4feYTGNpkEbputSGfFQvC6hovW1yVXtiVAOXHx4yVyfx2+6yCP1LlaQdqXqsm1zFT6c9jfJcIvVVRTapG2nPbAFPCFjjkQYIjbpcOT/Z2dwtLBm/LgvYrQ0SdGaEdxrGZcou2bu1ao0BIq6N0zY+Hl0HHjksu6BG2SC7gNlJApCQLgvQTT75mbRr0uzkNJe8PwDw6GH14PrUTLkgkMjOcJfIPX7ZUcu2SFBymqs5JTeZ8gDw/w6rPSdAUunuKmz+7/1+uRDwibd556TQKj/vp4ebGSw2eF6zLNKuP95FoYPhBirRO4UTMlsO/n2nxngdToRDA37dDVjjlYY/sZ+PjHAzkouyE1+ESGVj+NhfxFyk6W2X4cUTXO2benekUF1TH+ExHhERtRe3Reo4FhjcTZrsbr5yaXZmYGwdlF2TdLJIG56V9dLkoUW8oktx9JeNkip3a37LhY1ZQV3qChK1Ct4bAF6tlivEtxXIc82yqAdJVjSn76kW4EdUhlqmObXFfj8wvypObVWDLMQGOoDr8tJ7lTioy7n79BaLegAAIABJREFUt6d1F8T1XgmOL8lOPGPrwzrg/brWu44bfHLcKVmpZ9vEE0kZMnTbcNOiRQq7r6MzkwdIa8MBQOzn4lMfsKQWmJgJXJYrj/tatfHHBRJ3Cy0LAM9Xth6OXB6UHYoltbKLMSVFraXZAbGR1EJdB96qlU58scqDknL2bp2kfJ3pSt163RWuJY4NkCqDMiMrXkOEjz1Sq3VNnmQOqNa0AfJ5Lg0277hsa2i5K1hsld2gz3wSiA7LMD5nMqTL76BEXe/2+mUO2EafDC8+0rrLdTYGSURElNDZWXKFfnFt8pqLM13Alc3NP+NeqTUi2f2W16UO2GpCwNMVUtcwsI158K9VG5ulsrUBeKlS5kONdcqVdxUjo3ZJzK5hIvfbHZ7dsq1Brro7NUlNnOw2Voe31w88VZZ8gburEXi8TJoVpKM2MxgeWpysS19NSBaDtSHpIhdtYbXUQiXi0aW2pzxTdv9UFrrDMtRSrM8Kp/wZ6WhWaAUuy0n876k+734dWOGRHZCb8yU9NbZeOJFBjvifh/IA8ERZ8uM06jKTqUFvfS6itXXw9qKa1F11/TrwQqXsPvcN18TF1kBZIcHoRdmt0z4rwq83tpYt2r6ADP6dU6C2qx4t0szGokk96zBI8L+srvXFiMzwhaHzs1LvLC2qMdYWfFuDDLS+PV1XUo4RDJKIiCip87KluH5Fvfxhj7Q+j57ZEzsst9gm809UB9memiCt6XBAFmZG+MM7QL/sZr4u7KBfbSbJJp8U9U90y4Jc5WVHX9E/zpa6pXcsK4BsDfi/chmkG60xnC74iVfSFG/OT9x0IqAD8wx01QPkav+8ChneG53GUx2Uq+8bvK2HBp+QYHfvH7XGX/OSWqlTOjHclWy9N3mAFG2NV9LmjAZJFgDTFDtT2sNdEv9QmbxRxPE2qbtLVFz/ZYPxz/uORtlFu7MA+F156vPX3Sq7rfG8UmU80FpSKwF4ohqtIqukrKnurA7OkFRPo2NHQpCdz193l+YaX4Q7TEba6Y9yJu5E+3xl8gApwh8O5E80uUMdu1uYLLD36vK7drNX6vSOS3AhoiIILFeo+frMJ5+rdOyyHyu48UZERCn1tgOz84Anu8vC+CdFsuAe7pS6oG/jRAXJhv8meoxEuz8r69W6h1UEpY7DLDNd6lbUy6Is2dX1WKOcLQPMM9yS4qXi5AzgxarWAVKszxuAZ+IM9Y3Y6FVL9ysLyq5JxNs1UpP1dq2kE9WEJC1qk08W7784LKlc0fy6+nsdvbhcqlgf8r8GSRVLxQKpRTKzoHSGuwTeVygtpiNrXAukG96t+VK7V5TkMvUyxc/7xx5pMvBAUeJ2/1ZITdGDxfGDhm/9rWtaUknWwdKiSd2QCivkPisUPxO1oeaW5iUZ0sjjwmwJzhMFSP9raF1nmIxHT3yBIZm+9papqUvrjAX2lSEZBRDb2TBiVb16WrPq+3qs404SEREZFoTUSXzsaX3FeaBd0vPGhjvcjQ0PJzWyS+DQgKtz4/9bSJd2t6o+9gAjDczxiOdTEwFWpHvVBdmy25ZqUOWIDOCmmCv63cMdvFTaVTsswG6Dt9/tB96vlTb4sUy1L6+XVKZUKW+A7OA8WQY8VNw8S2+DN/EiMJFtDUBpQO6nssgFZF5PH7uMtHi/Nv6u0iCHpDo16tLsIVLEP9qptkguyWgOgP26NJP42CO7Pm/WyGd+gEOGtUd3Sqw20RnSFx5KO8kt84oO+IH/hINeC+RzNdGVvC10qpqeeDZ6pWV/okYOp7sk4DM6IDbSFEK1rTcgr3ecQlBm5vO+wyc1RKUKFxOi5x416vK5M6o8vDN7XpwdTTO/oz71AkjSrINaYpBERESGVAWBp8sTzz3Z5Qd2VUpnsu/mNs9Xe7Gq5Y5DLJcmjQ8S1czUh9Ra/EYYGWCZiMdE5wmvLgGdJdy6eWiGXGnf4mt5xXeQAzgzU4qzF1bL/TLDndhOdsoOxuNlxnZ1zncDHysuKD/2SH1GbLerPSbal+/xA9t8xlPeqkLSwe/ucPcy1SAHkB2WPX7jC+9YX/tll2FMptRX7WyQoDYzXL+12SeF/LEzwhZoshMzPVt9kPj7tTJnMPZH50BA0jpLHLIzm2OVujAzLy36vTzeDsxSrBc7aOJc+CEL+URBUo5VmiX8X7l8zpM5MTwgti6UeLczGdW0PjOf99IQcEue/E4zco4G2lsOXF3vVf9dtqo+/oww1YsLgHz+GkLGG0Mc6xgkERFRSn4deDZJgBRtRb10I7swW3Y5vl8gnaNW1ssCNPK3vZsVONPdspVxPKbnVLRhwIVDa669MsqGljVQJ2TIV3VQdj5CkMYUOxuAJXXNrbUjVnpkcOr52cCDRcAfKmRBH49dk25vhVagVnEWTU1IzsPoqMWbrrdewBvhh3oKz/YGqTHrZmsuaFd+XN18EX30/QY6mlM8G3VgbrkMh46nQZcAc0eDNAZJli4XbUF16tqRLxqB35TLeU/H6zLDbEfKUIrHHeCQ1/VWjTQ5ib15lkVS7C4OB+5mO1WrrvtNxIQAgCEZMrT8z1XJf2YGOiRAjB5J8F8Tuz9lQfm9G9skxcyoA83k/Y5VDJKIiCildV61OSwf1Mlg0Uh60tAM+fLrskujQQqs13hl4alBCr1Pd7UexOu2SMer2OnyqbRl8PNAh3rKU6J6qlxrc5rT2zXStjiRyhDw12rgvCDww2IptF7paTm8+5RMmXvitgD/NDH3B5CgLZqmybFjd09ScWvqC7/I0OBLc+Qxzchpw5XwRI85vypxgBStLAjMrZB5O7YUC87NPuPF9YcCwN+qZa6NGWbfy4gCEx0pNRib7dPDDtxZKDVp673yObMB6GlvPdssyyKfbdWdEtWW9Dkm2vXbIL/TxoVTJFfUSypw9C5Z/3CjklMyW38+fCYj0Xg72wMdQIXiLnJfe9cact7VMUgiIqKUVinuVjSE64jOjsmlt2tyVfTlSkm9inYgIPVLhVap1YkEHVYNGJ+pXkNwmsnFJiB1IqpBUqpGFRu9yQOkaB/UAT1t0gq4PbpRxYs3x2aqdcsCpBOZmfqRw4Hmx3xPsflCjkVqfRp12fFTSc2yoOUOWsShgNRHGXUgII0CUtXAJGtsEM8mL3BptrmucGOjXpcvJLscmZrxIaKnuqQLoooTM5LXOcUqsknHwO3h4H+dF3ijWgYpj3HKznK+FTgt03h3u4jTFX/ex2Ym3qlNZFRm8/vZ3SbpgTOzJbU3oIdTg0NSu/lFg+w6Rb//ZucUxUuPm+RS/9lTbaZzrGOQRERESVUH1RcTgAQZsUHSNp9chU+2/isPAr8rk7qVweEAYbJbLUjKsUihvVlDM6TA3+jMo+42qSdKJt5QzFS3H59i4Wd2tyxeqtgkt1qQpEE665kJkiIpWj3tUqNlZK5QxESXXKG3hWuEVFq1j3DGn8Wl2j0RkDTDZEFSWUBS81QEIYHKGS5psW1Un3AHtaV1ckEjUo9ngwSFkwwE20MzpAX9QYUd40mKi+6ygLTSjt2Vrg9IsPzPOmBqlsxdW6bQva2bVVrcqzgt/B6rpClOinO+HRbgUIM8310xn+M8i7QlnxreVT/Bkbw+M54cC9Ajzs/r4AzZtWo19DmBfGvLQJpSY+kWERElZaaJAdC6UNsXAv5YmTxAivBDZs1EFjA97FKzYIQFUjNg9Ap6PJomtVRFBq6S51lkNk6yx/u6UT3Q3BdoveiKNdIpKW8q3Jb4Ad1xNhmGatQ5BgfUxlMQtei7NKe5TXYqRVZZcEZckGU8zcypSdOFeLYrBjOAnJvGJD8bBwPmyuIOBuSiQOzg00SskJ3WRw5J17zohiUByG7Nk+XAnypT14DNzjV+9XysUzo0GlUZBH5TljxtNwS5OPBhvTR/McKpATcXtG5skIrbYvx3CiCvd3Cc1/t6tfxei/ezWhWSOWBPlMnFpgku9SG7Z7gS/2653eDvKHf4dxTrkdQwSCIioqRU/6hHOGLu9x9v6g5X0WpDLVOgLsqWZgXJno4zHNyc2IZdpIh8K/BQkSyO4q1DLJAg5eFiGZ6bzFcmOmkBqXdY7Jp6WuFEV+LF0hU58u+pTHYBs3JkR2qwiUBpYtQV7QEO6W6Y6nPWzSrDNbOiTkaRDZhTmLpGyRUe8hpb/B6h2qQjIlmdnOlGCJBucXcXyNDZZOyQn4u/16YeIrvOC7xUKU06EhmUIbVDzhTnYlwmcEO+WmDyapWxwa1AuImJFbguL/nnotAq86j6KHbyizgvC7jQwMDgUU7g+jits9+tlbqkVPYHgGcrZPdTZffNrUkKYiK54d9RY5zxF/QaZIfwoSLZtSU1TLcjIqKk8qxytbJMsUYidvH8b8Uag8h9JkQt2i/MlqvmqzzAJ+FZTRrkqvsZLgkYzAx8TCTHKlepq4NSYxWZj1JolUG6W32y+GvU5WrtSGfrQnTAXEtjo/e7KFt2Qow01uhlS74otGjSgnyUU1LQoruRWSCvebKrZRA62S1t343qZwf6xHw2hjmBnxTLgnONp2Wb5EgXxNMTnNs+dhnOutIDfFzfstYt2yJB3yR38sYEqYKChPdL8lmLl9ZnRKQRQoENeLhIGpusqgcORf38OTWpITrLLV0QjaaMbfQB43zJ54cNzQB+1V3SGFfVN3/mI6l7k92Jm5QkUhpIPew41kf1EgCPdsoFlk88MobAqknwOMYpwe1nPvmc9rZLyp1qY4JLcqS26qN6mT0U/WtuiENe70hn6+N6Q6lnoUXb65e6xJnZkna4KUXaXeSCT6rGGDlW4JYCeW/WeKTeT4d8/ia41BtaUDO+dURElJRFkxqBtxRqJCxofQXUSPvwWPHuU2STXYxZOVLbokE91UZVrhWYFk7N8evShezXpa1bAH/qAxbWyI5X9BXjZC3Ok8kycD+nRVpSP5cg5SdikEPSc5It7COGO+WrOig1YhokyIhXpD/aKV+pFn2ALPyuyYv/b0U24LJcWbTu9zcHnj1sqc9vjlVSpy7IAvb5JUXUoUkHslQd6ADgJCfwrWLNWImj9W5ptN52CUpVukICwISoAMZpkRqdKW7ZjagLv67jbfJvXzTI91WsMDBk2W0Bzs2SwHSjF6gJSoDa32EuxfJjj3rq4bYGoCIgweJZ7uZU0NKA1BK9Vt3656/QKreb4lYLlgZlyFddUILCSLv+ZIH1Go/6xY8V9RLc3pwvaYUf1bduYKMBGJ4BzMhR2/3Js8oga0ofBklERJTSRLd0m6o1mC4zLrPlAkPXzdVnpHq4jm5nG5kXlaxVdF24jXd9qHnRMsIJWKuN1WNFRNL5AOCbRrkS79Ul0DgpA+gXtVjNsgIPFAI7GmUHaFt4QGpGeEDqJLfsEKjKTRAYtXiemnQjtFVJSlci2RaZG3O8Td6jDC1+2p9Da/najGoIAWu9svvxbXguldsin8XJLuC4JAvOSS5peqDyGTXSKWySWxbzRpU44qcEalr8BfN/FDs+AtJMojKYfKerLNxIYb23dSDQxy71aKk6+0U7bOICiQ6pr4quX9vjB54pTzxIuDwodVm7G4Hv5av/fsiytkznTEa1AQMgTRZqghLUT8sGzsmSYdN7/FIvlh3u8teW8QWUPjwNRESUUlZ4gft/5alrH0ocwNUxuwWaBuRaWl81TcXIDJaO9PcaY7N0ALna3d8hwUmuVQKejQoLqxFOSdF5Ps5Q2bdrZebJhdnNTRg0rXkeFSC7bAcCkpr4QZ3MVCoIp+CUpLmtuC0cKJ3tlqvlG73Nwzp7hVMh3RZ5T3ZEpfANDM+UGRNnpoyKLxuA31e2XjzXh+Rq/Uf1srtwWU78hXORTXZw1hjs1NfL1hzAJjPRJXV1Rj4zmRrwHYPNCiIqFVNgAXnvq5IESXv88nOe6ILIHj/wpyr5TF6h+HxVRf+qqQvJsN9EAVK0jT6goEZ2JttLqt+DCe8XkiAJkNTBUZnyRV0PgyQiIjKkvwN4oAhYVCO7GrFrBJcm6TmX5MTfITjVpZbDDwCndqHFgy8kaUMqltU1By0XZcv7ZmQoboYmdVbPVSTe3fjGL+2Ur8hp3Wq9LAC8UhW/VmiNV2Ywzc4z350ukUg61vV5spNl1yRQmRcn0AOAXX5gV5UUwN9VmLoBRjy7G4FnKlKnPi2rB4I68N0E6X5X58mQ060pameOs8lz9emSnuUIXwCIF3xZw3Ulf6xMXpOTbQHuLFAvrjebZpoo47ImKDulRnaMl9VLoHWOgcYHZuuzCqPu93G91CAatcIDnJ9tPtU1lWSplknvx5ZpRwwGSUREZFgPuywQywKSWlUdks5vPe1AdyuwNyCzdrIsMkMnOnVlkkt2NIxegLVBfUBke1rnNRbgRNvaAJQHJH2mh112456rSN7lz6nJwM0ltanfKx3AGzUSXAwP72yUBqTlcE2SBeW3AeCpcmBOQfy2xm2lafI6vCFJj0pVl3MoKM/n4SK14aSABINGa0NWeGTXKt5Omi0c0Cyrl5TF2EYl7vBQ494O6RIXvTtUaJXP6umu5l2CCGe4/fL2Bnn8//qa00h72KR2b7AdqNXlNkVW48HicTZJrVRhQ/w5WYA0v0j2uYn1zzpJO0zVWnpieO6RikEOoFv4eYZ02RFV4delbshIEGfGYEfqFv2xiq1APoOkIwaDJCIiUlZka6632eCVIuRvYnYKIt2wLsyWxVyBTRoaGB2SeWmO5Oh3FXtNDNTVIQFCpMagJAP4UbHMgfnE0zLocoYX4VOygL9UGQ8mdchidbhTar9+X2FsodsYvu0vu6e3I2C0D+qMNy6oCAKLa+K3Wk5kR4Pa8FNA0gETpRtaNWlYMNUtxz4QaC7iH+QAXqwElsdZrJcH5XO9tE7amQ+JOb6mSUfAE52yePeGGzBsa5Dn87eYuqWScFe1MSl2Us9wqQ0ABuRnMt7uSlCX3RoVdSFJrTw1xcUMM0ODo2u+SsMNRFRtb2i/IEn1og8gAXF7N5mh9GGQREREpi2uSZxCFxlkudUns1cGOiSw0iE1NYlokAApNoWssxlts5zqfsU2GZQ5K1uuRPvCzRgGOGTXYb9fraU2IIvPb/0SHH2rEDTU68AnXrUhskYFdWkjrWKDD7g8ZDxFSvX4gLSM9oRkFlEilkhQE/5vvw78rkzSA5Px6MDcCuDewsSpjHYNsFqAP1fJex/PF43yNd4ns4ISDRPtYZc21Ubr5IDEDSf2+dVrBgHZLU0VJAHANbmyw2mklme0UxoYRPhMDp1S3flVUWADTslM3qwkWqQdPR05uOlHRESmrKw3VmPk0YF55dLOF5Cdpf+vWDqORc+ncWlSXP+zbu139bctYtOoDN8vwV/aDIssxEdnyv9GWnPvUEyfitjeIOdElZn7GLG1QS11C5BgZIPBRSdgbnchCGlcoGK1J3WAFNGoAwtSdLT7W3XiACnaWm/rXaZY1+cBeQZXcxdlJ55xZDag8Bo8x8fbgXuLUj/XcZnAjTGd6Yy0rY8ns513bWbnyg5ZKi5NUm3bqz6K2gd3koiISFlQB95TmJtUr0taUKTbVA+7FNBfkSspOxpkAZHoinlXcEqmpNeoiKRpqWgwuVht0KXzmKoDAQlOUtWVqKowEcCo3q+jPi6qgeRuP7CnsfXQXEDSA1Xqa1Z55OJBohbmBTZpqPJ8ZeKUULsGTM+W2U3zq2T+lVWTBh5nuOQYGSbfTJX79bYDj3aX1uKr6iVFV4ekHo5xSk1XXUham1s1uX0fuwwU7maVluAqhhnoQNgWDgtwT6F0vVztaV1rqEHa9V+aE7+1O3VtDJKIiEjZZp96as4aLzA9pvOdVVMv1O8sve3SstrojgIgQ3hVZ7W05ap5wGSAFWiHIMnsRXOV+3WzAl8qHt8OtW5re/3qA1sB2SmKFyStrFefGbbCk7w9eJENeKRYhsuurJfn7IfsYo7NlIYBf69tPZx5M2Q3eKRTjp9tMT4LLUJ1/pZDk7SziS5pyBCAzLj6oE4GItfHPH4/uwSJZ7plBpJRGVrHdMe0a8DluRKErvPKZyWgy++14RmSNrm0TnYwc63ynFS7GFLnYJBERETKUrVJjqc+JO2a0z2jpyNdlgs8VdY8AyiZ423man2GZcgVaJWFtAa5ar7Go9YmGZBFnrMdtmSOM7nCULnf6W7js40ixmSqNapQTc2LqE5wv02KzxeQ5ghGZiiVZLT++drsA/5QkXiQcQjAJp8s7sc5gWUKu1yucLMRsywaUB0Ani5v3U0w4uvwXKaJLukiaDTFcqq7/RqSxOOwyOcRkBqqhTXAE+WtaxL/VSe7y1fmxA+iqetgdiQRESnrioXUHWGAQ9pEpwoqetiAuwvNLdKKbZKio2JohrRLHmtiwTrW2T4dt0ocQHfFQMltkRotowY6ZIdPRaLGBYmY3ehMlDqqulMDGBugGk9FUDryGYkrDgakE6Fb4bMwNattc398IZnLlChAirbaI2MFjNRfTXQBF2ebf15t4Q0Bvy2XmWqJmr182Qj8phz4n8n6Q+oYDJKIiEiZ2ZQws3UPXcmJTmk8cV6WzIOK1iPcue7hIvMDNAHpAmg0vrACuDDc6OJ0l3qKiGrQYJSmSXMOFRNd6ml/N+bJjoYRF2apD9A93m6u9qlHghNhJq3RbCrkqnrjM6QA6ZL3nVxjDQ9OywQuaGODlf94ZUaWUWu8wA8KJY013u+SHjZppnBtXue12v5zlbHawAZdZqbVmtyppPbHdDsiIlI2NEO9/bJLA/ofJbn4BTZgVo5crT4ckIWoy6K+c5LIQId0+HqpUmo2ErFB5goNCu88ZVnlOS022FRjQibQrx1Tfia7gR2NkvKVygC7uav/PezAfUWy4EyUimWFdHa7wMTx863ACKex1xBhA3BaggCxv0M6EaroZ+LnxkwLdkCaTjxYJG36N0cNvo3oZgXODjeSWFgju8MODTjBIe+TSg3eKsWGGD5dArmr8+Tnb4tPOijaNKC3rfnnoLMcDkiLeaM8uuw4nd9Ju16UHIMkIiJSNtopReEqLZ5PdbUtNacrsmvtV4Q9JlNqMN6vk8Vg9FttgSxIp8XZGZmWLUHbuyk68Y3LBGbnpftZt2TRgFvzgdeqpV4q0abGSCdwQ54sts3oZQce7SaL+lUemfkTKZ4flykL+E99wK9LmwPakU4JZJLNS4o4y60WJI3NTNwyfpJLPUgys9tXEVRvwQ5Ix7kr7TIUtzIIfOqVFEG7JsFafQh4pw44FBO9f1QvAeW0LGPPtyxgriHGFh8wKVxvNDhDAq314edohaRfTnLL+e3obpmrTDTl+LdHdqVVG7xQ+2OQREREyqya/GFfaLDbVKYmV59JTT8HcHt4sbq9QWo4Miyyk1eQJJ3vkhzgxAzpivapt3k3KtKS+Ew3MCKjY1KSrJqkP12QJQHMf31St5FhkeBlkjs97ZGtmtQzRdc0+UKS/vRObevF6/8agSW1sqi/MMWV/KEZkqqXKvAEgF625E0WTnaqtbMutsp9VJntdBhdR5NvbTnUeWld8g5zlUHg9WrZUbkiRaOJ2HbZRnnCgd+S8CDr2DhwZ6N8FVrlZ0e1Zq0tdikOgQZk97MqlPznmToHgyQiIjJlapb8gV+eImUmQ5PFSjH/4rRJaUCuont0WayWhAOMRDtZgzLkqz4XKA/IYrIuJN3vqoPAfxskkLJ10BXsonCK4qwcWUx+2SC7OtsaZJci3Z+PhhDwu3LpjpZIoy5pZXUh4MoUi/pLcmTX6Z3axA1IRmQAN+Qnb9hh0YA7C4Eny1I3cci2AHcWmNsRyTa5a5to+PHnPmCRwYsiy+rlczkxSU2a2V3DDAvwZjWwNMXvnfKgdKJ8oKjjZhQlatSQikrdGHUc/skiIiLTrsyVVKelda1nsERSwi7OltuQupAOLKiRNJ7Y9fSBALDSIwvzG5MszN0WYEtAgtnYgvJsiyxkz8sylnbWVuu9Mg8ndujpmzUSsF2crd5YIZFFNckDpGjL64EhDmBkis56U7OkOcYnXmnlXR9OQ+sfDliNti/vbpPmHq9WAzsaWu9yaZBdtqvzzAePWVZ5TTsVdzcSdUj8oE4tleyDuuRBUrFVdk9Uhw4XWlIHSBEeHXi5CvhRsdpjmGX2ZyiLqXZdEoMkIiJqk8hgyC8agK8a5Wqq2wKMymxbh7djna4Df6oENqSohdnSIDsm9xXKVfbYY8yvSjxLqDYkKUubfdKyvD3P19s1idPVdACfN8hn6OYCc+ll0bwhCWRULK9PHSQB0tlxsrvtXQGLbMA9hVLbs9ojNTp6+PsTXebnTEWb7FYLktyW+EHSwYB6sHUoICmiiYbNWjTgDJekPBplg3o79D1++b00oANmEo3KVH+fBjskoKWu5ygroSUios5SkiFNAy7OkToGBkhts9qTOkCK+MYP/D3OYvPvtcaGrR4IAHPjDL5Ml/94jNXz+AG8UCmNF9riE6+0WFaxs7F1M4KO0D2chnhjvjQb+KoReLwUmHMA+PEhSe9LNJg2lZFOYKhCcHBpTvx241+anOfzZYqA4XSXWlrguExJE1X1sYkuf2ZMyFQfczCJtZpdFoMkIiKiLugjxfbIazxShxNRFwI+NBCYROwLABsVd1+M0HXgPYXdAn+45qot9psMsr5tY3Bm1u5G4EeHgJeqJLDw6BLkHQ4C/6gFHj4E/FPhPYywaNKlbkiKQEkDcHlO4vQ4szUzqe6XYwXuKDA252pYhuyMmYkXSzso+HVapNW8UQPs0imUuiYGSURERF3M7kYJWlT4dKn5iVhdn3zGUjwrFAMzI7Y3GO/kFrHBq55WFc3sfM7OmOv5TaOkS1Yleb0hyOyrd00ESk6LpFJen9d6TpkNwKmZUh81NclgWLO1Nm4DwU9/hzRXONkZf1GaEw48vl9wZLTJPjdLOiam0s8O3FHY8W3KyTjWJBEREXUxB01e+Y6+3xYTaUm7/UBGAUhlAAAgAElEQVRtEMhOY6rkNhPPIwDgfw1S42FGnslFvdn7maXrwJ+qjKcGvl0rzVBU21pbNWCCS74OB4CaoAQkNSFpxX0wILtJfRPsOA1zAnZIOqQKIzVegHSf+34BUBEA1vvk+dk0afgyytncgTHfKs9bNX4u7ODU35k5Umu0vF4+/9Gnt5tVUuzOPArnxh1tGCQRERF1MWY3UaLv5zV5EK8OKGQMpaRaGxSRqM22EeNdwHuK3diKrMDADijuj7bDRB3Uivq2DQHOs0hnvlUeaZMdrY9dBudOyGw5QyvLIsONVZphDHGoN58osEkK2mq/dL3b3SjNPE53SQCXZZEdp08VBvsCcv+ONswpX2UBqfkL6lJ/VROS1NjV4TqpIitwuhsYnnFk7JQdSxgkERERdTH5Jq8wRzfLMD2HJs0LNafJ42W24Xl0t8kifYdCp7EzXR2/SP3YRHrjeq+03jdzfutDwP8lmR21xy/Dd7c3ADfktXw/LsiWLohGhsDaAEzPUXtu3zTKY38bEzTubJSArr8duD5f6pJUgqReNpkX1lmKbPL1ZYPsGsYGpvsDsutbaAVuzOvc50otcaOPiIioizkhQz1QskK6f0UMMbHYOs4G5KY5NekkE4XpDk26JbbFFbnGA60+9ra39DZDtVYLkJ25GhP3C+nAcxXGZket8wILYwbHdrfJYNtUTRbsAG7OV9uV29UI/La8dYAUbbcfeKJUapQmG9wZytCA6/KNP4/2sjPcpj82QIpWHgSeLpfbUtfAIImIiKiLsWjAGYqL9pHOlgHOmS6pM1ExqR3Skk7IUE+7OiWz7cNte9qlYUGqFtP97cCcgtYzproyM5mIWxtSt+SOtqIeqIxZ1A/KAP5fsXxOYncI7ZA0vYeLjdciAdKR8fcVxtIy68OB3uU5wFR38s93jgW4t1AC4M7UGAL+UGmsiYofctvGNjQtofRhuh0REVEXNNUNfOaTFKhUci0y4yZaoQ0Yr1BHkmeRwv72cFE28GKlsdtmaMA54QBR16XOymwHsP4O4GfdpP5jVT1QGrXoH+yQAvrRzs7rMFZkNXZ+o9k1CQBUrVRM7QsB+Hc9cEnM56rYBlyVJ7Od/tcotW8ZFmCQQ4bRqlrrlaHGRpUGJeC7PBc40y2va334GFZIU4tJbhmKG2/mU0db55U0R6PqQ3Kf0zk/qdMxSCIiIuqCMsKtm58rB3YlWUgXWYG7CiQoinV1nhTAf5FiByHbAtxZCGS2027KKZnyPN6qSX67DA24IVc6gv2hUrqu6ZCg4NRMWfwWKa5c3BZpy3yOW4rmG3T5npkFfbpNdAGbFJsQjHWq73oFdOBzE2lcm32tg6QIpwUYnoYZP6tMDHpd5ZHdqu42Sau8IlcCaq0LBEWx/m3i9f3bwyCpK2CQRERE1EVlWYD7i4D/Nkj60/aodsL9wlfMT0lyxdyhSaD1Tq0svGKvaFsgaXqzcmSHoD2dlwUcbwM+qGud9hV5HkMcwCvVrTvb1YSAf9UDS+tlV0plYGeEpqW/3qqtTsoAiq0td7hSMVM75QuZS9Grb0OHQSN0HdhnYoDv3jj36YoBEiCNGTriPpR+DJKIiIi6MIsmbY9PdgJ+XdKbnJrxGSs2Tea2XJQNbPTKAiyoA3lWCbDyOjBwGOGUr2/9srvVGJLao8j35lYkH+iqQwK+kJ54h+NIomnADfnA78qMzSA6L0tqrTb7gKqgpJf1sgP9UjRJ6CqdDmOFYC54C8S5U1CXGqWu1kY7ZOIFmrkPpR+DJCIioiOEXQPsJoMauwac2gnzYuLpaZeviKAu7Z+Nbqi8Wydze3p2clF+Ogx0AHMKgecrE9euaJAaNQD44aHWNTx97MDZ7sQ1ZQ4L0NcOfKO4a1PSznOjrJp0y/MoBgU54Z+B0oDUJH0SrknSICl4Z7iA01xtb/6RDnlWoEyxG2FHXrigxLrAx4eIiIiOZZ/5gCrFjl4rTMwY6qpKMoBfdwOuyZWAxwZZ8OeF66nuLwS2+CRVMV6Tgz1+4JUqYH6VpLDFM8lEml5HtEU/RaETXvR93q4BfnxYUjAj74kOqWNbWCPB5FbFeq/2MN7E6zNzH0o/7iQRERFRp1ptorh9bXioqq2LpVeZ5bBI2/czojr7aZqkWP6qFDhkYDditUeaXMyIk4p4Sibwbm3yWT3RhmVITdy7tcAGL1AXkt3IvuFauBPSNPR0shtYqXD+LZAdt+UpgmRfuF34nQXAiWloMGHWGW7g/TpJLTTCAunaR52PO0lERETUqYwu3KM16GqtlY80kUYE67xqhfwf1sd/XxyadEE00j68tx3oaZPdmLdr5fFrQnKeNvlkMOovDgPlaWgw0MNufDgsAJzuSh0gRQQRTuPsxBqffCswXaHRyPRsptt1FQySiIiIqFOZ3Qw6SjaRklKdb+TXgTUJdmaOtwMPFclsqHgLwAxNBsUOsgMf1CevEdsbAJ4oaz1w1owrcyX4SWValvEdmYiqkKRzdqZp2cYCpenZclvqGphuR0RERJ2qmw04oLgr4dK6xqyj9lQTVG+2AEj90jlZ8f+tyAbcWiDBzToPUBmSgKl7ePjwbj/wdLmxx6kKSR3U3YXqzzGaRQNm5wFjnJJ6t8XXHAzZAIzKlN2mvg7gvoPqx1/jkUYfnemCbGlzv6JeUkUjbe6dmrzvk92yq0ZdB4MkIiIi6lQTXdLWWsUEl3RHO5p5TaaJeQxst+RbgfPi7Fp8pLhztb0BOBSQIKutTnTKV21QgjcNQIG1ORiuCkqapSoz6ZztoYcduCpPht/Whc9RluXoqas72hzl12CIiIioqxueARQp1GFoMNet7Uhjer6RydVddRD4r2KwqgP4OM2dBrOt0uWvt73lbuHRkpZp06TuKM/KAKkrY5BEREREncqiAd/LNx4UXJ6Tnp2Lri7PAnQ3UcR/gsn5RqUB9ZofwFjnvXTIskiapapux8BnhdKPQRIRERF1uv4O4J5CIDfJysQO4KpcYEqCepujjaapt4O2oLmNuCqzzQITzWZKN6vJgchGmkIQxWJsTURERF3CQAfwq+7AJi/wb480cwjqkpY0wSW1S0d7s4ZYp7mApXXGh+2emin1RmYUdPD9zJjslropo3FZsRU4KU0znejYwiCJiIiIugybBoxzyRcBLgtwZ6F0nKtLESid4JDGAGYV2YASB/BFo9r9TuvAc9XdJumWb9Skvm1GOI3TwrofMuEYux5DREREdGTpnWK+UbYFOD8LuKsQsLcxIJismKrXzy6tuTvSlCzgu7mSfplIngX4QSFwvE0aUviO4sHD1D64k0RERETUxXULzzeqCgLrvbLwt2pAT5vMEWprcBQxyinB2CYDXe6cGnBNG3au2mKyGzglE1jtAT7xyPti0SQoOt0l6Xhv1gBfRu2K9bdLV8SxaXy/6OjFIImIiIjoCJFnTTwoNh0sGnBTPmCrAtZ5E98u2wLcUSC7XJ3FbQHOzZKviMogMLcc2BdnOPFuP7C7Cni/VnbdirkKpiT48SAiIiKiJrZwoHS2G1hRD2z0Av7wv/WyyW7MuEzA2cWKNupDwO/KZbhtMoeCcruHioDcDmw6QUcWBklERERE1Ep/h3xdmi2BhU2T3ZesLhYcRbxbmzpAiigPAm/XArM7KV2Quj4GSURERETUyvYG2Una4mueoWQFMNIpNUElXai1dqMO/Mejdp91XuCyHCCziwZ91LkYJBERERFRk5AOvF4NrIoTdAQBbPTJ11S3BBlaF2iCsMUHeBSH2jbqkkp4usnhu3R0Y+xMRERERE0W1sQPkGJ9WA8sqW3/52NEZdDk/dganBJgkEREREREAICDfmB5vfHbf1AHVJgMUNLJbP8F9m2gRBgkEREREREAYKViXU8IwCqFoKq9HGeygMTs/ejoxyCJiIiIiADIoNqOuE+6Dc0AihS3hXItwMnO9nk+dORjkERERERE0HWgzkSNTm0XqOvRNOm4p+IMN2DtAk0nqGtikERERERE0DRzNTpdJWNtihsYYbAt+QkO4IKs9n0+dGRjkEREREREAIDe9o65T3uwaMBtBcDpLiDRBpEGYFwmcGchd5Eoua4S/BMRERFRJzvTDeyuUrvPpC40Z8iqAbPzZJdolQf43Ad4dcCpSd3SJDdQzNUvGcCPCREREREBAE7JBP5eA1QbrDMqsnbN5geFNmBmjnwRmcF0OyIiIiICANg14PsFsvOSiit8W6at0dGIQRIRERERNennAO4vAnonyTfqZwceKgJ6dpF6JKJ0Y7odEREREbXQ2w480g3Y1Qis9gDlAWl6UGwDJrokkCI6mjFIIiIiIqK4Bjrki+hYw3Q7IiIiIiKiKAySiIiIiIiIojBIIiIiIiIiisIgiYiIiIiIKAqDJCIiIiIioigMkoiIiIiIiKIwSCIiIiIiIorCIImIiIiIiCgKgyQiIiIiIqIoDJKIiIiIiIiiMEgiIiIiIiKKwiCJiIiIiIgoCoMkIiIiIiKiKAySiIiIiIiIojBIIiIiIiIiisIgiYiIiIiIKAqDJCIiIiIioigMkoiIiIiIiKIwSCIiIiIiIorCIImIiIiIiCgKgyQiIiIiIqIoDJKIiIiIiIiiMEgiIiIiIiKKYuvsJ0DJBYNBAMDBgwc7+ZkQERERER2ZImvpyNo6FQZJXVxpaSkA4Oqrr+7kZ0JEREREdGQrLS1F3759U95O03Vd74DnQyb5fD5s3boVxcXFsFqtnf10iIiIiIiOOMFgEKWlpRg2bBicTmfK2zNIIiIiIiIiisLGDURERERERFEYJBEREREREUVhkERERERERBSFQRIREREREVEUBklERERERERRGCQRERERERFFYZBEREREREQUhUESERERERFRFAZJREREREREUWyd/QSI2tuWLVuwePFirF27Fvv370deXh5GjRqFe+65B3379m1x202bNuHJJ5/Etm3bkJWVhfPPPx/33XcfMjMzW9yusbERzzzzDJYsWYKamhqccMIJ+MEPfoAJEya0enyjx6S26ezzHFFXV4fzzjsPZWVlmDdvHqZOndour/dY1JnnOBQKYcGCBXj99dexd+9euN1uDBs2DHfccQeGDx/e7q/9WJLu83z48GHMnz8fmzdvxtatW+HxeDB//nyMHz++xbEqKyuxaNEiLF++HF999RUCgQAGDhyI66+/Hueff36HvPZjSWed54ja2lrMmzcPH3zwAUpLS1FYWIgxY8bgqaeeatfXfSxJ9zlWOZ7RYyaj6bqut+0tIOra5syZg02bNmHatGkYMmQISktL8dprr8Hj8eDNN9/EwIEDAQDbt2/HlVdeiUGDBuHyyy/HwYMH8dJLL2HixIl4/vnnWxzz3nvvxb/+9S9ce+216Nu3LxYvXoytW7fiL3/5C0aNGtV0O5VjUtt05nmO9vjjj+Nvf/sbPB4Pg6Q068xz/Pjjj+Oll17CJZdcgrFjx6K6uhp/+9vfUFpairfeeguDBw/u0PfiaJbu87x27dqm81tQUIBPP/007uL5o48+wl133YUzzzwT48ePh81mwwcffIC1a9dizpw5uOOOOzr0fTjaddZ5BoCamhpcffXVqKmpweWXX47jjjsOpaWlWL9+PV566aUOew+Oduk+x0aPp3LMpHSio9zGjRv1hoaGFt/bvXu3PmzYMP2hhx5q+t73vvc9/YwzztDr6uqavvfGG2/oJSUl+po1a5q+t3nzZr2kpER/+eWXm77n8/n0qVOn6ldddVWLxzF6TGq7zjzPEV999ZV+0kkn6c8++6xeUlKiL126NE2vjnS9885xMBjUR44cqd91110tHnvnzp16SUmJ/swzz6TrJZKe/vNcW1urV1RU6Lqu60uXLtVLSkr0Tz75pNXj7tmzR9+3b1+L74VCIf3aa6/VR4wYoXu93rS8PhKddZ51Xdd//OMf62effXbT7al9pPscGz2eyjGTYU0SHfVGjx4Nh8PR4nv9+vXD4MGDsWvXLgCSIrVmzRrMmDEDbre76XbTp0+Hy+XC+++/3/S9f/7zn7Db7bj88subvpeRkYHLLrsMGzduxOHDh5WPSW3XWec52mOPPYazzjoLp5xySrpfHqHzznEgEIDX60VRUVGLx478t9PpTO8LPcal+zxnZWUhPz8/5eP27t0bPXv2bPE9TdMwdepU+Hw+fPvtt215WRSjs85zTU0NFi9ejJtuugn5+floaGhAY2Njml4VRUv3OTZyPNVjJsMgiY5Juq6jrKys6Rfqzp07EQgEMGzYsBa3czgcGDp0KLZv3970ve3bt6N///4tfvAAYMSIEdB1vem2Ksek9tER5zli5cqVWLNmDR544IF2ejUUT0ecY4fDgZEjR2Lx4sV4++23ceDAAezYsQM/+tGPUFxcjBkzZrTzq6S2nOe2KisrAwBDC3Bqm444zxs2bEBjYyOKiopw/fXX4+STT8bIkSNx4403Ys+ePWl5HZRYus9x7PHSccwIBkl0THr77bdx6NChpmLc0tJSAEBxcXGr2xYXF7fYNSgtLUW3bt3i3g5A021VjkntoyPOMwD4/X786le/wuzZs9GnT5+0vgZKrqPO8eOPP47+/fvjgQcewOTJkzF9+nR89dVXeP311+Meg9KrLee5LaqqqrBw4UKMGzcOBQUFaTkmJdYR5zkSCP34xz+G1WrFU089hQcffBBbtmzBddddh7q6uja8Akol3ec49njpOGYEu9vRMWfXrl34+c9/jjFjxmD69OkAAJ/PBwCttnEBSb+J/Hvktna7Pe7tAKChoUH5mJR+HXWeAWD+/Pmorq7G7bffntbXQMl15DnOysrC4MGDMXr0aIwfPx6lpaV44YUXcNttt+G1115DXl5eWl8bNWvreTYrFArh/vvvR21tLR555JE2H4+S66jzXF9fD0AWyy+88AIsFtkv6N+/P2655RYsWrQI1113ndmXQUmk+xzHO15bjxmNO0l0TCktLcWtt96K3NxcPPPMM02/HCM1BfHykhsaGlrUHDidTvj9/ri3A5oXWCrHpPTqyPNcVlaG5557DnfddRdycnLS/loovo48x4FAANdffz1yc3PxyCOP4JxzzsFVV12Fl19+Gd988w1efvnltL8+Euk4z2Y9+uij+Pjjj/HYY49hyJAhbT4eJdaR5zlyn2nTpjU9DgBMmjQJubm52LRpk5mXQCmk+xwnOl5bjhmLO0l0zKitrcXNN9+M2tpavP766y22YSP/P7JFGy02JSfRVm3kvpHbqhyT0qejz/Pzzz+P7OxsnH766di3bx+A5hqG8vJy7Nu3Dz179oSmaWl6hdTR53j9+vX44osv8KMf/ajF7fr164cBAwZwUdVO0nWezZg7dy7++te/4sEHH8RFF13UpmNRch19niPHjG3EAgAFBQWoqalRPiYll+5znOx4Zo8ZD3eS6JjQ0NCA2267DV9//TX+8Ic/YMCAAS3+vaSkBDabDVu3bm3x/cbGRmzfvh1Dhw5t+t4JJ5yA3bt3N23ZR2zevLnp31WPSenRGed5//79OHDgAM4991xMmTIFU6ZMwb333gsA+MlPfoIpU6awc1IadcY5Li8vByDpV7ECgQACgUDbXxi1kM7zrOq1117Ds88+i+uvvx433XST6eNQap1xnk866SQAwKFDh1p8PxQKobS0lLVnaZbuc5zqeGaOmQiDJDrqBYNB3HPPPfjss8/wzDPPYOTIka1uk52djQkTJmDJkiUtFkxLliyBx+PBtGnTmr43bdo0+P1+LFy4sOl7jY2NeOuttzB69Gh0795d+ZjUdp11nm+99VbMmzevxdfdd98NALjlllswb968uHUvpK6zznG/fv0AAO+++26Lx/r888+xe/dunHjiiel8mce8dJ9nFe+99x5+8Ytf4OKLL8bDDz9s+jVQap11ngcOHIiSkhK88847LeoO33vvPdTV1WHChAnmXhC1ku5zbOR4qsdMRtN1XTf6YomORL/85S8xf/58nHXWWS26nwCA2+3G1KlTAciC5zvf+Q4GDx7cNJ355Zdfxvjx4/HCCy+0uN/dd9+NZcuW4brrrkOfPn2wePFibN26FX/+858xZsyYptupHJPapjPPc6zI5Pd58+Y1PS61XWee4xtvvBGrV6/GeeedhwkTJqC0tBSvvvoqAoEAFi9ejL59+7b/G3CMaI/z/NxzzwGQQu9//OMfuPTSS9GrVy/k5OTgmmuuAQBs2bIFV111FbKzs3H//ffDZmtZkTBx4sS4KVpkTmedZwBYvXo1br75ZgwdOhTTp09HaWkp/vznP2PgwIFYsGBB3IJ/Upfuc2z0eCrHTIZBEh31Zs+ejXXr1sX9t549e2L58uVN/71hwwb85je/wbZt25CVlYULLrgA9957L1wuV4v7NTQ04Omnn8Y777yD6upqDBkyBPfeey9OO+20Vo9h9JjUNp19nqMxSGofnXmOfT4f/vSnP+G9997Dvn374HA4MGbMGNxzzz1NaXmUHu1xnhM1Xog+3ltvvYUf/vCHCZ/X/PnzMX78eNWXQwl01nmOWLVqFZ599lns3LkTLpcLU6ZMwf333895WGmU7nOscjyjx0yGQRIREREREVEU1iQRERERERFFYZBEREREREQUhUESERERERFRFAZJREREREREURgkERERERERRWGQREREREREFIVBEhERERERURQGSURERERERFFsnf0EiIiIYu3duxd//OMfsX79ehw4cAAOhwNFRUUYMWIEZs6ciVNPPbXpts8++yyGDh2KqVOnttvz2b59Oz788EPMnDkTvXr1MnSfZ599FnPnzm36b7vdjqysLPTp0wcjR47ErFmzcMIJJ7TpeX344YfYvn077rrrrjYdh4iIWmKQREREXcp///tfzJ49GzabDTNmzMCgQYPg8/nwzTffYPXq1XC73S2CpLlz52LmzJntHiTNnTsX48aNMxwkRcyZMwe9evVCKBRCdXU1duzYgTfffBPz58/HDTfcgIceesj08/rwww+xePFiBklERGnGIImIiLqUefPmwev1YsmSJXF3WkpLSzvsudTV1SErK6tNxzjzzDMxfPjwFt97+OGHcffdd+Oll15Cfn4+brnlljY9BhERpZem67re2U+CiIgoYtq0aaisrMTatWuT3m7fvn2YMmVK3H/buXMnAOC9997D22+/jR07dqCsrAxutxtjxozBnDlzWgVgZ599Nnr27Ikf/vCH+O1vf4vPPvsMubm5mDlzZou0uYiZM2fi17/+dcLnF0m3e/PNN1sFSQBQVVWFKVOmQNM0rFq1Ci6XCwCwZcsW/PWvf8Wnn36KgwcPwmKxYMiQIbjppptwzjnnNN1/9uzZWLduXavjPvbYY5g1axYA4PDhw5g3bx5WrlyJsrIy5OXl4ayzzsI999yDwsLChM+diOhYx50kIiLqUvr06YPdu3fjX//6F84999yEtysoKMATTzyBBx98EGPHjsUVV1zR6javvvoq8vLycMUVV6C4uBh79uzBG2+8ge9+97tYvHgx+vXr1+L2+/fvx3XXXYdp06bh3HPPhcfjwYQJE1BaWooFCxbgtttuw4ABA5qeZ1vk5eXhnHPOweLFi7Fx40acccYZAIClS5fiq6++wrRp09CzZ09UVVVh8eLFuPPOO/Gb3/wGF198MQDgtttuQygUwoYNG/DEE080HXf06NFNr+XKK6+E3+/HZZddhj59+uCbb77B66+/jrVr12LRokXIzs5u02sgIjpaMUgiIqIu5fbbb8eaNWtw1113oV+/fhg9ejSGDx+O8ePHY+DAgU23c7lcmD59Oh588EH07t0b06dPb3WsF198sWmHJmLGjBmYPn06XnnlFfz0pz9t8W/79u3DL37xC1x++eUtvj9y5EgsWLAAp512GsaPH5+21zpkyBAAwNdff90UJN1+++247777Wtxu9uzZmDFjBn7/+983BUkTJ07EO++8gw0bNsR97Y8++igCgQD+/ve/47jjjmv6/rRp03DllVfilVdeYS0TEVECbAFORERdyqhRo7Bo0SLMnDkTtbW1eOutt/Czn/0MF1xwAa6++mrs3bvX8LEiAZKu66irq0NFRQXy8/PRv39/bNmypdXt8/LymlLVOkKk3qmurq7pe9FBndfrRWVlJbxeL0499VTs2rWrxW0Tqa2txYoVK3D22WfD4XCgoqKi6atnz57o06cPVq9enf4XRER0lOBOEhERdTlDhgxpqvf59ttvsX79eixcuBAbNmzA97//fSxatAgOhyPlcbZt24ZnnnkG69atg8fjafFv8brU9e7dG1arNT0vwoBIwBPdHKK8vBxPP/00li1bhvLy8lb3qampSdlMYvfu3QiFQnjzzTfx5ptvxr1N79692/DMiYiObgySiIioS+vZsyd69uyJ6dOn46qrrsKmTZuwZcsWjB07Nun99u/fj6uvvhpZWVm4/fbbMWDAAGRmZkLTNPzqV79qFTQBQGZmZnu9jLgiDSb69+8PQHa8brzxRuzatQvXXnsthg0bhuzsbFitVixatAj/+Mc/EAqFUh430pPpkksuwcyZM+PeJiMjI02vgojo6MMgiYiIjgiapuHkk0/Gpk2bcPjw4ZS3X7p0KTweD37/+9+3mKsESGc5IztR0Y+dblVVVVi6dCmys7MxZswYABI07dixA3fccQfmzJnT4vYLFy40/Lz69OkDTdPg9/tx2mmnpf25ExEd7ViTREREXcrq1asRCARafd/n8zXV0cQ2cKiqqmp1+0jaXOykizfeeEN51lKkTqi6ulrpfolUVVXh7rvvRl1dHW677bamHSyLRf4sxz7nL774AkuXLk34vGJff35+PiZNmoSlS5fis88+a3U/XddRUVGRltdCRHQ04k4SERF1KY899hiqqqpw9tlno6SkBE6nEwcPHsQ777yDr7/+GjNmzGjqCgdI57n//Oc/+OMf/4gePXpA0zcYC4oAAAIlSURBVDRceOGFOPPMM5GZmYkHH3wQ11xzDXJycrBp0yasWrUKffr0QTAYNPychg8fDovFgueffx7V1dVwuVzo1asXTj755JT3XbVqFb766ivouo7q6mps374dS5cuRX19PW666SZ873vfa7rtwIEDMXjwYLz44ovw+Xzo378/du/ejQULFqCkpASff/55i2OffPLJePXVV/Gzn/0MkyZNgt1ux4gRI9C7d2/89Kc/xVVXXYVrrrkG06dPx4knnohQKIS9e/di2bJlmDFjBrvbERElwGGyRETUpXz88cdYtmwZNm7ciEOHDqG2thbZ2dkoKSnB9OnTMWvWrKYdF0DaZ//85z/HZ599hvr6egDNtT7r16/HU089hR07dsBqtWL06NG4//778eijj+Lbb7/F8uXLm44TGSb7l7/8Je7zWrx4MV544QXs2bMHfr/f8DDZCLvdDrfbjd69e2P06NGYNWtWq4G2gDSqePzxx7Fu3Tp4vV4MHjwYt956K3bs2IG5c+di2bJlTU0nQqEQnnzySbz77rsoLS1FKBRqMUy2oqICL7zwApYvX479+/cjIyMDxx9/PMaPH4/vfOc7GDRokNHTQkR0TGGQREREREREFIU1SURERERERFEYJBEREREREUVhkERERERERBSFQRIREREREVEUBklERERERERRGCQRERERERFFYZBEREREREQUhUESERERERFRFAZJREREREREUf5/8xIoKzVgswEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "arch_df = apa_df.dropna(subset=['arch_type'])\n",
    "arch_df = arch_df.dropna(subset=['vcs_first_commit'])\n",
    "\n",
    "fig = plt.figure(figsize = (13, 8))\n",
    "sns.set(font_scale = 1.5)\n",
    "sns.set_style(\"white\")\n",
    "ax = m_swarmplot(x=\"vcs_first_commit\", y=\"arch_type\", data=arch_df)\n",
    "\n",
    "plt.xlabel(\"Start Date\")\n",
    "plt.ylabel(\"Arch Type\")\n",
    "#plt.title(\"Start Date / Arch Type\", weight='bold')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "py3_df = apa_df.dropna(subset=['arch_compat_min_py3'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mayoubi/.local/lib/python3.6/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "def py_3(x):\n",
    "    if x <= 3.4:\n",
    "        return \"<3.5+\"\n",
    "    return '%s+' % x\n",
    "\n",
    "py3_df['py3_type'] = py3_df['arch_compat_min_py3'].apply(py_3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pie = m_pieplot(\n",
    "    py3_df\n",
    "    .groupby('py3_type')\n",
    "    .count()\n",
    "    .sort_values('py3_type', ascending=False))\n",
    "#plt.title(\"Python 3 Breakdown\", weight='bold', pad = 40, size=20)\n",
    "plt.ylabel(\"\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: notebooks/apatite_export_20191002.csv
================================================
name,arch.compat.min_py2,arch.compat.min_py3,arch.dep.concurrency,arch.dep.gui_framework,arch.dep.server_framework,arch.pkg.container,arch.pkg.freezer,arch.type,gh.forks,gh.has_wiki,gh.license,gh.open_issues,gh.size,gh.stars,gh.watchers,license.hereditary,license.license,license.license_group,sloc.RATIO.OTHER,sloc.RATIO.autoconf,sloc.RATIO.c,sloc.RATIO.coffeescript,sloc.RATIO.coq,sloc.RATIO.cpp,sloc.RATIO.css,sloc.RATIO.dockerfile,sloc.RATIO.go,sloc.RATIO.haskell,sloc.RATIO.html,sloc.RATIO.java,sloc.RATIO.javascript,sloc.RATIO.jsx,sloc.RATIO.less,sloc.RATIO.lua,sloc.RATIO.markdown,sloc.RATIO.meson,sloc.RATIO.objectivec,sloc.RATIO.python,sloc.RATIO.qml,sloc.RATIO.restructuredtext,sloc.RATIO.rust,sloc.RATIO.sass,sloc.RATIO.sh,sloc.RATIO.sql,sloc.RATIO.systemverilog,sloc.RATIO.tex,sloc.RATIO.typescript,sloc.RATIO.vue,sloc.RATIO.xml,sloc.RATIO.xsl,sloc.RATIO.yaml,sloc.TOTAL_blanks,sloc.TOTAL_code,sloc.TOTAL_comments,sloc.TOTAL_dirs,sloc.TOTAL_files,sloc.TOTAL_lines,sloc.actionscript,sloc.asp,sloc.assembly,sloc.autoconf,sloc.automake,sloc.bash,sloc.batch,sloc.c,sloc.c_code,sloc.c_comments,sloc.c_files,sloc.cabal,sloc.cmake,sloc.coffeescript,sloc.coq,sloc.cpp,sloc.cpp_code,sloc.cpp_comments,sloc.cpp_files,sloc.csharp,sloc.cshell,sloc.css,sloc.d,sloc.dockerfile,sloc.dotnetresource,sloc.elisp,sloc.elixir,sloc.fish,sloc.forth,sloc.fortranlegacy,sloc.fortranmodern,sloc.glsl,sloc.go,sloc.graphql,sloc.groovy,sloc.handlebars,sloc.happy,sloc.haskell,sloc.hcl,sloc.html,sloc.java,sloc.javascript,sloc.jsx,sloc.less,sloc.llvm,sloc.lua,sloc.makefile,sloc.markdown,sloc.meson,sloc.moduledef,sloc.msbuild,sloc.mustache,sloc.nix,sloc.objectivec,sloc.objectivecpp,sloc.org,sloc.pascal,sloc.perl,sloc.php,sloc.prolog,sloc.protobuf,sloc.python,sloc.python_code,sloc.python_comments,sloc.python_files,sloc.qml,sloc.r,sloc.rakefile,sloc.restructuredtext,sloc.rpmspecfile,sloc.ruby,sloc.rubyhtml,sloc.rust,sloc.sass,sloc.scala,sloc.scheme,sloc.scons,sloc.sh,sloc.sql,sloc.srecode,sloc.swift,sloc.swig,sloc.systemverilog,sloc.tcl,sloc.tex,sloc.toml,sloc.typescript,sloc.vala,sloc.vb6,sloc.vimscript,sloc.visualstudioproject,sloc.visualstudiosolution,sloc.vue,sloc.xml,sloc.xsl,sloc.yaml,sloc.zsh,topic.primary,topic.primary_fq,topic.secondary,topic.secondary_fq,vcs.commit_count,vcs.committer_count,vcs.committer_percent_dist.10,vcs.committer_percent_dist.100,vcs.committer_percent_dist.20,vcs.committer_percent_dist.30,vcs.committer_percent_dist.40,vcs.committer_percent_dist.50,vcs.committer_percent_dist.60,vcs.committer_percent_dist.70,vcs.committer_percent_dist.80,vcs.committer_percent_dist.90,vcs.committer_percent_dist.95,vcs.committer_percent_dist.99,vcs.committer_top_5.0,vcs.committer_top_5.1,vcs.committer_top_5.2,vcs.committer_top_5.3,vcs.committer_top_5.4,vcs.first_commit,vcs.latest_commit,vcs.minor_committer_counts.1,vcs.minor_committer_counts.2,vcs.minor_committer_counts.3,vcs.minor_committer_counts.4,vcs.minor_committer_counts.5,vcs.vcs_name
archivebox,,3.5,,,,docker,,desktop,306,True,MIT License,64,3841,5450,106,False,MIT,MIT,0.2,,,,,,,,,,0.16,,,,,,,,,0.64,,,,,,,,,,,,,,512,3458,233,87,156,4203,,,,,,,,,,,,,,,,,,,,,,,,74,,,,,,,,,,,,,,,,674,,168,,,,,,314,,,,,,,,,,,,,,2690,2031,188,11,,,,,,,,,,,,,,,,,,,,,,,,,,,,,233,,,,internet,internet,organization,organization,943,43,1,43,1,1,1,1,1,1,1,1,10,34,0.9046,0.0085,0.0053,0.0053,0.0053,2017-05-05T08:50:15,2019-10-01T21:05:32,21,31,34,37,41,git
archivematica,2.7,,,,django,,,server,69,False,Other,100,36631,179,39,True,AGPL,AGPL,0.69,,,,,,,,,,,,,,,,,,,0.31,,,,,,,,,,,,,,13746,277514,8613,245,1128,299873,,,,119,,,,,,,,,,,,,,,,,,1411,,243,,,,,,,,,,,,,,,,9240,,10009,,,,,92,2160,,,,,,,,,,,,,,92983,75579,7116,485,,,,,,,,,,,,,133,970,,,,,,,,,,,,,,,7975,,752,,internet,internet,organization,organization,3917,49,1,49,1,2,2,3,4,5,6,8,13,23,0.2339,0.1698,0.1557,0.1021,0.0968,2012-09-15T06:37:51,2019-08-22T03:28:15,17,24,27,27,29,git
canto,2.7,3.1,,,,,,desktop,8,True,GNU General Public License v2.0,6,768,128,6,True,GPL v2,GPL,0.01,,,,,,,,,,,,,,,,,,,0.99,,,,,,,,,,,,,,1355,3822,638,23,61,5815,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5767,3774,638,29,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,internet,internet,,,511,3,1,3,1,1,1,1,1,1,1,1,1,1,0.9961,0.002,0.002,,,2010-03-19T06:22:20,2018-08-02T02:17:33,2,2,2,2,2,git
deluge,2.7,,twisted,,zope,,py2app,server,198,False,Other,18,61758,730,72,,Other,Other,0.14,,,,,,,,,,,,0.46,,,,,,,0.4,,,,,,,,,,,,,,27448,124420,8151,238,2054,160019,,,,141,,,,,,,,,,,,,,,,,,13600,,,,,,,,,,,,,,,,,,209,,73373,,,,,,1658,,,,,,,,,,,,,,63864,48382,4775,272,,,,295,,,,,,,,,,,,,,,,,,,,,,,,,,450,53,,internet,internet,,,8741,70,1,70,1,2,2,3,3,4,5,9,11,20,0.2333,0.2116,0.1679,0.1403,0.0469,2006-11-28T17:22:48,2019-06-25T10:51:59,34,42,44,48,49,git
elixire,,3.6,asyncio,,,docker,,server,,,,,,,,True,AGPL,AGPL,0.06,,,,,,,,,,,,,,,,,,,0.94,,,,,,,,,,,,,,2689,8070,883,42,157,11642,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,310,,,,,,,,,,,,,,10993,7519,839,98,,,,,,,,,,,,,,208,,,,,,,,,,,,,,,,,,,internet,internet,,,1588,11,1,11,1,1,1,1,2,2,3,3,4,6,0.5088,0.2311,0.1738,0.0573,0.017,2018-02-05T04:48:13,2019-09-21T01:07:41,3,5,5,5,5,git
flaskbb,2.7,,,,flask,,,server,427,True,Other,29,8644,1664,115,,Other,Other,0.35,,,,,,,,,,0.11,,,,,,,,,0.54,,,,,,,,,,,,,,5501,34213,1897,97,370,41611,,,,,,,281,,,,,,,,,,,,,,,240,,,,,,,,,,,,,,,,,,4668,,2893,,,,,282,169,,,,,,,,,,,,,,22574,17101,1052,145,,,,2358,,,,,2124,,,,,,,,,,,,,,,,,,,,,,,,internet,internet,,,2136,49,1,49,1,1,1,1,1,1,2,3,8,28,0.7701,0.1241,0.0239,0.0108,0.008,2013-09-11T08:38:26,2019-05-21T18:27:36,23,30,33,34,36,git
gpodder,,3.4,,gtk,,,,desktop,130,True,GNU General Public License v3.0,98,29341,621,36,True,GPL v3,GPL,0.1,,,,,,,,,,,,,,,,,,,0.9,,,,,,,,,,,,,,5368,22059,3215,94,284,30642,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,234,220,,,,,,,,,,,,,,27637,19321,3094,109,,,,63,,,,,,,,,606,,,,,,,,,,,,,,,,,,,,internet,internet,,,4106,167,1,167,1,1,1,1,1,2,5,20,45,126,0.6381,0.1162,0.0173,0.0163,0.0136,2005-11-21T18:21:25,2019-09-29T19:31:44,77,100,112,120,125,git
isso,,3.3,gevent,,,docker,,server,339,True,MIT License,147,2033,3735,107,False,MIT,MIT,0.12,,,,,,,,,,,,0.15,,,,,,,0.38,,0.17,,0.18,,,,,,,,,,2099,11857,616,62,261,14572,,,,,,,,,,,,,,,,,,,,,,400,,,,,,,,,,,,,,,,,,637,,2139,,,,,75,,,,,,,,,,,,,,,5587,3930,287,37,,,,2468,,,,,2693,,,,,,,,,,,,,,,,,,,,225,,85,,internet,internet,,,1181,86,1,86,1,1,1,1,1,2,4,16,35,75,0.6664,0.0728,0.0559,0.0161,0.0152,2012-10-16T13:45:02,2019-09-30T23:04:28,44,51,67,72,75,git
kindleear,2.7,,,,flask,,,server,586,True,,5,8780,2122,150,,Other,Other,0.04,,,,,,,,,,,,,,,,,,,0.96,,,,,,,,,,,,,,16036,115197,8066,83,515,139299,,,,,,,,,,,,,,,,,,,,,,967,,,,,,,,,,,,,,,,,,3420,,,,,,,,750,,,,,,,,,,,,,,133178,109627,7936,383,,,,363,,,,,,,,,,,,,,,,,,,,,,,,,,,202,,internet,internet,,,356,21,1,21,1,1,1,2,2,3,5,8,11,18,0.4916,0.1348,0.1067,0.0449,0.0421,2013-07-04T23:30:15,2019-09-28T14:56:44,4,9,10,11,11,git
mylar,2.7,,concurrent\.futures,qt,,,py2exe,desktop,191,True,GNU General Public License v3.0,673,17413,906,102,True,GPL v3,GPL,0.11,,,,,,,,,,,,,,,,,,,0.89,,,,,,,,,,,,,,28643,152222,16453,131,1519,197318,,,,,,,190,239,179,21,1,,,,,,,,,,,4500,307,,,,,,,,,,,,,,,,,8074,,4724,,1220,,,188,122,,,,,,,,,,,,,,176240,133873,15383,560,,,,656,,,,,,,,,,,,,,,,,,,,,,,,,,,,,internet,internet,graphics,graphics,1483,44,1,44,1,1,1,1,1,1,1,3,11,30,0.8173,0.0459,0.0459,0.0074,0.0074,2012-09-09T19:34:53,2019-06-26T16:04:06,16,23,28,29,32,git
neubot,2.7,,,wx,,,py2exe,desktop,10,True,GNU General Public License v3.0,26,12518,56,11,True,GPL v3,GPL,0.32,,,,,,,,,,,,,,,,,,,0.68,,,,,,,,,,,,,,5850,30763,8840,68,330,45453,,,,,,,,,,,,,,,,,,,,,,736,,,,,,,,,,,,,,,,,,657,,3175,,,,,384,1164,,,,,,,,,,,,,,30897,18749,6999,184,,,,3311,,,,,,,,,1462,,,,,,,,,,,,,,,,,,,,internet,internet,,,4394,10,1,10,1,1,1,1,1,1,1,1,2,4,0.9474,0.0221,0.015,0.0098,0.002,2010-05-07T14:46:49,2017-11-02T23:54:19,2,3,3,4,4,git
newsblur,2.7,,gevent,,django,docker,,server,916,False,MIT License,113,525396,5312,253,False,MIT,MIT,0.29,,0.01,,,,,,,,,,0.65,,,,,,,0.05,,,,,,,,,,,,,,122838,844221,138205,1478,14510,1105264,,,,389,,55,,11971,0,,,,,2563,,,,,,,,25984,,,,,,,,,,,,,,,,,,3551,23678,720148,,,,,764,86199,,540,,,,54501,,,,1296,,,,54914,45159,2516,382,,,,,,,,,,,,,476,,,122,,,,,,4466,,,,,,,32694,,1443,,internet,internet,,,12711,84,1,84,1,1,1,1,1,1,2,3,5,11,0.7696,0.1159,0.0326,0.0231,0.0225,2009-06-16T01:18:18,2019-09-30T19:08:29,47,61,66,69,73,git
newspipe,,3.5,asyncio,,flask,,,server,,,,,,,,True,AGPL,AGPL,0.43,,,,,,,,,,,,0.16,,,,,,,0.41,,,,,,,,,,,,,,1178,12356,601,71,223,14135,,,,,,,,,,,,,,,,,,,,,,222,,,,,,,,,,,,,,,,,,1329,,2195,,,,,,,,,,,,,,,,,,,,5806,4354,482,82,,,,691,,,,,,,,,50,,,,,,,,,,,,,,,,,,,,internet,internet,,,2771,5,1,5,1,1,1,1,1,1,2,2,3,3,0.7398,0.1927,0.0668,0.0004,0.0004,2010-01-29T20:09:46,2019-09-30T12:56:04,2,2,2,2,2,git
nsupdate_info,2.7,3.1,,,django,,,server,79,False,Other,33,3505,592,45,,Other,Other,0.1,,,,,,,,,,0.18,,,,,,,,,0.57,,0.15,,,,,,,,,,,,1126,9371,667,77,241,11164,,,,,,,190,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2060,,,,,,,153,,,,,,,,,,,,,,,6368,4751,619,73,,,,1661,,,,,,,,,,,,,,,,,,,,,,,,,,,,,internet,internet,ops,dev.ops,1190,18,1,18,1,1,1,1,1,1,2,3,4,9,0.7681,0.0824,0.063,0.058,0.0076,2013-09-17T07:44:36,2019-05-09T23:01:19,8,8,11,13,13,git
nyaa,,3.6,gevent,,flask,docker,,server,260,True,GNU General Public License v3.0,57,2035,2132,159,True,GPL v3,GPL,0.26,,,,,,,,,,0.16,,0.12,,,,,,,0.46,,,,,,,,,,,,,,2371,14466,967,38,204,17804,,,,,,,,,,,,,,,,,,,,,,1024,,,,,,,,,,,,,,,,,,2805,,2212,,,,,,115,,,,,,,,,,,,,,8242,5854,671,57,,,,,,,,,,,,,,,,,,,,,,,,,,,,,79,,147,,internet,internet,,,628,48,1,48,1,2,3,4,5,6,10,16,23,42,0.2596,0.1354,0.0939,0.0939,0.0924,2017-05-12T18:51:49,2019-08-26T08:10:11,20,25,26,31,31,git
pi_hole,2.7,,,,,,,server,1257,True,Other,78,5106,18188,526,,Other,Other,0.11,,,,,,,,,,,,,,,,,,,0.12,,,,,0.77,,,,,,,,,1069,6668,1805,54,135,9542,,,,,,,,,,,,,,,,,,,,,,383,,,,,,,,,,,,,,,,,,,,,,,,,,276,,,,,,,,,,,352,,,1098,908,68,7,,,,,,,,,,,,,7368,,,,,,,,,,,,,,,,,,,,internet,internet,,,5165,143,1,143,1,1,2,2,3,4,5,8,19,92,0.3582,0.1601,0.1421,0.103,0.0759,2014-06-08T15:02:55,2019-09-15T15:52:21,72,94,108,112,115,git
planet,2.4,,,,,,,server,124,True,,15,962,83,18,,Other,Other,0.16,,,,,,0.25,,,,,,,,,,,,,0.59,,,,,,,,,,,,,,2322,11413,1092,40,87,14827,,,,,,,,,,,,,,,,,,,,,,3683,,,,,,,,,,,,,,,,,,,,,,,,,,73,,,,,,,,,,,,,,8775,6817,866,12,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,internet,internet,,,1070,113,1,113,1,1,2,2,3,4,6,23,60,103,0.372,0.2262,0.0897,0.0776,0.0262,2009-07-14T01:09:55,2019-09-30T15:06:27,74,91,94,98,101,git
pol,2.6,3.0,twisted,,django,,,server,22,True,MIT License,8,1740,121,9,False,MIT,MIT,0.04,,,,,,0.25,,,,,,0.43,,0.23,,,,,0.05,,,,,,,,,,,,,,3866,26062,3391,42,168,33319,,,,,,,,,,,,,,,,,,,,,,8221,,,,,,,,,,,,,,,,,,521,,14297,,7553,,,,100,,,,,,,,,,,,,,1813,1408,56,27,,,,,,,,,253,,,,,,,,,,,,,,,,,,,,,,,,internet,internet,,,177,2,1,2,1,1,1,1,1,1,1,1,2,2,0.9209,0.0791,,,,2015-10-28T18:02:07,2019-07-28T18:46:16,0,0,0,0,0,git
pyload,,3.6,,,,docker,,desktop,585,True,GNU Affero General Public License v3.0,133,46593,1644,154,True,AGPL,AGPL,0.15,,,,,,,,,,,,,,,,,,,0.85,,,,,,,,,,,,,,13919,52436,2922,81,879,69277,,,,,,,,,,,,,,,,,,,,,,1998,,122,,,,,,,,,,,,,,,,2222,,3121,,,,,193,1308,,,,,,,,,,,,,,59227,43464,2694,630,,,,460,,,,,,,,,,,,,,,,,,,,,,,,,,,,,internet,internet,,,6785,186,1,186,1,1,2,2,3,4,7,12,36,119,0.3589,0.1558,0.1307,0.0674,0.0544,2009-05-09T13:43:37,2019-07-22T22:25:56,77,102,119,131,138,git
qute_browser,,3.5,,qt,,,pyinstaller,desktop,672,False,GNU General Public License v3.0,751,41919,4852,171,True,GPL v3,GPL,0.12,,,,,,,,,,,,0.16,,,,,,,0.72,,,,,,,,,,,,,,21538,108693,10530,189,914,140761,,,,,,933,61,,,,,,,,,26,22,0,2,,,294,,,,,,,,,,,,,,,,,,4604,,22396,,,,,,93,,,,,,,,,,,,,,100750,73563,9324,389,,,,114,85,,,,,,,,328,,,,,,,,,,,,,,,,107,,2974,,internet,internet,,,18571,300,1,300,1,1,1,1,1,1,3,20,54,170,0.7399,0.046,0.0247,0.0196,0.0173,2013-12-14T21:15:16,2019-10-01T13:34:58,91,115,150,176,185,git
reddit,2.7,,,,pylons,,,server,2780,True,Other,304,40093,15119,737,,Other,Other,0.21,,,,,,,,,,,,0.34,,,,,,,0.45,,,,,,,,,,,,,,33854,165670,25411,90,1381,224935,,,,,,,,897,683,83,5,,,,,,,,,,,943,,,,,,,,,,,,,,,,,,20837,199,76769,,15269,,,241,325,,,,,,,,,,,,,,101747,73976,10181,312,,,,,,,,,1573,,,,1790,,,,,,,,,,,,,,,,2487,,,,internet,internet,,,7956,209,1,209,1,2,3,4,6,9,14,20,33,130,0.2162,0.1164,0.1136,0.0615,0.0546,2008-06-18T02:00:27,2017-10-16T20:46:21,113,142,153,157,160,git
sabnzbd,,3.4,,,,snapcraft,pyinstaller,server,282,False,Other,43,116960,1275,146,False,MIT,MIT,0.11,,,,,,0.11,,,,,,0.14,,,,,,,0.64,,,,,,,,,,,,,,8077,48196,5781,159,485,62054,,,,,,,,,,,,,,,,,,,,,,6781,,,,,,,,,,,,,,,,,,197,,8483,,,,,,72,,,,,,,,,,,,,,39781,29408,4071,86,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,57,,internet,internet,,,7108,57,1,57,1,1,1,1,1,2,2,2,2,10,0.6759,0.2832,0.0091,0.0077,0.0055,2007-10-14T12:58:15,2019-09-29T15:31:46,31,42,44,47,48,git
searx,2.7,,,,flask,docker,,server,860,True,GNU Affero General Public License v3.0,508,8887,5248,248,True,AGPL,AGPL,0.61,,,,,,,,,,,,,,0.15,,,,,0.24,,,,,,,,,,,,,,8026,81691,7450,177,791,97167,,,,,,,,,,,,,,,,,,,,,,7533,,77,,,,,,,,,,,,,,,,3529,,5412,,14426,,,,,,,,,,,,,,,,,,23382,18217,1454,196,,,,515,,,,,,,,,412,,,,,,,,,,,,,,,,4531,,861,,internet,internet,security,dev.security,2668,100,1,100,1,1,1,1,2,4,5,13,30,74,0.5349,0.0858,0.075,0.0618,0.057,2013-10-14T21:09:13,2019-08-06T10:25:25,37,50,62,68,73,git
speedtest_cli,2.4,3.0,,,,,,desktop,1217,True,Apache License 2.0,22,329,8670,307,True,Apache-2.0,Apache,0.09,,,,,,,,,,,,,,,,,,,0.91,,,,,,,,,,,,,,373,1898,82,27,58,2353,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2133,1681,82,3,,,,154,,,,,,,,,,,,,,,,,,,,,,,,,,,,,internet,internet,,,295,10,1,10,1,1,1,1,1,1,1,1,1,8,0.9525,0.0102,0.0102,0.0068,0.0034,2012-09-10T19:17:53,2019-08-22T14:48:18,6,7,9,9,9,git
streamlink,2.7,,concurrent\.futures,,,,py2exe,desktop,453,False,"BSD 2-Clause ""Simplified"" License",105,35007,3855,180,False,BSD-2,BSD,0.31,,,,,,,,,,,,,,,,,,,0.69,,,,,,,,,,,,,,9898,52291,1249,67,672,63438,,,,,,,,,,,,,,,,,,,,,,5052,,,,,,,,,,,,,,,,,,511,,217,,,,,153,2553,,,,,,,,,,,,,,44040,34019,1157,491,,,,1707,,,,,,,,,594,,,,,,,,,,,,,,,,,,80,,internet,internet,,,3800,213,1,213,1,1,2,3,3,4,6,19,61,176,0.3163,0.16,0.1576,0.1155,0.0447,2011-08-15T02:37:22,2019-09-25T19:11:53,116,151,167,178,188,git
syncserver,2.3,,,,pyramid,docker,,server,91,True,Mozilla Public License 2.0,25,133,836,66,True,MPL,MPL,0.31,,,,,,,,,,,,,,,,,,,0.54,,0.15,,,,,,,,,,,,117,856,138,19,50,1111,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,56,95,,,,,,,,,,,,,,602,442,86,5,,,,164,,,,,,,,,85,,,,,,,,,,,,,,,,,,,,internet,internet,,,169,31,1,31,1,1,1,1,1,1,3,15,23,30,0.7278,0.0533,0.0237,0.0178,0.0118,2014-02-11T04:03:33,2019-09-02T04:25:30,24,27,28,29,29,git
tribler,,3.4,twisted,qt,,snapcraft,pyinstaller,desktop,368,True,GNU Lesser General Public License v3.0,337,128674,3041,151,True,LGPL v3,LGPL,0.17,,,,,,,,,,,,,,,,,,,0.83,,,,,,,,,,,,,,11754,58158,2225,163,723,72137,,,,,,,511,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,225,,,,,,,,,,,,,,,59724,46148,2083,370,,6721,,1112,245,,,,,,,,224,,,,,,,,,,,,,,,,841,,188,,internet,internet,,,15911,114,1,114,2,2,3,5,6,7,10,16,24,47,0.1916,0.1212,0.0935,0.0901,0.085,2005-09-20T14:38:13,2019-10-01T15:28:59,39,49,55,58,60,git
you_get,,3.4,,,,,,desktop,5439,True,MIT License,320,3193,27240,1151,False,MIT,MIT,0.09,,,,,,,,,,,,,,,,,,,0.91,,,,,,,,,,,,,,2244,12370,766,36,201,15380,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,514,,,,,,,,,,,,,,13933,10939,765,128,,,,814,,,,,,,,,,,,,,,,,,,,,,,,,,,,,internet,internet,,,2207,178,1,178,1,1,1,1,1,3,5,34,77,156,0.6425,0.0562,0.0503,0.0408,0.014,2012-08-20T15:54:03,2019-09-24T11:44:06,92,126,140,146,156,git
youtube_dl,2.7,,,,,,py2exe,desktop,9740,False,The Unlicense,3054,56638,56117,1792,True,Unlicense,Unlicense,0.03,,,,,,,,,,,,,,,,,,,0.97,,,,,,,,,,,,,,16751,129280,4259,94,1050,150290,265,,,71,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,312,3042,,,,,,,,,,,,,,146153,125381,4170,870,,,,90,,,,,,,,,230,,,,,,,,,,,,,,,,,,,,internet,internet,,,17285,798,1,798,1,1,2,2,3,4,5,23,153,626,0.36,0.2194,0.0851,0.0815,0.0803,2008-07-21T21:12:31,2019-10-01T19:03:22,474,599,655,690,714,git
zeronet,,3.6,gevent,,,docker,,desktop,1897,True,GNU General Public License v2.0,608,12403,14668,856,True,GPL v2,GPL,0.2,,,,,,,,,,,,0.24,,,,,,,0.56,,,,,,,,,,,,,,7820,50007,2768,203,583,60595,,,,,,,,,,,,,,3312,,,,,,,,1880,,,,,,,,,,,,,,,,,,538,,14520,,,,,,1203,,,,,,,,,,,,,,33870,26466,1711,220,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,91,,internet,internet,,,3475,109,1,109,1,1,1,1,1,1,2,5,18,75,0.7609,0.1079,0.0181,0.0081,0.0069,2015-01-12T00:41:38,2019-09-28T15:17:47,53,72,76,87,90,git
beets,,3.4,,,,,,desktop,1533,True,MIT License,625,18627,8903,450,False,MIT,MIT,0.09,,,,,,,,,,,,0.13,,,,,,,0.63,,0.15,,,,,,,,,,,,11529,70717,6699,63,411,88945,,,,,,,,,,,,,,,,,,,,,,160,,,,,,,,,,,,,,,,,,98,,11715,,,,,135,,,,,,,,,,,,,,,55756,41459,4837,169,,,,13549,,,,,,,,,347,,,,,,,,,,,,,,,,334,,989,,audio,audio,,,9130,375,1,375,1,1,1,2,5,12,27,75,138,284,0.4506,0.0562,0.0353,0.0326,0.0296,2008-05-14T01:33:09,2019-10-01T21:52:07,124,171,207,229,245,git
exaile,2.7,,,gtk,,,pyinstaller,desktop,59,True,GNU General Public License v2.0,66,82704,189,29,True,GPL v2,GPL,0.11,,,,,,,,,,,,,,,,,,,0.89,,,,,,,,,,,,,,13222,56342,7373,167,689,76937,,,,,,,123,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,707,,,,,,,340,57,,,,,,,,,,,,,,68577,48407,7279,246,,,,1935,113,,,,,,,,252,,,,,,,,,,,,,,,,,,71,,audio,audio,,,10598,150,1,150,2,3,4,4,5,6,8,9,13,60,0.1339,0.1321,0.1266,0.1226,0.1119,2006-09-08T01:07:58,2019-09-27T20:54:12,76,92,103,108,116,git
frescobaldi,,3.4,,qt,,,py2app,desktop,107,True,GNU General Public License v2.0,323,68044,391,47,True,GPL v2,GPL,0.4,,,,,,,,,,,,,,,,,,,0.6,,,,,,,,,,,,,,12869,102393,8652,205,1170,123914,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2683,,,,,563,,,,,70,2705,,,,,,,,,,,,,,73822,53201,8259,381,,,,,,,,,,,,,208,,,,,,,,,,,,,,,,,,,,audio,audio,,,6067,49,1,49,1,1,1,1,1,1,2,3,5,16,0.7425,0.106,0.072,0.0219,0.0163,2010-11-11T12:18:26,2019-10-01T07:31:28,20,24,31,33,35,git
friture,,3.4,,,,appimage,py2exe,desktop,66,True,GNU General Public License v3.0,63,18968,336,30,True,GPL v3,GPL,0.13,,,,,,,,,,,,,,,,,,,0.87,,,,,,,,,,,,,,3632,31549,2799,34,194,37980,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,149,,,,,,,,,,,,,,33089,26729,2762,98,,,,109,89,,,,,,,,,,,,,,,,,,,,,,,,,,54,,audio,audio,,,3397,6,1,6,1,1,1,1,2,2,2,2,2,2,0.5711,0.4274,0.0006,0.0003,0.0003,2009-01-09T20:47:07,2019-03-10T09:19:12,3,4,4,4,4,git
funkwhale,,3.5,asyncio,,django,docker,,server,,,,,,,,True,AGPL,AGPL,0.22,,,,,,,,,,,,,,,,,,,0.53,,,,,,,,,,0.25,,,,9776,83690,1396,216,1003,94862,,,,,,,,,,,,,,,,,,,,,,,,69,,,,,,,,,,,,,,,,52,,4230,,,,,,106,,,,,,,,,,,,,,50572,41026,991,492,,,,6978,,,,,970,,,,442,,,,,,,,72,,,,,,,24166,,,2120,,audio,audio,,,3090,72,1,72,1,1,1,1,1,1,1,4,9,42,0.8385,0.033,0.0181,0.0175,0.0175,2017-06-23T21:00:42,2019-10-01T14:21:31,30,42,50,56,58,git
gnu_radio,,3.3,,qt,,,,desktop,1071,False,GNU General Public License v3.0,412,54237,1839,218,True,GPL v3,GPL,0.16,,0.25,,,0.34,,,,,,,,,,,,,,0.25,,,,,,,,,,,,,,56530,296183,96188,386,3904,448901,,,,9906,,,,110692,1922,831,20,,15840,,,152250,111518,21596,668,,,,,,,,,,,1705,,,,,,,,,,490,,,,,,,,1315,,,,,,912,,,,,,,,112187,82748,14435,604,,,,2510,,,,,,,,,206,,,,5277,,,,,,,,,,,,1162,,27520,,audio,audio,,,13333,271,1,271,1,2,2,3,5,9,15,31,52,142,0.2678,0.2147,0.0575,0.0418,0.034,2006-08-03T04:51:51,2019-09-29T17:38:29,126,155,167,179,187,git
gnu_solfege,2.7,,,,,,py2exe,desktop,,,,,,,,True,GPL v3,GPL,0.13,,0.05,,,,,,,,,,,,,,,,,0.82,,,,,,,,,,,,,,5120,36292,4003,73,1420,45415,,,,552,,,,2169,1456,203,9,,,,,,,,,,,90,,,,,,,,,,,,,,,,,,,,,,,,,673,,,,,,,,,,,,,,,37295,29677,3200,152,,,,,,,,,,,,,1094,,,,63,,,,,,,,,,,,127,,,,audio,audio,,,297,1,1,1,1,1,1,1,1,1,1,1,1,1,1.0,,,,,2013-03-29T00:55:02,2016-09-23T11:38:07,0,0,0,0,0,git
mopidy,,3.2,tornado,,,,,server,594,False,Apache License 2.0,208,23486,6056,229,True,Apache-2.0,Apache,0.01,,,,,,,,,,,,,,,,,,,0.76,,0.23,,,,,,,,,,,,7963,35165,670,101,424,43798,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,130,,,,,,,,,,,,,,,33192,24604,665,188,,,,10287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,audio,audio,,,7868,115,1,115,1,1,1,1,1,2,2,3,9,53,0.6111,0.275,0.0166,0.0161,0.0088,2009-12-23T14:26:50,2019-10-01T11:29:24,47,66,78,84,89,git
music_player,2.7,,twisted,,,,py2app,desktop,51,False,"BSD 2-Clause ""Simplified"" License",16,11074,459,38,False,BSD-2,BSD,0.14,,0.06,,,0.02,,,,,,,,,,,,,0.25,0.53,,,,,,,,,,,,,,45552,264070,14015,326,2090,323637,,,1930,,,,,20982,9524,1626,107,,,,,5597,3428,416,25,,,858,,,,,,,,,,,,,,,,,,15403,,1944,,,,,,647,,,,,,80056,2261,,,,,319,,171363,138497,6813,981,,,,5969,,,,,,,,,131,,,,,,,,,,,,,,,,,,,,audio,audio,,,2334,8,1,8,1,1,1,1,1,1,1,1,1,2,0.9854,0.0107,0.0013,0.0009,0.0004,2011-11-13T15:46:24,2019-05-22T17:13:53,4,5,6,6,6,git
musicbrainz_picard,,3.4,,qt,,,pyinstaller,desktop,277,False,GNU General Public License v2.0,0,31616,1846,128,True,GPL v2,GPL,0.21,,,,,,,,,,,,,,,,,,,0.79,,,,,,,,,,,,,,6153,59640,3587,206,978,69380,,,,419,,,,194,89,66,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1688,,,,,,,,,,,,,,55059,45705,3415,206,,,,,127,,,,,,,,124,,,,,,,,,,,,,,,,,,89,,audio,audio,,,6521,86,1,86,1,2,2,3,4,5,6,8,12,41,0.2809,0.1593,0.154,0.1001,0.0699,2006-08-29T08:14:33,2019-10-01T14:31:36,30,41,55,58,60,git
musikernel,2.7,,,pygame,,,,desktop,7,False,Other,7,28967,65,17,,Other,Other,0.12,,0.45,,,0.09,,,,,,,,,,,,,,0.34,,,,,,,,,,,,,,14440,91414,5996,100,451,111850,,,,1576,,,,49850,8982,507,18,,,,,10004,9580,16,16,,,428,,,,,875,,,,,,,,,,,,,,,,,,,,330,84,,,,,,,,,,,,,,38089,31821,901,89,,,,118,,,,,,,,,9131,,,,,,,,,,,,,284,,,,,,,audio,audio,,,7601,7,1,7,1,1,1,1,1,1,1,1,1,1,0.9945,0.0032,0.0013,0.0004,0.0003,2012-01-12T23:16:43,2018-12-31T20:02:29,1,3,4,4,4,git
puddletag,2.7,,,,,,,desktop,24,False,,136,36288,176,20,,Other,Other,0.11,,,,,,0.11,,,,,,,,,,,,,0.78,,,,,,,,,,,,,,6807,62721,1050,59,435,70578,,,,,,,170,,,,,,,,,,,,,,,8115,,,,,,,,,,,,,,,,,,878,,,,,,,137,,,,,,,,,,,,,,,54869,48535,955,100,,,,57,,,,,,,,,116,,,,,,,,,,,,,,,,988,,,,audio,audio,,,852,16,1,16,1,1,1,1,1,1,1,2,2,8,0.8815,0.0915,0.0059,0.0047,0.0023,2008-06-28T11:09:33,2019-08-18T16:49:59,10,12,12,13,14,git
quod_libet,,3.5,twisted,gtk,,flatpak,,desktop,145,False,GNU General Public License v2.0,630,37172,704,46,True,GPL v2,GPL,0.08,,,,,,,,,,,,,,,,,,,0.92,,,,,,,,,,,,,,23869,95319,7566,228,1096,126754,,,,560,,475,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,170,,,,,,,,,,,,,,,117230,86258,7395,655,,,,5274,,,,,,,,,843,,,,,,,,,,,,,,,,118,,264,57,audio,audio,,,10850,113,1,113,1,1,1,2,2,2,3,5,13,52,0.4203,0.3449,0.1106,0.0202,0.0149,2004-10-04T03:24:01,2019-08-12T10:55:38,33,48,58,67,69,git
soundconverter,,3.5,,gtk,,,,desktop,36,True,GNU General Public License v3.0,2,4191,110,11,True,GPL v3,GPL,0.38,,,,,,,,,,,,,,,,,,,0.62,,,,,,,,,,,,,,868,5301,595,27,127,6764,,,,251,106,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,372,,,,4190,2997,472,15,,,,111,,,,,,,,,,,,,,,,,,,,,,,,,173,,,,audio,audio,,,630,14,1,14,1,1,1,1,1,1,1,2,4,8,0.8746,0.0397,0.0333,0.0206,0.0127,2005-03-03T01:33:01,2019-04-23T08:29:15,7,8,9,9,9,git
soundgrain,2.4,3.0,,wx,,,py2app,desktop,5,False,,2,5129,72,11,,Other,Other,0.1,,,,,,,,,,,,,,,,0.11,,,0.79,,,,,,,,,,,,,,719,6904,71,20,72,7694,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,832,,,,,,,,,,,,,,6086,5320,64,17,,,,,,,,,,,,,66,,,,,,,,,,,,,,,,,,,,audio,audio,,,301,1,1,1,1,1,1,1,1,1,1,1,1,1,1.0,,,,,2009-03-24T19:55:22,2019-02-23T02:02:59,0,0,0,0,0,git
supysonic,2.7,3.2,,,flask,,,server,42,True,GNU Affero General Public License v3.0,20,1316,145,9,True,AGPL,AGPL,0.16,,,,,,,,,,,,,,,,0.1,,,0.74,,,,,,,,,,,,,,2329,11983,1008,44,200,15320,,,,,,,,,,,,,,,,,,,,,,67,,,,,,,,,,,,,,,,,,823,,,,,,,,1560,,,,,,,,,,,,,,11410,8312,964,88,,,,215,,,,,,,,,,904,,,,,,,,,,,,,,,,,,,audio,audio,,,554,12,1,12,1,1,1,1,1,1,2,3,5,8,0.796,0.0794,0.0379,0.0307,0.0162,2012-10-13T09:29:48,2019-08-31T09:35:10,3,4,4,4,5,git
flowblade,2.7,3.2,,,,,,desktop,103,True,,51,53538,1163,74,,Other,Other,0.33,,,,,,,,,,,,,,,,,,,0.67,,,,,,,,,,,,,,15372,74932,4842,121,1312,95146,,,,,,,,,,,,,,,,,,,,,,4794,,,,,,,,,,,,,,,,,,5066,,78,,,,,,2631,,,,,,,,,,,,,,63633,47633,3950,108,,,,,,,,,5355,,,,,,,,,,,,,,,,,,,,6986,,,,video,video,,,2895,34,1,34,1,1,1,1,1,1,1,2,5,14,0.885,0.0363,0.0142,0.0111,0.0104,2012-03-03T19:57:20,2019-09-30T19:55:37,16,18,20,20,22,git
open_streaming_platform,2.7,3.1,,,flask,docker,,server,,,,,,,,False,MIT,MIT,0.04,,,,,,0.1,,,,0.64,,,,,,,,,0.22,,,,,,,,,,,,,,2190,17239,187,80,1767,19616,,,,,,,,,,,,,,,,,,,,,,2024,,96,,,,,,,,,,,,,,,,12582,,,,,,,,396,,,,,,,,,,,,,,4251,3439,72,24,,,,,,,,,,,,,114,,,,,,,,,,,,,,,,,,,,video,video,games,games,3032,4,1,4,1,1,1,1,1,1,1,1,1,2,0.969,0.0303,0.0003,0.0003,,2018-03-25T23:54:10,2019-08-06T00:27:08,2,2,2,2,2,git
openshot,2.7,3.2,,qt,,,cx_Freeze,desktop,169,True,Other,711,380630,1176,82,True,GPL v3,GPL,0.24,,,,,,,,,,,,,,,,,,,0.76,,,,,,,,,,,,,,10943,413388,10138,249,2235,434469,,,,1907,,,,,,,,,,,,,,,,,,1856,,,,,,,,,,,,,,,,,,252,,30003,,,,,240,172,,,,,,,,,,,,,,329292,318914,5079,109,,,,2179,,,,,,,,,105,,,,,,,,,,,,,,,,3392,,,,video,video,,,1914,26,1,26,1,1,1,1,2,2,3,5,7,13,0.5543,0.1552,0.1003,0.0799,0.0235,2013-11-03T07:08:23,2019-10-02T01:26:33,9,11,13,13,14,git
pitivi,,3.3,,gtk,,flatpak,,desktop,,,,,,,,,Other,Other,0.41,,,,,,,,,,,,,,,,0.16,,,0.43,,,,,,,,,,,,,,7761,85710,3964,125,816,97435,,,,495,,,,138,104,8,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,15507,222,,,,,,,,,,,,,41718,30396,3793,108,,,,,,,,,,,,,91,,,,,,,,,,,,,,,,,,,,video,video,,,8270,282,1,282,2,2,3,4,5,7,12,38,76,200,0.1666,0.1511,0.1467,0.0954,0.0771,2004-05-01T10:48:55,2019-10-01T13:09:37,109,152,175,191,201,git
plumi,2.4,,,,,,,server,56,True,,127,1079,91,17,,Other,Other,0.5,,,,,,,,,,,,,,,,,,,0.24,,0.26,,,,,,,,,,,,107,1672,74,42,134,1853,,,,163,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,445,311,60,3,,,,490,,,,,,,,,68,,,,,,,,,,,,,,,,,,,,video,video,cms,cms,714,19,1,19,1,1,2,2,3,4,4,6,8,14,0.3487,0.1989,0.1513,0.1232,0.0448,2008-07-08T21:45:09,2019-05-02T18:46:49,4,8,9,10,10,git
pyvideo,,3.6,,,,,,server,54,True,GNU General Public License v3.0,20,6269,195,26,True,GPL v3,GPL,0.47,,,,,,,,,,0.15,,0.11,,,,,,,0.27,,,,,,,,,,,,,,574,3826,166,76,161,4566,,,,,,,,,,,,,,,,,,,,,,395,,,,,,,,,,,,,,,,,,703,,497,,,,,115,,,,,,,,,,,,,,,1255,951,53,15,,,,310,,,,,,,,,111,,,,,,,,,,,,,,,,,,,,video,video,static_site,static_site,839,17,1,17,1,1,1,2,2,3,4,5,7,12,0.4923,0.1704,0.124,0.0965,0.0417,2016-01-20T02:04:15,2019-10-02T03:16:09,4,4,6,7,9,git
vidcutter,,3.5,,qt,,flatpak,pyinstaller,desktop,42,True,GNU General Public License v3.0,190,161125,482,37,True,GPL v3,GPL,0.02,,0.18,,,,,,,,,,,,,,,,,0.8,,,,,,,,,,,,,,3023,178603,11237,77,392,192863,,,,,,,171,34205,21455,7706,2,,,,,386,0,,,,,,,,,,,,,,,,,,,,,,,626,,,,,,,,292,,118,,,,,,,,,,,,154405,152890,683,30,,,,,365,,,,,,,,,,,,,,,,,,,,,,,,398,,163,,video,video,,,1622,3,1,3,1,1,1,1,1,1,1,1,1,1,0.9988,0.0006,0.0006,,,2016-08-15T21:30:31,2019-09-21T02:37:09,2,2,2,2,2,git
cartoonify_draw_this,,3.4,,,,docker,,desktop,142,True,MIT License,15,114111,1762,64,False,MIT,MIT,0.07,,,,,,,,,,,,,,,,,,,0.93,,,,,,,,,,,,,,6913,45799,3570,53,368,56282,,,,,,,,,,,,,,,,,,,,,,,,50,,,,,,,,,,,,,,,,,,,,,,,,1834,,,,,,,,,,,,,1632,52237,42689,2996,218,,,,,,,,,,,,,65,,,,,,,,,,,,,,,,,,,,graphics,graphics,,,206,4,1,4,1,1,1,1,1,1,1,1,1,2,0.9806,0.0097,0.0049,0.0049,,2017-12-12T10:28:26,2018-09-17T11:21:38,2,3,3,3,3,git
freecad,2.7,,,qt,,docker,,desktop,1494,False,Other,37,836278,4432,443,True,LGPL v2,LGPL,0.23,,0.13,,,0.45,,,,,,,,,,,,,,0.19,,,,,,,,,,,,,,220114,1627606,270751,558,9943,2118471,,,,5186,86,,202,278786,50403,10795,43,,20345,,,948559,626928,115575,1916,,,983,,,,,,,,16852,,,,,,,341,,,5007,,520,,,,,,308,,,,,,,,,,,,137,,399126,305430,45521,752,,,,293,344,,,,,,,,926,,,,,,,,,,,,,,265,,15924,,440,,graphics,graphics,,,23360,258,1,258,1,2,2,3,4,7,12,24,46,116,0.2214,0.2127,0.1157,0.0717,0.0357,2011-10-10T13:44:52,2019-10-02T00:34:11,85,117,136,146,154,git
gaphor,,3.7,,,,flatpak,py2app,desktop,41,True,Apache License 2.0,17,12881,219,23,True,Apache-2.0,Apache,0.14,,,,,,,,,,,,,,,,,,,0.86,,,,,,,,,,,,,,8102,36342,1750,171,652,46194,,,,,,,155,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,386,516,,,,,,,,,,,,,,39568,30062,1665,268,,,,1524,,,,,,,,,620,,,,,,,,80,,,,,,,,75,,346,,graphics,graphics,docs,dev.docs,3312,18,1,18,1,1,1,1,2,2,3,3,4,6,0.5414,0.2325,0.138,0.0435,0.0211,2001-12-21T08:12:55,2019-09-29T22:05:59,5,7,11,11,11,git
lector,,3.6,,,,,py2exe,desktop,89,True,GNU General Public License v3.0,21,1893,844,40,True,GPL v3,GPL,0.05,,,,,,,,,,,,,,,,,,,0.95,,,,,,,,,,,,,,3191,34949,2266,28,235,40406,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,110,,,,,,,,,,,,,,38264,32815,2263,63,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,graphics,graphics,,,359,10,1,10,1,1,1,1,1,1,1,1,2,7,0.9499,0.0084,0.0084,0.0084,0.0056,2017-11-03T16:01:15,2019-08-27T00:42:56,3,6,9,9,9,git
makehuman,2.7,,,qt,,,pyinstaller,desktop,,,,,,,,,Other,Other,0.27,,,,,,,,,,,,,,,,,,,0.73,,,,,,,,,,,,,,14993,111325,4565,353,5678,130883,,,,,,99,249,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,130,294,,,,,,,,,,483,,,,95312,76409,4381,200,,,,540,313,,,,,,,,147,,,,,,,,,,,,,,,,135,645,,,graphics,graphics,,,,,,,,,,,,,,,,,,,,,,,,,,,,,hg
meshroom,2.7,,,qt,,docker,cx_Freeze,desktop,300,True,Other,161,2621,3267,221,True,MPL,MPL,0.06,,,,,,,,,,,,,,,,,,,0.55,0.39,,,,,,,,,,,,,2898,19632,1214,132,338,23744,,,,,,,,,,,,,91,,,,,,,,,,,74,,,,,,,,264,,,,,,,,,,57,,,,,,774,,,,,,,,,,,,,,13030,10730,517,79,9290,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,graphics,graphics,,,1230,12,1,12,1,1,1,1,2,2,2,3,4,7,0.5813,0.3081,0.0528,0.0179,0.0146,2017-09-16T21:09:00,2019-09-26T12:53:30,4,4,4,4,5,git
mypaint,2.7,3.1,,gtk,,flatpak,py2exe,desktop,211,True,GNU General Public License v2.0,234,90766,1279,142,True,GPL v2,GPL,0.16,,0.04,,,0.08,,,,,,,,,,,,,,0.72,,,,,,,,,,,,,,12794,74279,8408,86,860,95481,,,,,,,,3347,0,,,,,,,7204,2663,502,12,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1173,,,,,,,,,,,,,,68773,52178,5658,142,,,,,,,,,,,,,958,,,,56,,,,,,,,,,,,2893,,,,graphics,graphics,,,5478,249,1,249,1,1,2,2,2,4,9,33,78,195,0.3834,0.2304,0.0779,0.0363,0.0232,2004-08-11T09:32:36,2019-09-24T10:32:24,100,143,171,185,194,git
nfo_viewer,,3.3,,,,flatpak,cx_Freeze,desktop,7,False,GNU General Public License v3.0,0,1080,65,6,True,GPL v3,GPL,0.06,,,,,,,,,,,,,,,,0.16,,,0.78,,,,,,,,,,,,,,386,2244,482,25,105,3112,,,,51,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,494,,,,,,,,,,,,,,2432,1587,470,31,,,,,,,,,,,,,56,,,,,,,,,,,,,,,,,,,,graphics,graphics,misc,misc,543,16,1,16,1,1,1,1,1,1,1,1,1,11,0.9632,0.0074,0.0037,0.0037,0.0018,2007-08-13T09:00:56,2019-08-16T17:32:00,12,14,14,15,15,git
ocrfeeder,,3.2,,,,,,desktop,,,,,,,,True,GPL v3,GPL,0.08,,,,,,,,,,,,,,,,,,,0.92,,,,,,,,,,,,,,2004,20818,1352,54,194,24174,,,,321,165,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,22213,18997,1283,51,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,graphics,graphics,,,774,68,1,68,1,1,1,1,3,5,10,19,33,61,0.553,0.0439,0.0439,0.0323,0.0297,2008-10-23T18:16:39,2019-09-19T11:42:37,32,40,48,48,49,git
ocropus,2.7,,,,,docker,,desktop,540,True,Apache License 2.0,77,42806,2691,199,True,Apache-2.0,Apache,0.61,,,,,,,,,,,,,,,,,,,0.39,,,,,,,,,,,,,,837,15679,459,23,211,16975,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,153,,,,,,,,,,,,,,6599,5321,444,33,,,,,,,,,,,,,,,,,,,,,,,,,,,,587,,,,,graphics,graphics,,,1628,32,1,32,1,1,1,2,2,2,2,3,4,17,0.4466,0.3913,0.0676,0.0553,0.0074,2010-03-03T03:01:23,2019-01-14T19:11:46,14,20,23,26,27,git
octoprint,,3.5,tornado,,flask,,py2exe,server,1155,True,GNU Affero General Public License v3.0,352,39096,3789,354,True,AGPL,AGPL,0.19,,,,,,,,,,,,0.51,,,,,,,0.3,,,,,,,,,,,,,,37780,145263,19037,226,790,202080,,,,,,,242,,,,,,,,,,,,,,,8148,,,,,,,,,,,,,,,,,,993,,103214,,8155,,,177,2080,,,,,,,,,,,,,,59661,44539,2870,175,,,,18575,,,,,,,,,,,,,,,,,,,,,,,,,,,,,graphics,graphics,,,5841,151,1,151,1,1,1,1,1,1,2,5,19,93,0.7339,0.1368,0.0158,0.0084,0.007,2011-12-13T14:43:35,2019-09-04T16:03:02,69,96,108,116,123,git
photocollage,,3.3,,,,,,desktop,32,True,GNU General Public License v2.0,24,2051,184,21,True,GPL v2,GPL,0.43,,,,,,,,,,,,,,,,,,,0.57,,,,,,,,,,,,,,355,3324,221,42,60,3900,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2221,1655,217,8,,,,108,,,,,,,,,,,,,,,,,,,,,,,,,104,,,,graphics,graphics,,,159,12,1,12,1,1,1,1,1,1,1,2,5,11,0.8491,0.0692,0.0126,0.0126,0.0126,2013-11-21T03:32:32,2017-11-11T09:45:35,7,10,10,10,10,git
photonix,,3.6,,,django,docker,,server,26,True,GNU Affero General Public License v3.0,55,945,252,18,True,AGPL,AGPL,0.05,,,,,,0.14,,,,,,0.29,,,,,,,0.52,,,,,,,,,,,,,,1579,9469,733,52,228,11781,,,,,,,,,,,,,,,,,,,,,,1604,,64,,,,,,,,,,,,,,,,,,3401,,,,,,186,,,,,,,,,,,,,,6108,4708,287,79,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87,,graphics,graphics,,,223,7,1,7,1,1,1,1,1,1,1,1,2,5,0.9462,0.0224,0.009,0.009,0.0045,2017-03-07T22:30:33,2019-08-28T07:52:02,3,5,5,5,6,git
pynocchio,,3.3,,qt,,,pyinstaller,desktop,23,False,GNU General Public License v3.0,1,109980,52,4,True,GPL v3,GPL,0.04,,,,,,,,,,,,,,,,,,,0.62,,,,,,,,,0.34,,,,,1040,17895,167,44,179,19102,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,134,,,,,,,,330,,,,,,,,,,,,,,11818,10716,127,54,,,,,,,,,,,,,155,,,,,,,,,6577,,,,,,,,,,,graphics,graphics,,,1359,18,1,18,1,1,1,1,1,1,1,1,1,6,0.9551,0.0184,0.0074,0.0059,0.0022,2014-10-05T17:48:54,2019-08-25T14:47:38,11,13,14,14,14,git
quru_image_server,,3.3,,,flask,docker,,server,2,True,GNU Affero General Public License v3.0,5,84823,22,9,True,AGPL,AGPL,0.24,,,,,,,,,,,,0.29,,,,0.11,,,0.36,,,,,,,,,,,,,,8162,76526,10323,96,550,95011,,,,,,,,,,,,,,,,,,,,,,2101,,459,,,,,,,,,,,,,,,,6055,,27601,,,,,54,10243,,,,,,,,,,,,,,34585,25836,5383,83,,,,,,,,,,,,,433,,,,,,,,,,,,,,,,,,60,,graphics,graphics,,,728,2,1,2,1,1,1,1,1,1,1,1,1,1,0.9959,0.0041,,,,2015-08-20T16:03:22,2019-10-01T10:03:14,0,0,1,1,1,git
sk1,2.6,,,,,,,desktop,20,True,GNU General Public License v3.0,90,313859,102,17,True,GPL v3,GPL,0.01,,,,,,,,,,,,,,,,,,,0.99,,,,,,,,,,,,,,5192,29072,2869,167,986,37133,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,123,,,,,,,,,,,,,,36674,28624,2868,160,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,graphics,graphics,,,5082,9,1,9,1,1,1,1,1,1,1,2,3,3,0.8209,0.1244,0.0521,0.0008,0.0006,2015-02-21T09:53:28,2019-08-26T20:02:29,2,4,5,6,6,git
thumbor,,3.2,tornado,,,,,server,636,True,MIT License,87,47236,7170,207,False,MIT,MIT,0.01,,0.01,,,,,,,,,,,,,,,,,0.06,,,,,,,,,,,0.92,,,4311,316334,10602,97,555,331247,,,,,,,,1931,1438,53,18,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,334,78,,,,,,,,,,,,,,18222,12845,1571,181,,,,6003,,,,,,,,,,,,,,,,,,,,,,,,,304506,,,,graphics,graphics,dev,dev,2125,137,1,137,1,1,2,3,4,7,13,30,56,116,0.3628,0.112,0.0936,0.0485,0.0438,2011-03-16T17:33:02,2019-09-15T23:07:53,58,81,93,99,103,git
cataclysm_dark_days_ahead_launcher,,3.6,,qt,,,pyinstaller,desktop,51,True,Other,90,1490,204,34,False,MIT,MIT,0.08,,,,,,,,,,,,,,,,,,,0.92,,,,,,,,,,,,,,2364,9391,132,36,77,11887,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,359,,,,,,,,,,,,,,10941,8445,132,25,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,games,games,,,600,14,1,14,1,1,1,1,1,2,2,2,3,9,0.6917,0.2367,0.04,0.0083,0.0033,2015-12-21T19:10:17,2019-09-27T17:33:00,6,10,10,10,11,git
frets_on_fire_x,2.7,,,pygame,,,py2exe,desktop,72,False,GNU General Public License v2.0,64,45749,267,38,True,GPL v2,GPL,0.17,,0.01,,,0.01,,,,,,,,,,,,,,0.81,,,,,,,,,,,,,,6094,39363,3386,177,703,48843,,,,,,,98,442,287,35,1,,,,,550,205,29,1,,,,,,,,,,,,,260,,,,,,,,,,,,,,,,174,,,,,,,,,,,,,,39680,30870,3171,70,,,,1631,,,,,,,,,,,,,,,,,,,,,,,,,,,,,games,games,,,3306,31,1,31,2,2,3,4,5,6,8,10,12,17,0.1766,0.1316,0.1077,0.1034,0.0974,2008-10-12T22:31:59,2019-09-18T11:50:58,6,10,12,13,13,git
lucas_chess,2.7,,,,,,pyinstaller,desktop,41,False,GNU General Public License v2.0,38,142362,212,29,True,GPL v2,GPL,0.18,,0.22,,,0.51,,,,,,,,,,,,,,0.09,,,,,,,,,,,,,,148920,835197,101769,419,4698,1085886,,,,,,,147,244209,100628,13073,242,,,,,550513,375057,56007,1053,,,319,,,,,,,,,,,,,,,,,,223,,,,,,,5995,1441,,,,,,,,,,,,,,101237,79616,2536,201,,,,,,,,,,,,,709,,,,,,,,,,,,,5419,382,,919,,426,,games,games,,,108,5,1,5,1,1,1,1,1,1,1,2,3,4,0.8981,0.0463,0.037,0.0093,0.0093,2015-01-14T16:09:42,2019-05-08T19:40:03,2,2,2,3,4,git
lutris,,3.5,asyncio,gtk,,snapcraft,,desktop,243,True,GNU General Public License v3.0,219,11917,2527,115,True,GPL v3,GPL,0.28,,,,,,,,,,,,,,,,,,,0.41,,,,,0.31,,,,,,,,,6696,57961,2934,73,428,67591,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,289,,,,,,,57,156,,,,,,,,,,,,,,27600,23363,572,179,,,,1741,185,,,,,,,,20789,,,,,,,,,,,,,,,,,,126,,games,games,,,5584,141,1,141,1,1,1,1,1,2,2,9,25,86,0.6836,0.13,0.024,0.024,0.0134,2010-01-22T15:02:40,2019-09-24T04:51:26,57,77,91,98,103,git
pychess,,3.7,asyncio,gtk,,,cx_Freeze,desktop,93,True,GNU General Public License v3.0,118,34573,301,35,True,GPL v3,GPL,0.64,,,,,,,,,,,,,,,,,,,0.36,,,,,,,,,,,,,,11500,176747,4367,221,1239,192614,,,,,,,269,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,192,121,,,,,,,,,,,,,,68635,53157,4175,287,,,,1986,,,,,,,,,77,,,,,,,,,,,,,,,,82,,106,,games,games,,,10824,31,1,31,1,1,1,2,2,2,3,4,5,10,0.4751,0.3004,0.0973,0.0426,0.0384,2006-08-04T10:01:54,2019-10-01T16:29:35,13,16,16,16,17,git
pyfa,,3.6,,wx,,,pyinstaller,desktop,270,True,GNU General Public License v3.0,166,484781,929,98,True,GPL v3,GPL,0.03,,,,,,,,,,,,,,,,,,,0.97,,,,,,,,,,,,,,22195,85255,7335,101,3960,114785,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,95,,,,,,,,,,,,,,111174,81796,7266,606,,,,,452,,,,,,,,,,,,,,,,,,,,,,,,2183,,330,,games,games,,,7734,87,1,87,1,1,2,2,3,3,4,5,9,36,0.3429,0.2537,0.1438,0.1183,0.0533,2010-08-11T16:47:09,2019-10-01T19:28:24,30,46,52,56,62,git
pysolfc,,3.0,,kivy,,,py2exe,desktop,58,True,GNU General Public License v3.0,40,15595,243,33,True,GPL v3,GPL,0.06,,,,,,,,,,0.14,,,,,,,,,0.8,,,,,,,,,,,,,,18904,93514,17786,170,1611,130204,,,,89,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,18626,,,,,,,73,311,,,,,,,,,,255,,,,104262,71847,16943,264,,,,,,,,,,,,,64,,,,,,6123,,,,,,,,,,,,,,games,games,,,1320,16,1,16,1,1,1,1,2,2,2,3,5,9,0.5159,0.3773,0.0348,0.0197,0.0167,2006-05-26T21:25:18,2019-09-27T09:24:03,4,6,7,7,7,git
term2048,2.7,3.2,,,,,,desktop,139,True,MIT License,1,163,760,28,False,MIT,MIT,0.13,,,,,,,,,,,,,,,,,,,0.87,,,,,,,,,,,,,,356,1621,85,19,53,2062,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,61,,,,,,,,,,,,,,,1801,1380,83,13,,,,95,,,,,,,,,,,,,,,,,,,,,,,,,,,,,games,games,,,233,15,1,15,1,1,1,1,1,1,1,1,5,13,0.9056,0.0172,0.0129,0.0129,0.0086,2014-03-13T09:55:26,2019-08-18T18:18:51,10,11,13,14,14,git
unknown_horizons,,3.6,,,,docker,py2app,desktop,212,True,,231,500728,1045,91,,Other,Other,0.15,,,,,,,,,,,,,,,,,,,0.63,,,,,,,,,,,,,0.22,18586,97172,15160,2650,11862,130918,,,,,,,,,,,,,,,,,,,,,,,,66,,,,,,,,,,,,,,,,,,,,,,,,2626,,,,,,,,,,,,,,81881,54227,13916,485,,,,,,,,,,,,,989,1323,,,,,,743,,,,,,,,,3900,,28683,,games,games,,,19700,302,1,302,2,3,4,5,7,10,14,29,55,168,0.1553,0.1039,0.1005,0.0937,0.0693,2007-10-19T16:04:10,2019-09-28T00:54:12,78,129,160,176,193,git
autokey,,3.5,,qt,,,,desktop,85,True,GNU General Public License v3.0,82,1907,985,41,True,GPL v3,GPL,0.16,,,,,,,,,,,,,,,,,,,0.7,,,,,,,,,,,0.14,,,2906,16041,1307,37,196,20254,,,,,,,,,,,,,,,,,,,,,,322,,,,,,,,,,,,,,,,,,,,293,,,,,,,,,,,,,,,,,,,,14274,10367,1124,62,,,,578,144,,,,,,,,,,,,,,,,,,,,,,,,2747,,,,productivity,productivity,,,848,23,1,23,1,1,2,2,3,3,4,5,6,15,0.309,0.2618,0.1863,0.1274,0.0566,2008-02-01T01:18:28,2019-07-11T19:43:07,10,12,13,14,15,git
bleachbit,2.7,,,,,,py2exe,desktop,110,True,GNU General Public License v3.0,89,7536,637,38,True,GPL v3,GPL,0.03,,,,,,,,,,,,,,,,,,,0.77,,,,,,,,,,,0.2,,,3238,15553,4327,142,442,23118,,,,,,,117,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,222,105,,,,,,,,,,,,,,17792,12504,2608,62,,,,,195,,,,,,,,,,,,,,,,,,,,,,,,4567,,88,,productivity,productivity,,,4783,85,1,85,1,1,1,1,1,1,1,4,11,46,0.8352,0.0383,0.022,0.0161,0.0161,2008-12-21T20:58:31,2019-10-02T03:59:33,32,43,53,59,61,git
borgbackup,,3.5,,,,,pyinstaller,desktop,426,True,Other,386,17969,5331,167,False,BSD-3,BSD,0.22,,0.53,,,,,,,,,,,,,,,,,0.25,,,,,,,,,,,,,,14131,93584,15417,144,510,123132,,,,,,,,64914,37300,8991,48,,,,,,,,,,,181,,,,,,355,,,,,,,,,,,,2466,,,,,,,141,,,,,,,,,,,,,,,30201,23829,2038,80,,,,10318,55,,,,,,,,139,,,,,,,,,,,,,,,,,,,,productivity,productivity,,,5626,194,1,194,1,1,1,1,2,2,3,7,30,138,0.5331,0.2019,0.0995,0.0505,0.0082,2010-02-14T13:44:18,2019-10-01T07:55:36,100,133,152,158,164,git
bup,,3.3,tornado,,,,,desktop,352,False,Other,11,4794,6001,254,True,LGPL v2,LGPL,0.05,,0.06,,,,,,,,,,,,,,0.14,,,0.56,,,,,0.19,,,,,,,,,3796,25752,1400,40,277,30948,,,,,,1170,,1921,1486,116,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,306,4214,,,,,,,,,,,,,,17475,14247,904,82,,,,,,,,,,,,,5792,,,,,,,,,,,,,,,,,,,,productivity,productivity,,,1654,92,1,92,1,1,1,1,2,2,3,8,25,76,0.5006,0.2787,0.0447,0.0302,0.0284,2009-10-03T23:48:49,2019-09-28T18:01:48,55,64,71,75,79,git
excalibur,,3.2,concurrent\.futures,,,,pyinstaller,desktop,72,True,MIT License,40,17563,493,28,False,MIT,MIT,0.91,,,,,,,,,,,,,,,,,,,0.09,,,,,,,,,,,,,,663,14831,267,47,174,15761,,,,,,,,,,,,,,,,,,,,,,857,,,,,,,,,,,,,,,,,,897,,591,,,,,250,391,,,,,,,,,,,,,,1466,1027,125,29,,,,524,,,,,706,,,,,,,,,,,,,,,,,,,,,,,,productivity,productivity,,,194,5,1,5,1,1,1,1,1,1,1,2,2,4,0.8969,0.0876,0.0052,0.0052,0.0052,2018-10-20T11:34:50,2019-07-07T12:37:04,3,3,3,3,3,git
glances,,3.2,,,bottle,snapcraft,,server,957,True,GNU Lesser General Public License v3.0,119,28581,14231,502,True,LGPL v3,LGPL,0.16,,,,,,,,,,,,0.63,,,,,,,0.21,,,,,,,,,,,,,,9271,57403,32173,190,550,98847,,,,,,,263,,,,,,,,,,,,,,,,,102,,,,,,,,,,,,,,,,759,,62042,,60,,,235,276,,,,,,,,,,,,,,20268,12790,4289,107,,,,4198,,,,,237,,,,,,,,,,,,,,,,,,,,,,154,,productivity,productivity,ops,dev.ops,3581,106,1,106,1,1,1,1,1,2,2,5,12,71,0.687,0.1413,0.0318,0.0237,0.0176,2011-12-04T08:52:09,2019-09-28T13:30:38,66,79,83,85,88,git
gmvault,2.7,,,wx,,,py2app,desktop,239,True,GNU Affero General Public License v3.0,119,7324,3225,80,True,AGPL,AGPL,0.09,,,,,,,,,,,,,,,,,,,0.91,,,,,,,,,,,,,,3906,12894,1346,37,145,18146,,,,,,129,,,,,,,,,,,,,,,,54,,,,,,,,,,,,,,,,,,110,,,,,,,171,106,,,,,,,,,,,,,,16589,11489,1276,53,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,productivity,productivity,,,1095,18,1,18,1,1,1,1,1,1,1,1,1,8,0.9635,0.0137,0.0037,0.0027,0.0018,2011-12-16T15:25:04,2016-04-03T19:12:04,10,14,15,16,16,git
gridsync,,3.3,twisted,qt,,,pyinstaller,desktop,13,True,GNU General Public License v3.0,47,17676,114,8,True,GPL v3,GPL,0.45,,,,,,,,,,,,,,,,,,,0.55,,,,,,,,,,,,,,2278,22375,480,36,331,25133,,,,,,,117,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,241,652,,,,,,,,,,,,,,13847,11322,375,78,,,,199,206,,,,,,,,,,,,,,,,,,,,,,,,,,53,,productivity,productivity,storage,dev.storage,3288,4,1,4,1,1,1,1,1,1,1,1,1,3,0.9565,0.0313,0.0116,0.0006,,2015-03-17T21:51:22,2019-09-17T18:53:01,0,1,1,1,1,git
kibitzr,,3.3,,,,docker,,server,29,True,MIT License,16,562,227,10,False,MIT,MIT,0.14,,,,,,,,,,,,,,,,,,,0.59,,0.27,,,,,,,,,,,,974,6697,225,31,165,7896,,,,54,,,242,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,56,,,,,,,266,354,,,,,,,,,,,,,,4661,3560,217,79,,,,2120,,,,,,,,,,,,,,,,,,,,,,,,,,,,,productivity,productivity,,,661,14,1,14,1,1,1,2,2,2,2,2,4,10,0.475,0.4402,0.0212,0.0182,0.0121,2016-08-26T15:06:49,2019-08-06T19:16:04,2,7,8,8,8,git
mackup,2.7,3.0,,,,snapcraft,,desktop,718,False,GNU General Public License v3.0,309,1863,9045,153,True,GPL v3,GPL,0.02,,,,,,,,,,,,,,,,0.48,,,0.5,,,,,,,,,,,,,,457,3493,195,157,700,4145,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2008,,,,,,,,,,,,,,2091,1449,194,12,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,productivity,productivity,,,1978,318,1,318,1,1,1,1,9,30,67,144,220,299,0.5121,0.0222,0.0126,0.0106,0.0101,2013-04-06T19:22:54,2019-09-18T03:16:29,151,215,243,257,276,git
metamorphose,2.6,,,wx,,,py2exe,desktop,17,True,,16,2579,89,16,,Other,Other,0.1,,,,,,,,,,,,,,,,,,,0.9,,,,,,,,,,,,,,5397,21982,2082,43,306,29461,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2113,,,,,,,171,,,,,,,,,,,,,,,26427,19334,2047,89,,,,622,,,,,,,,,,,,,,,,,,,,,,,,,,,,,productivity,productivity,,,115,7,1,7,1,1,1,2,2,2,2,3,5,6,0.4348,0.3913,0.0957,0.0261,0.0261,2010-11-28T04:58:52,2016-07-22T17:52:19,1,2,4,4,4,git
nvda,,3.7,,wx,,,py2exe,desktop,311,True,Other,2381,185994,751,130,,Other,Other,0.05,,0.03,,,0.13,,,,,,,,,,,,,,0.79,,,,,,,,,,,,,,11087,90470,14487,397,1064,116044,,,,,,,,3346,81,26,3,,,,,15302,12398,1879,51,90,,,,,,,,,,,,,,,,,,,,90,,,,,,,82,507,,100,,,,,,,,,,,,91205,71247,10706,329,,,,,,,,,,,,1658,,,,,,,,,,,,,,,,,,,233,,productivity,productivity,,,16681,119,1,119,1,2,2,3,3,4,4,7,12,46,0.2475,0.2315,0.2168,0.1249,0.0402,2006-08-14T02:33:42,2019-10-02T01:11:51,34,53,61,63,67,git
plover,,3.5,,qt,,appimage,,desktop,161,True,GNU General Public License v2.0,138,21968,727,59,True,GPL v2,GPL,0.96,,,,,,,,,,,,,,,,,,,0.04,,,,,,,,,,,,,,3468,507358,1159,44,251,511985,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,263,,,,,,,,,,,,,,21409,17048,1040,112,,,,145,61,,,,,,,,818,,,,,,,,,,,,,,,,,,73,,productivity,productivity,,,1916,43,1,43,1,1,1,2,2,2,3,5,8,29,0.4823,0.2516,0.1216,0.0339,0.0313,2010-10-06T03:34:24,2019-06-02T02:13:20,10,21,28,31,31,git
psono,,3.6,,,django,,,server,,,,,,,,True,Apache-2.0,Apache,0.04,,,,,,,,,,,,,,,,,,,0.96,,,,,,,,,,,,,,11398,39732,941,55,421,52071,,,,,,82,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,837,,,,,,,,794,,,,,,,,,,,,,,50088,37974,851,358,,,,,,,,,,,,,69,,,,,,,,,,,,,,,,,,121,,productivity,productivity,security,dev.security,653,5,1,5,1,1,1,2,2,2,2,3,3,4,0.438,0.3798,0.1394,0.0413,0.0015,2015-08-16T14:02:30,2019-09-28T14:21:02,1,1,1,1,1,git
ranger,,3.5,,,,docker,,desktop,457,True,GNU General Public License v3.0,410,8792,6302,153,True,GPL v3,GPL,0.25,,,,,,,,,,,,,,,,,,,0.75,,,,,,,,,,,,,,3306,20230,1230,50,197,24766,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,150,1034,,,,,,,,,,,,,,18549,14253,1060,105,,,,,,,,,,,,,356,,,,,,,,,,,,,,,,,,,,productivity,productivity,,,4142,170,1,170,1,1,1,1,1,1,3,11,40,129,0.7001,0.0582,0.0534,0.0483,0.0128,2009-11-16T15:41:53,2019-10-01T20:12:24,85,108,121,130,137,git
redash,,3.2,,,flask,docker,,server,2360,False,"BSD 2-Clause ""Simplified"" License",475,16338,13893,549,False,BSD-2,BSD,0.31,,,,,,,,,,,,0.16,0.14,0.1,,,,,0.29,,,,,,,,,,,,,,12112,86587,1902,223,1067,100601,,,,,,,,,,,,,,,,,,,,,,136,,,,,,,,,,,,,,,,,,3414,,16094,14057,10246,,,57,1507,,,,,,,,,,,,,,28973,22307,572,225,,,,,,,,,,,,,103,,,,,,,,,,,,,,,,,,107,,productivity,productivity,,,6728,314,1,314,1,1,1,1,2,4,12,39,94,247,0.5956,0.0474,0.0427,0.0299,0.0199,2013-10-25T07:26:07,2019-09-30T16:12:27,139,191,214,232,250,git
sunflower,2.7,,,,,,,desktop,33,True,GNU General Public License v3.0,115,16806,273,29,True,GPL v3,GPL,0.06,,,,,,,,,,,,,,,,,,,0.94,,,,,,,,,,,,,,6480,21044,2476,94,228,30000,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,168,,,,,,,,,,,,,,,28059,19159,2456,111,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,productivity,productivity,,,2771,25,1,25,1,1,1,1,1,1,1,2,4,11,0.8571,0.0628,0.0278,0.0137,0.0105,2010-05-23T14:55:59,2019-08-06T16:10:38,6,10,14,14,14,git
superset,,3.6,,,flask,docker,,server,5162,False,Apache License 2.0,254,112728,26306,1215,True,Apache-2.0,Apache,0.3,,,,,,,,,,,,0.13,0.25,,,,,,0.32,,,,,,,,,,,,,,13452,136324,20858,276,1371,170634,,,,,,,,,,,,,,,,,,,,,,1272,,,,,,,,,,,,,,,,,,3193,,22914,43430,4643,,,208,6304,,,,,,,,,,,,,,54689,40951,6628,300,,,,4628,,,,,,,,,362,,,,,,,,,355,,,,,,,,,269,,productivity,productivity,,,4457,427,1,427,1,1,1,4,7,11,22,85,205,383,0.4241,0.0399,0.0354,0.0325,0.0314,2015-07-02T22:16:59,2019-10-02T04:54:08,258,324,347,365,371,git
vorta,,3.6,asyncio,qt,,flatpak,pyinstaller,desktop,33,False,GNU General Public License v3.0,62,954,452,7,True,GPL v3,GPL,0.15,,,,,,,,,,,,,,,,,,,0.56,,,,,,,,,0.29,,,,,1051,11939,134,46,219,13124,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,94,,,,,,,,,,,,,,,7319,6184,120,66,,,,,73,,,,,,,,,,,,,,,,,3779,,,,,,,,,92,,productivity,productivity,,,365,16,1,16,1,1,1,1,1,1,2,3,4,13,0.7753,0.0959,0.074,0.011,0.011,2018-10-25T10:25:48,2019-10-02T04:05:40,10,11,11,13,13,git
wttr_in,2.6,,gevent,,flask,,,server,471,True,Apache License 2.0,102,779,8766,185,True,Apache-2.0,Apache,0.62,,,,,,,,,,,,,,,,,,,0.38,,,,,,,,,,,,,,628,10405,183,36,151,11216,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,506,,,,,,,,,,,,,,4275,3589,114,17,,,,,,,,,,,,,533,,,,,,,,,,,,,,,,,,,,productivity,productivity,,,607,82,1,82,1,1,1,1,1,1,10,31,52,76,0.71,0.0181,0.0148,0.0115,0.0099,2015-12-26T21:03:43,2019-10-01T13:55:44,42,61,66,74,76,git
ambar,2.6,3.0,,,,docker,,server,207,False,MIT License,2,52224,1169,84,False,MIT,MIT,0.18,,,,,,,,,,,,0.71,,,,,,,0.11,,,,,,,,,,,,,,2015,12947,765,144,422,15727,,,,,,,,,,,,,,,,,,,,,,,,214,,,,,,,,,,,,,,,,,,11101,,,,,,467,,,,,,,,,,,,,,1715,1395,35,17,,,,,,,,,666,,,,,,,,,,,,,,,,,,,,,,159,,organization,organization,,,155,10,1,10,1,1,1,1,1,2,2,2,4,9,0.6774,0.2452,0.0258,0.0129,0.0065,2017-01-31T12:14:12,2019-09-12T11:22:25,6,7,7,8,8,git
baby_buddy,2.7,3.1,,,django,docker,,server,65,True,"BSD 2-Clause ""Simplified"" License",12,16417,796,28,False,BSD-2,BSD,0.1,,,,,,0.11,,,,,,0.77,,,,,,,0.02,,,,,,,,,,,,,,55394,325000,27190,104,1007,407584,,,,,,,,,,,,,,,,,,,,,,46510,,,,,,,,,,,,,,,,,,2702,,314752,,,,,,772,,,,,,,,,,,,,,6617,5253,246,100,,,,,,,,,624,,,,,,,,,,,,,,,,,,,,,,,,organization,organization,,,603,11,1,11,1,1,1,1,1,1,1,1,2,6,0.9486,0.0182,0.0149,0.0033,0.0033,2017-08-11T18:32:02,2019-08-23T03:35:52,5,8,8,8,8,git
beancount,,3.6,,,,,,desktop,,,,,,,,True,GPL v2,GPL,0.18,,0.06,,,,,,,,,,,,,,,,,0.76,,,,,,,,,,,,,,17341,85083,6189,365,2621,108613,,,,,,,,6987,4498,871,3,,,,,44,30,3,1,,,368,,,,1258,,,,,,,,,,,913,,,10240,,495,,,,,342,,,,,,,,,60,,,,,274,82383,62500,4860,413,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53,,organization,organization,,,,,,,,,,,,,,,,,,,,,,,,,,,,,hg
byro,,3.5,,,django,docker,,server,20,True,Apache License 2.0,40,2526,62,20,True,Apache-2.0,Apache,0.33,,,,,,,,,,,,0.22,,,,,,,0.26,,,,0.19,,,,,,,,,,5419,39760,3146,121,617,48325,,,,,,,,,,,,,,,,,,,,,,85,,,,,,,,,,,,,,,,,,2823,,10532,,,,,,,,,,,,,,,,,,,,12459,10182,278,191,,,,1164,,,,,9114,,,,,,,,,,,,,,,,,,,,,,,,organization,organization,,,713,13,1,13,1,1,1,1,2,2,2,3,4,7,0.5947,0.2749,0.0547,0.0477,0.0098,2017-08-12T12:25:49,2019-09-23T08:54:56,5,7,7,8,8,git
calibre,,3.4,,qt,,,py2app,desktop,1096,False,Other,2,255053,6337,322,True,Apache-2.0,Apache,0.23,,0.14,,,0.02,,,,,,,,,,,,,,0.61,,,,,,,,,,,,,,71754,616213,25069,359,5230,713036,,,,,,,207,99758,20986,2429,43,,,,,14761,11112,1596,30,,,1274,,,,,,,,,,,,,,,,,,2749,,484,,,,,,,,,,,,117,1726,,,,,,,433801,361331,16204,1353,,,,8763,,,,,,,,,1236,578,,,209,,,,,,,,,,,,41145,1149,21256,,organization,organization,,,39010,235,1,235,1,1,1,1,1,1,2,3,7,38,0.7436,0.1094,0.049,0.0219,0.0109,2006-10-31T17:35:03,2019-10-01T04:53:24,120,147,173,182,187,git
calibre_web,2.7,3.2,tornado,,,,,desktop,351,True,GNU General Public License v3.0,126,48339,2130,125,True,GPL v3,GPL,0.1,,,,,,,,,,,,0.79,,,,,,,0.11,,,,,,,,,,,,,,22315,120143,7454,213,614,149912,,,,,,,,,,,,,,,,,,,,,,6141,,,,,,,,,,,,,,,,,,8074,,117897,,,,,,88,,,,,,,,,,,,,,16021,13313,1143,39,,,,,,,,,,,,,,,,,,,,,,,,,,,,,201,,,,organization,organization,,,1511,91,1,91,1,1,1,1,3,6,10,20,33,76,0.5036,0.0523,0.045,0.0424,0.041,2015-08-02T18:59:11,2019-09-27T06:15:10,44,57,60,65,66,git
cherrytree,2.7,,,gtk,,,py2exe,desktop,161,False,Other,399,55031,995,82,,Other,Other,0.53,,0.15,,,0.25,,,,,,,,,,,,,,0.07,,,,,,,,,,,,,,20047,282234,9543,170,1080,311824,,,,,419,,,47938,12623,636,38,,,,,79252,64624,4334,216,,,181,,,,,,,,,,,,,,,,,,269,,,,,,,,,,,,,,,,,,,,,,22364,19870,1103,33,,,,,,,,,,,,,63,,,,,,,,,,,,,,,,53,,,,organization,organization,,,2336,24,1,24,1,1,1,1,1,1,1,1,1,6,0.9688,0.009,0.0056,0.0026,0.0021,2010-11-18T20:03:57,2019-10-01T07:21:23,13,18,18,18,20,git
collaborate,,3.5,,,django,docker,,server,4,True,MIT License,6,9280,40,16,False,MIT,MIT,0.15,,,,,,,,,,,,0.59,,,,,,,0.26,,,,,,,,,,,,,,4305,25837,1623,88,311,31765,,,,,,,,,,,,,,,,,,,,,,1311,,51,,,,,,,,,,,,,,,,2356,,18875,,,,,,571,,,,,,,,,,,,,,8336,6854,507,84,,,,,,,,,,,,,149,,,,,,,,,,,,,,,,,,,,organization,organization,communication,communication,351,3,1,3,1,1,1,1,1,1,1,2,2,3,0.8433,0.1453,0.0114,,,2019-04-04T23:22:12,2019-09-30T19:35:45,0,0,0,1,1,git
couchpotato,2.7,,tornado,,,,,desktop,1324,True,GNU General Public License v3.0,1307,22936,3547,290,True,GPL v3,GPL,0.09,,,,,,,,,,,,0.11,,,,,,,0.8,,,,,,,,,,,,,,30379,173298,14155,184,1037,217832,,,,,,,,52,45,0,1,,,,,,,,,,,1008,,,,,,,,,,,,,,,,,,362,,23751,,,,,,87,,,,,,,,,,,,,,173836,132667,13794,854,,,,,,,,,4750,,,,333,,,,,,,,,,,,,,,,,,,,organization,organization,,,5202,250,1,250,1,1,1,1,1,1,1,8,47,198,0.8181,0.0361,0.0154,0.011,0.0067,2011-02-07T08:22:01,2019-01-13T13:13:34,149,200,218,220,225,git
dupeguru,,3.5,,qt,,,pyinstaller,desktop,190,True,GNU General Public License v3.0,261,16720,1089,74,True,GPL v3,GPL,0.04,,0.02,,,,,,,,,,,,,,,,,0.81,,0.13,,,,,,,,,,,,3030,19544,2202,114,368,24776,,,,,,,,572,437,58,4,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,154,141,,,,,,303,,,,,,,,20186,15216,2098,149,,,,3326,,,,,,,,,,,,,,,,,,,,,,,,,,,,,organization,organization,,,1613,14,1,14,1,1,1,1,1,1,2,2,2,4,0.7936,0.1705,0.0198,0.0068,0.0025,2009-06-01T09:43:25,2019-09-10T01:23:37,8,8,9,10,10,git
dvc_data_version_control,,3.4,concurrent\.futures,,,,pyinstaller,desktop,286,True,Apache License 2.0,285,5815,3626,86,True,Apache-2.0,Apache,0.04,,,,,,,,,,,,,,,,,,,0.96,,,,,,,,,,,,,,6408,23068,834,198,572,30310,,,,,,97,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,78,,,,,,,,,,,,,,29082,22041,770,249,,,,251,,,,,,,,,419,,,,,,,,,,,,,,,,,,,304,organization,organization,scm,dev.scm,3744,80,1,80,1,1,1,1,1,2,3,7,13,47,0.6549,0.114,0.0465,0.0355,0.0243,2017-03-04T08:16:33,2019-10-01T07:56:00,30,49,58,58,59,git
fava,,3.6,,,,docker,pyinstaller,desktop,93,False,MIT License,33,9134,540,33,False,MIT,MIT,0.38,,,,,,0.1,,,,,,,,,,,,,0.35,,,,,,,,,0.17,,,,,2450,19369,423,67,260,22242,,,,,,,,,,,,,,,,,,,,,,2225,,,,,,,,,,,,,,,,,,1214,,59,,,,,92,766,,,,,,,,,,,,,,7730,6073,125,63,,,,169,,,,,,,,,,,,,,,,,,3719,,,,,,,,,,,organization,organization,,,1958,47,1,47,1,1,1,1,2,2,2,2,5,28,0.5848,0.334,0.0189,0.0072,0.0072,2015-12-04T15:12:21,2019-09-27T13:27:36,25,35,36,37,37,git
gramps,,3.4,,gtk,,,,desktop,177,False,GNU General Public License v2.0,35,320252,802,94,True,GPL v2,GPL,0.21,,0.01,,,,,,,,,,,,,,,,,0.78,,,,,,,,,,,,,,40631,320949,59096,254,2081,420676,,,,3977,,,656,3096,0,,,,,,,,,,,,,13187,,,,,,,,,,,,,,,,,,367,,,,,,,193,165,,238,,,,,,,,,,,,329536,235530,55564,1151,,,,4423,,,,,,,,,441,,,,,,,,,,,,,,,,713,90,,,organization,organization,,,26385,178,1,178,2,2,3,4,6,9,14,24,34,69,0.1987,0.1721,0.0948,0.064,0.0471,2001-04-21T14:10:40,2019-09-16T16:13:08,56,75,83,95,98,git
headphones,,3.4,concurrent\.futures,,,,,desktop,644,True,GNU General Public License v3.0,481,14569,2831,219,True,GPL v3,GPL,0.06,,,,,,,,,,,,,,,,,,,0.94,,,,,,,,,,,,,,28995,189745,13367,116,1446,232107,,,,,,,,,,,,,,,,,,,,,,2379,,,,,,,,,,,,,,,,,,5075,,1868,,1583,,,,620,,,,,,,,,,,,,,217995,176885,13017,663,,,,866,,,,,,,,,162,,,,,,,,,,,,,,,,,,126,,organization,organization,,,2803,146,1,146,1,1,1,2,3,4,9,22,48,118,0.4838,0.112,0.0835,0.0285,0.0257,2011-05-21T01:41:13,2019-09-08T05:38:17,61,94,102,108,114,git
ihatemoney,,3.3,,,flask,docker,,server,60,True,Other,60,6378,259,16,,Other,Other,0.2,,,,,,0.12,,,,,,0.2,,,,,,,0.37,,0.11,,,,,,,,,,,,1196,8896,429,73,193,10521,,,,,,,170,,,,,,,,,,,,,,,1226,,,,,,,,,,,,,,,,,,933,,2121,,,,,222,,,,,,,,,,,,,,,3938,2876,294,21,,,,1107,,,,,,,,,,,,,,,,,,,,,,,,,,,,,organization,organization,,,648,40,1,40,1,1,1,2,3,4,7,11,18,34,0.4552,0.1142,0.0756,0.0617,0.0448,2011-03-10T02:37:21,2019-09-30T21:57:02,14,22,24,27,28,git
indico,2.7,,tornado,,flask,,,server,205,True,MIT License,677,211914,890,53,False,MIT,MIT,0.34,,,,,,,,,,0.11,,0.16,,,,,,,0.39,,,,,,,,,,,,,,32609,239350,16423,438,2581,288382,,,,,,,113,,,,,,,,,,,,,,,2363,,,,,,,,,,,,,,,,,,30442,,44799,22747,,,,97,268,,,,,,,,,,,,,,111826,83899,8400,949,,,,7606,,,,,23813,,,,,,,,,,,768,,,,,,,,,,50,844,,organization,organization,communication,communication,21206,87,1,87,1,1,2,2,3,5,7,11,17,30,0.374,0.1474,0.1037,0.057,0.0543,2009-06-29T17:14:29,2019-09-27T06:47:03,30,36,40,44,45,git
invenio,2.7,3.0,,,,,,desktop,253,True,MIT License,322,89506,365,115,False,MIT,MIT,0.08,,,,,,,,,,,,,,,,,,,0.08,,0.84,,,,,,,,,,,,179,6506,248,31,174,6933,,,,,,,263,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,192,,,,,,,,,,,,,,,565,238,216,6,,,,5833,,,,,,,,,,,,,,,,,,,,,,,,,,,,,organization,organization,,,14070,205,1,205,1,1,2,3,4,8,14,31,49,108,0.3244,0.1148,0.092,0.077,0.0294,2002-04-08T14:57:11,2019-08-01T08:55:54,64,88,101,114,123,git
jrnl,2.7,3.2,,,,,,desktop,352,False,MIT License,72,3606,3807,99,False,MIT,MIT,0.1,,,,,,0.12,,,,,,,,,,0.22,,,0.56,,,,,,,,,,,,,,566,4171,142,166,322,4879,,,,,,,,,,,,,,,,,,,,,,582,,,,,,,,,,,,,,,,,,126,,,,,,,,1092,,,,,,,,,,,,,,2742,2157,115,26,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,218,,organization,organization,,,766,45,1,45,1,1,1,1,1,1,3,7,14,38,0.7089,0.0692,0.0405,0.0352,0.0274,2012-03-29T17:55:16,2019-09-26T00:13:01,26,30,31,34,35,git
lazylibrarian,,3.6,,,,snapcraft,,desktop,,,,,,,,True,GPL v3,GPL,0.13,,,,,,,,,,,,0.16,,,,,,,0.71,,,,,,,,,,,,,,25509,158500,13781,105,636,197790,,,,,,,,140,0,,,,,,,,,,,,,5766,,,,,,,,,,,,,,,,,,13574,,31069,,,,,,157,,,,,,,,,,,,,,141139,110743,10285,305,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,98,,organization,organization,,,4253,46,1,46,1,1,1,1,1,1,1,2,5,17,0.8643,0.047,0.0176,0.0148,0.0122,2012-01-21T10:40:13,2019-09-30T15:34:05,18,29,30,32,32,git
mayan,2.7,3.1,,,django,docker,,server,,,,,,,,True,Apache-2.0,Apache,0.09,,,,,,,,,,,,,,,,,,,0.76,,0.15,,,,,,,,,,,,16838,100871,1276,2197,3464,118985,,,,,,,155,,,,,,,,,,,,,,,426,,158,,,,,,,,,,,,,,,,2337,,892,,,,,471,165,,,,,,,,,,,,,,90707,73426,1094,1220,,,,18175,,,,,,,,,150,,,,,,,,,,,,,,,,,,162,,organization,organization,,,7564,44,1,44,1,1,1,1,1,1,1,1,2,8,0.9459,0.026,0.0073,0.0057,0.0025,2011-02-03T16:39:23,2019-10-01T17:33:20,17,27,30,32,35,git
openlibrary,2.7,,gevent,,,,,desktop,443,True,Other,501,46567,1756,115,,Other,Other,0.31,,,,,,,,,,0.13,,,,,,,,,0.56,,,,,,,,,,,,,,17284,114110,7403,447,2052,138797,,,,,,,,,,,,,,,,,,,,,,987,,,,,,,,,,,,,,,,,,18387,,6958,,10980,,,106,482,,,,,,,,,,102,,,,78209,63076,2743,562,,,,,,,,,,,,,483,199,,,,,,,,,,,,,,,8294,,316,,organization,organization,,,9303,145,1,145,1,1,2,3,3,5,8,16,28,73,0.3117,0.1651,0.157,0.0621,0.0486,2007-05-01T23:37:30,2019-10-02T03:35:51,52,71,82,87,90,git
paperwork,,3.3,,,,flatpak,cx_Freeze,desktop,,,,,,,,True,GPL v3,GPL,0.22,,,,,,,,,,,,,,,,,,,0.78,,,,,,,,,,,,,,4687,29446,1120,70,317,35253,,,,,,,,,,,,,,,,,,,,,,88,,,,,,,,,,,,,,,,,,,,,,,,,517,1023,,,,,,,,,,,,,,27335,21775,1081,82,,,,,,,,,,,,,342,,,,,,,,,,,,,,,,123,,,,organization,organization,,,3679,55,1,55,1,1,1,1,1,1,1,1,3,24,0.9372,0.0125,0.0095,0.0063,0.0038,2011-06-03T21:19:52,2019-08-29T23:51:29,27,39,41,42,43,git
pinry,2.7,3.1,,,django,docker,,server,236,False,"BSD 2-Clause ""Simplified"" License",27,1765,1415,106,False,BSD-2,BSD,0.25,,,,,,0.1,,,,,,0.18,,,,,,,0.47,,,,,,,,,,,,,,583,3257,254,44,139,4094,,,,,,,,,,,,,,,,,,,,,,402,,,,,,,,,,,,,,,,,,368,,744,,,,,,59,,,,,,,,,,,,,,1926,1448,89,55,,,,311,,,,,,,,,219,,,,,,,,,,,,,,,,,,,,organization,organization,,,450,24,1,24,1,1,1,1,2,3,3,4,7,20,0.5111,0.1867,0.1867,0.0267,0.0178,2012-04-26T03:44:16,2019-07-22T03:33:33,14,16,17,17,18,git
pretalx,,3.6,,,django,,,server,72,True,Other,67,10234,195,18,True,Apache-2.0,Apache,0.24,,,,,,,,,,,,0.35,,,,,,,0.29,,,,0.12,,,,,,,,,,12810,94679,5179,196,1103,112668,,,,,,,,,,,,,,,,,,,,,,4709,,,,,,,,,,,,,,,,,,7184,,39615,,,,,,75,,,,,,,,,,,,,,32701,27263,396,377,,,,3514,,,,,13976,,,,,,,,,,,,,,,,,,,,,,,,organization,organization,communication,communication,3418,39,1,39,1,1,1,1,1,1,1,2,3,11,0.8721,0.053,0.0524,0.0041,0.002,2017-02-24T16:04:21,2019-10-01T22:56:00,22,30,32,32,32,git
pymedusa,,3.7,tornado,,,docker,py2exe,desktop,149,True,GNU General Public License v3.0,277,122669,949,59,True,GPL v3,GPL,0.07,,,,,,,,,,,,0.13,,,,,,,0.8,,,,,,,,,,,,,,122146,710257,57990,676,7824,890393,,,,,,,,140,0,,,,,,,,,,,,,16008,,,,,,,,,,,,,,,,,,,,113601,,,,,,558,,,,,,,,,,,,,,709419,562648,46660,2361,,,,,,,,,,,,,,,,,,,,,,102,,,,,,8178,247,,29495,,organization,organization,,,15326,280,1,280,1,2,3,4,5,7,9,14,23,137,0.2066,0.1247,0.114,0.0902,0.0667,2014-03-10T05:39:12,2019-09-08T12:45:27,134,174,202,217,226,git
radicale,,3.4,,,,docker,,server,303,True,GNU General Public License v3.0,222,2945,1673,121,True,GPL v3,GPL,0.06,,,,,,,,,,,,0.1,,,,,,,0.84,,,,,,,,,,,,,,1167,8540,1519,29,145,11226,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,122,,1162,,,,,,422,,,,,,,,,,,,,,9461,7049,1309,64,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,organization,organization,,,1746,80,1,80,1,1,1,2,2,2,2,10,21,63,0.4616,0.362,0.0149,0.0126,0.012,2008-12-30T16:16:39,2019-06-17T02:18:48,44,52,57,59,61,git
rednotebook,,3.3,,gtk,,,pyinstaller,desktop,67,True,GNU General Public License v2.0,50,32598,272,28,True,GPL v2,GPL,0.09,,,,,,,,,,,,,,,,,,,0.91,,,,,,,,,,,,,,2808,13233,2028,33,216,18069,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,75,,,,,,,,,,,,,,16380,11689,1961,56,,,,,101,,,,,,,,91,,,,,,,,,,,,,,,,184,,77,,organization,organization,,,2144,24,1,24,1,1,1,1,1,2,2,2,3,9,0.6287,0.3083,0.0233,0.0131,0.0075,2008-08-29T03:39:58,2019-09-23T10:16:23,10,16,17,18,18,git
senaite,2.7,,,,zope,,,server,35,True,GNU General Public License v2.0,1,2265,51,19,True,GPL v2,GPL,0.33,,,,,,,,,,,,0.21,,,,,,,0.3,,,,,,,,,,,0.16,,,768,4332,1112,70,192,6212,,,,241,,,,,,,,,,558,,,,,,,,447,,,,,,,,,,,,,,,,,,,,1303,,,,,,454,,,88,,,,,,,,,,,1870,866,717,35,,,,226,,,,,,,,,,,,,,,,,,,,,,,,,983,,,,organization,organization,,,162,6,1,6,1,1,1,1,1,1,1,2,2,5,0.8951,0.0802,0.0062,0.0062,0.0062,2017-08-05T09:52:00,2019-07-01T20:44:27,4,4,4,4,4,git
sickrage,,3.5,tornado,,,docker,,desktop,,,,,,,,True,GPL v3,GPL,0.28,,,,,,,,,,,,,,,,,,,0.72,,,,,,,,,,,,,,15093,74962,7991,171,1681,98046,,,,,,,,,,,,,,,,,,,,,,264,,,,,,,,,,,,,,,,,,,,6464,,,,,,853,,,,,,,,,,,,,,70684,48988,7494,366,,,,,,,,,518,,,,,,,,,,,,,,,,,,,,,,,,organization,organization,,,11207,220,1,220,1,1,1,1,2,2,4,9,19,112,0.5275,0.1838,0.0609,0.0578,0.0248,2014-03-10T05:39:12,2019-09-30T05:11:04,105,141,160,171,178,git
taiga,,3.5,,,django,,,server,961,True,GNU Affero General Public License v3.0,195,17823,4956,289,True,AGPL,AGPL,0.02,,,,,,,,,,,,,,,,,,,0.98,,,,,,,,,,,,,,20400,76437,12386,225,1972,109223,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,905,,,,,,,,,,,,,,106756,73981,12384,866,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,organization,organization,dev,dev,3778,56,1,56,1,1,2,2,3,3,4,5,7,21,0.3512,0.2088,0.1898,0.1159,0.0564,2013-03-19T15:09:30,2019-09-30T18:18:52,33,41,42,42,43,git
wikid_pad,,3.3,,wx,,,py2exe,desktop,25,True,Other,29,11007,90,21,True,Unlicense,Unlicense,0.02,,,,,,,,,,,,,,,,,,,0.98,,,,,,,,,,,,,,44348,135035,18911,50,891,198294,,,,,,,,,,,,,,,,,,,,,,166,,,,,,,,,,,,,,,,,,,,68,,,,,,839,,,,,,,,,,,,,,194136,130971,18894,259,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,organization,organization,,,528,9,1,9,1,1,1,1,1,1,1,2,4,7,0.8144,0.0871,0.0398,0.0208,0.0189,2009-01-27T10:10:55,2019-07-31T03:15:04,1,2,3,4,4,git
xandikos,,3.5,asyncio,,,docker,,server,9,True,GNU General Public License v3.0,33,2432,107,10,True,GPL v3,GPL,0.19,,,,,,,,,,,,,,,,,,,0.81,,,,,,,,,,,,,,2042,9489,1017,24,119,12548,,,,,,,,,,,,,,,,,,,,,,,,50,,,,,,,,,,,,,,,,69,,,,,,,63,,,,,,,,,,,,,,,10178,7446,833,35,,,,1040,,,,,,,,,247,,,,,,,,,,,,,,,,753,,72,,organization,organization,,,884,8,1,8,1,1,1,1,1,1,1,1,1,4,0.9502,0.0249,0.0113,0.0068,0.0023,2015-12-13T18:22:33,2019-09-27T19:12:32,2,4,4,4,4,git
zim_wiki,,3.5,,gtk,,,py2exe,desktop,177,True,GNU General Public License v2.0,355,66933,736,72,True,GPL v2,GPL,0.14,,,,,,,,,,,,,,,,,,,0.86,,,,,,,,,,,,,,16092,73467,6069,99,542,95628,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,94,,,653,,,,,,,,1359,,,,,,,,,,,,,,81794,60158,6010,205,,,,220,,,,,,,,,151,,,,,,,442,,,,,,,,,895,,,,organization,organization,,,2073,78,1,78,1,1,1,1,1,1,3,8,18,58,0.7617,0.0265,0.026,0.0232,0.0217,2008-09-15T19:32:34,2019-09-03T19:00:18,36,49,55,57,61,git
abilian_sbe,,3.6,,,flask,,,server,7,True,GNU Lesser General Public License v2.1,20,8140,33,5,True,LGPL v2,LGPL,0.16,,,,,,,,,,,,0.67,,,,,,,0.17,,,,,,,,,,,,,,9165,72606,5799,111,831,87570,,,,,,,,,,,,,,,,,,,,,,2495,,,,,,,,,,,,,,,,,,6556,,58272,,1721,,,206,,,,,,,,,,,,,,,14464,10613,805,125,,,,378,,,,,,,,,,,,,,,,,99,,,,,,,,1954,,75,,communication,communication,cms,cms,1495,9,1,9,1,1,1,1,1,2,2,3,3,5,0.6047,0.2147,0.1485,0.0161,0.0114,2014-11-24T16:52:25,2019-09-27T12:53:34,2,3,4,4,4,git
askbot,2.7,,,,django,docker,,server,604,False,Other,154,82199,1380,82,True,GPL v3,GPL,0.26,,,,,,,,,,,,0.36,,,,,,,0.38,,,,,,,,,,,,,,22949,150903,10939,449,1980,184791,,,,,,,155,,,,,,,,,,,,,,,15906,,,,,,,,,,,,,,,,,,14699,,66084,,7311,,,130,,,,,254,,,,,,,,,,69506,56375,3478,346,,,,5139,,,,,1402,,,,,,,,,,,,,,,,,,,,200,,,,communication,communication,,,6610,133,1,133,1,1,1,1,1,2,2,11,26,75,0.6929,0.1219,0.0188,0.0135,0.0121,2009-07-05T02:23:06,2019-08-12T14:15:14,50,68,77,84,88,git
bitmessage,2.7,,,kivy,,docker,pyinstaller,desktop,530,True,Other,201,11986,2435,189,False,BSD-2,BSD,0.05,,,,,,,,,,,,,,,,,,,0.95,,,,,,,,,,,,,,6356,37632,2697,80,473,46685,,,,,,,,,,,,,,,,165,152,1,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,106,382,,,,,,,,,,,,,,44171,35659,2424,187,,,,294,738,,,,,,,,574,,,,,,,,,,,,,,,,,,,,communication,communication,,,3065,126,1,126,1,2,2,2,3,4,9,23,44,96,0.2985,0.2333,0.0966,0.0829,0.0326,2012-11-12T03:36:43,2019-09-30T13:12:50,44,63,72,80,87,git
dak,2.7,,,,,,,desktop,,,,,,,,True,GPL v2,GPL,0.2,,0.01,,,0.08,,,,,,,,,,,,,,0.71,,,,,,,,,,,,,,11353,36373,7756,128,633,55482,,,,257,,,,778,3,0,1,,,,,4321,2959,871,11,,,,,,,,,,,,,,,,,,,,,,,,,,,,688,57,,,,,,,,,,2683,,,,39638,27076,4274,199,,,,118,,,,,,,,,1334,5235,,,,,,,,,,,,,,,,,,,communication,communication,,,7497,78,1,78,1,1,2,3,3,4,6,10,16,40,0.3047,0.1847,0.1167,0.1122,0.0602,2000-11-24T00:20:10,2019-09-26T20:56:16,21,29,32,37,41,git
django_wiki,,3.3,,,django,,,server,449,True,GNU General Public License v3.0,62,9148,1169,98,True,GPL v3,GPL,0.22,,,,,,0.23,,,,,,,,0.24,,,,,0.31,,,,,,,,,,,,,,5029,35409,3038,201,550,43476,,,,,,,,,,,,,,,,,,,,,,10065,,,,,,,,,,,,,,,,,,2995,,3683,,10266,,,258,129,,,,,,,,,,,,,,13633,10112,903,188,,,,1491,,,,,,,,,,,,,,,,,,,,,,,,,,,,,communication,communication,,,2391,99,1,99,1,1,1,1,1,3,6,14,27,76,0.6625,0.0351,0.0318,0.0272,0.0251,2012-07-17T18:46:10,2019-09-27T12:25:31,43,60,67,74,75,git
formspree,,3.3,,,flask,,,server,212,True,Other,15,2949,2548,66,True,AGPL,AGPL,0.16,,,,,,,,,,0.13,,0.11,,,,,,,0.31,,,,0.29,,,,,,,,,,1782,15001,784,47,487,17567,,,,,,,,,,,,,,,,,,,,,,302,,,,,,,,,,,,,,,,,,2288,,1855,,,,,,186,,,,,,,,,,,,,,5473,4163,359,43,,,,,,,,,5157,,,,,,,,,,,,,,,,,,,,,,,,communication,communication,,,905,16,1,16,1,1,1,2,2,2,3,4,5,8,0.4486,0.316,0.0862,0.0608,0.0586,2014-12-08T06:47:03,2018-12-04T15:03:07,8,9,9,9,9,git
gajim,,3.5,,gtk,,flatpak,,desktop,,,,,,,,True,GPL v3,GPL,0.24,,,,,,,,,,,,,,,,,,,0.76,,,,,,,,,,,,,,13164,128375,7227,255,1357,148766,,,,,,,,,,,,,,,,,,,,,,306,,,,,,,,,,,,,,,,,,,,,,,,,,196,,,,,,,,,,,,,,112545,92544,7053,242,,,,,,,,,,,74,,520,,,,,,,,,,,,,,,,,,250,,communication,communication,,,16775,101,1,101,1,1,1,2,2,3,5,11,18,39,0.4445,0.1617,0.1218,0.0398,0.0343,2003-10-22T18:45:13,2019-10-01T18:08:37,31,44,47,52,54,git
globaleaks,,3.3,twisted,,zope,docker,,server,140,True,Other,773,78067,690,73,True,AGPL,AGPL,0.82,,,,,,,,,,,,,,,,,,,0.18,,,,,,,,,,,,,,9199,163217,1693,323,1150,174109,,,,,,,,,,,,,,,,,,,,,,930,,,,,,,,,,,,,,,,,,7803,,9374,,,,,216,69,,,,,,,,,,,,,,31032,22741,1137,230,,,,984,,,,,,,,,801,,,,,,,,,,,,,,,,,,125,,communication,communication,,,12769,28,1,28,1,1,1,1,1,2,3,4,5,7,0.6748,0.1175,0.093,0.0598,0.0283,2011-12-15T22:52:23,2019-10-01T11:39:45,8,11,13,16,16,git
hangups,,3.5,asyncio,,,snapcraft,pyinstaller,desktop,195,True,MIT License,103,2213,1653,79,False,MIT,MIT,0.08,,,,,,,,,,,,,,,,,,,0.79,,0.13,,,,,,,,,,,,2061,19191,1003,22,106,22255,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,245,,,,,,,,,,,,,,1644,17491,15059,673,48,,,,2786,,,,,,,,,,,,,,,,,,,,,,,,,,,,,communication,communication,,,884,44,1,44,1,1,1,1,1,1,2,7,15,36,0.7828,0.0475,0.0305,0.0158,0.0102,2014-05-01T23:46:28,2019-05-09T04:26:39,19,24,31,33,34,git
hawkpost,2.7,3.0,,,django,,,server,42,False,MIT License,16,5444,784,27,False,MIT,MIT,0.21,,,,,,,,,,0.18,,,,,,,,,0.34,,,,0.27,,,,,,,,,,1129,7495,329,56,233,8953,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1647,,711,,,,,,198,,,,,,,,,,,,,,3016,2380,128,60,,,,,,,,,2402,,,,,,,,,,,,,,,,,,,,,,53,,communication,communication,,,925,25,1,25,1,1,2,2,3,4,5,8,11,17,0.373,0.2,0.1103,0.0757,0.0616,2016-02-25T00:53:17,2019-04-08T22:06:30,7,9,9,11,12,git
helios_voting,2.6,,,,django,,,server,186,True,Apache License 2.0,53,3124,409,52,True,Apache-2.0,Apache,0.0,,,,,,0.14,,,,0.1,,0.36,,,,,,,0.4,,,,,,,,,,,,,,7832,35567,4311,76,398,47710,,,,,,,,,,,,,,,,,,,,,,6685,,,,,,,,,,,,,,,,,,4675,75,17019,,,,,,57,,,,,,,,,,,,,,18980,13561,1734,112,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,communication,communication,,,858,18,1,18,1,1,1,1,1,1,1,1,3,10,0.9242,0.0233,0.0163,0.0082,0.007,2009-07-26T00:24:54,2019-04-11T17:13:36,10,12,12,13,13,git
inboxen,,3.3,,,django,,py2exe,server,11,True,GNU Affero General Public License v3.0,51,4509,143,5,True,AGPL,AGPL,0.4,,,,,,,,,,,,,,,,,,,0.6,,,,,,,,,,,,,,5031,31489,3933,119,410,40453,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2305,,1237,,,,,165,527,,,,,,,,,,,,,,24226,15910,3763,240,,,,520,,,,,432,,,,,,,,,,,,,,,,,,,,,,,,communication,communication,,,3087,4,1,4,1,1,1,1,1,1,1,2,2,2,0.8798,0.1195,0.0003,0.0003,,2013-04-02T17:11:07,2019-09-27T19:49:04,2,2,2,2,2,git
magic_wormhole,2.7,,twisted,,,snapcraft,py2exe,desktop,363,True,MIT License,105,2519,9477,202,False,MIT,MIT,0.11,,,,,,,,,,,,,,,,0.11,,,0.78,,,,,,,,,,,,,,3895,24127,2534,122,297,30556,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,,,,,,1076,,,,,,3272,,,,,,,,,,,,,,23841,17751,2358,90,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,communication,communication,,,1474,43,1,43,1,1,1,1,1,1,1,1,5,29,0.9077,0.017,0.0129,0.0109,0.0047,2015-02-10T08:38:44,2019-08-28T17:33:26,27,30,33,34,36,git
mailman,,3.5,asyncio,,zope,,,server,,,,,,,,True,GPL v3,GPL,0.01,,,,,,,,,,,,,,,,,,,0.73,,0.26,,,,,,,,,,,,8854,73554,13472,114,832,95880,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,69837,47540,13452,519,,,,25270,,,,,,,,,,,,,,,,,,,,,,,,,,,,,communication,communication,,,9403,65,1,65,1,1,1,1,1,2,2,2,4,15,0.6931,0.2087,0.0311,0.0244,0.0221,1998-01-06T21:16:08,2019-09-29T18:21:39,28,38,45,47,49,git
mailpile,2.7,,,,,docker,,desktop,941,True,Other,387,25414,7927,414,,Other,Other,0.22,,,,,,0.1,,,,0.11,,,,,,,,,0.57,,,,,,,,,,,,,,11636,85311,5527,236,942,102474,,,,170,,,,,,,,,,,,,,,,,,10645,,,,,,,,,,,,,,,,,,10940,,7535,,6597,,,252,1260,,,,,,,,,,,,,,58889,46352,3715,176,,,,,,,,,,,,,355,,,,,,,,,,,,,,,,,,,,communication,communication,,,6201,181,1,181,1,1,1,1,2,2,3,8,28,119,0.5488,0.2401,0.0722,0.0116,0.0089,2011-10-27T19:50:25,2019-09-03T17:26:54,82,114,127,143,149,git
mailu,,3.3,,,flask,docker,,server,296,False,Other,150,3678,1435,70,False,MIT,MIT,0.09,,,,,,,,,,0.12,,,,,,0.11,,,0.32,,0.19,,,,,,,,,,,0.17,1486,13152,446,129,385,15084,,,,,,,,,,,,,,,,,,,,,,,,396,,,,,,,,,,,,,,,,1819,,191,,,,,,1631,,,,,,,,,,,73,,,4842,3784,190,78,,,,2875,,,,,,,,,149,,,,,,,,,,,,,,,,,,2624,,communication,communication,,,1971,100,1,100,1,1,1,2,2,4,6,11,27,81,0.4957,0.1334,0.069,0.037,0.036,2016-01-10T21:33:43,2019-09-17T18:30:27,54,70,73,79,80,git
modoboa,,3.3,gevent,,django,,,server,209,True,ISC License,148,21594,1374,92,,Other,Other,0.17,,,,,,0.16,,,,,,0.58,,,,,,,0.09,,,,,,,,,,,,,,26188,237691,15615,480,2212,279494,,,,,,,,,,,,,,,,,,,,,,45407,,,,,,,,,,,,,,,,,,4508,,162189,,10513,,,130,4801,,,,,,,,,,,316,,,26243,21197,661,279,,,,3399,,,,,2196,,,,,,,,,,,,,734,,,,,,,,,318,,communication,communication,,,5808,75,1,75,1,1,1,2,2,2,2,2,5,30,0.4773,0.4335,0.0234,0.0129,0.0059,2009-03-24T15:59:18,2019-07-09T07:55:01,34,44,48,51,52,git
moinmoin,,3.2,twisted,,flask,,py2exe,server,,,,,,,,,Other,Other,0.11,,,,,,0.1,,,,,,,,,,,,,0.68,,0.11,,,,,,,,,,,,9690,64951,4250,290,2162,78891,,,,,,,188,,,,,,,,,,,,,,,7711,,,,,,,,,,,,,,,,,,5009,,1631,,449,,,151,,,,,,,,,,,,,,,53959,41222,3810,309,,,,9060,71,,,,,,,,,,,,,,,,,,,,,,,,,,,,communication,communication,,,,,,,,,,,,,,,,,,,,,,,,,,,,,hg
offlineimap,2.7,,,,,snapcraft,,desktop,334,True,Other,64,5674,1378,53,True,GPL v2,GPL,0.78,,,,,,,,,,,,,,,,,,,0.22,,,,,,,,,,,,,,2956,65556,2147,54,226,70659,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,109,2907,,,,,,,,,,,,,,15573,10619,2074,56,,,,649,,,,,,,,,309,,,,,,,,,,,,,,,,,,,,communication,communication,,,2374,148,1,148,1,1,2,2,3,4,4,15,44,125,0.3008,0.2165,0.1698,0.1238,0.0329,2005-04-16T13:59:17,2019-08-19T17:17:53,91,110,117,121,127,git
onionshare,,3.4,,,,,pyinstaller,desktop,412,True,GNU General Public License v3.0,82,13090,3302,174,True,GPL v3,GPL,0.64,,,,,,,,,,,,,,,,,,,0.36,,,,,,,,,,,,,,2337,32316,1014,42,273,35667,,,,,,,,,,,,,,,,,,,,,,261,,,,,,,,,,,,,,,,,,279,,204,,,,,,614,,,,,,,,,,,,,,12961,9847,926,94,,,,,67,,,,,,,,196,,,,,,,,,,,,,,,,52,,,,communication,communication,,,2694,127,1,127,1,1,1,1,1,2,3,13,35,101,0.6147,0.1789,0.0397,0.0134,0.0134,2014-05-20T18:22:16,2019-09-29T22:37:28,61,81,92,101,107,git
pootle,,3.4,,,django,docker,,server,269,True,GNU General Public License v3.0,519,126264,1208,66,True,GPL v3,GPL,0.23,,,,,,,,,,,,0.11,,,,,,,0.66,,,,,,,,,,,,,,19417,100575,8955,553,1972,128947,,,,,,,190,,,,,,,,,,,,,,,8691,,100,,,,,,,,,,,,,,,,3493,,13981,,,,,287,,,,,,,,,,,,,,,84513,62660,6832,925,,,,11785,,,,,,,,,260,,,,,,,,,,,,,,,,,,453,,communication,communication,,,16308,80,1,80,1,2,2,3,3,4,6,7,9,18,0.2906,0.2054,0.1155,0.1116,0.0688,2006-08-19T08:17:56,2019-04-12T17:42:47,40,50,51,52,54,git
pycsw,,3.3,,,django,docker,,server,117,True,MIT License,66,6736,110,18,False,MIT,MIT,0.06,,,,,,,,,,,,,,,,,,,0.23,,,,,,,,,,,0.71,,,2727,65771,3424,204,1117,71922,,,,,,,,,,,,,,,,,,,,,,,,117,,,,,,,,,,,,,,,,72,,,,,,,154,,,,,,,,,,,,,,,16896,11874,2419,59,,,,2290,,,,,,,,,,,,,,,,,,,,,,,,,51385,,63,,communication,communication,,,2697,37,1,37,1,1,1,2,2,2,3,3,4,16,0.4546,0.3441,0.1183,0.0386,0.0178,2010-12-02T22:31:14,2019-08-31T14:00:40,16,25,28,31,31,git
rapidsms,2.7,3.1,,,django,,,server,269,True,Other,54,6009,550,65,False,BSD-3,BSD,0.13,,,,,,0.29,,,,,,,,,,,,,0.24,,0.34,,,,,,,,,,,,2766,21399,905,135,426,25070,,,,,,,190,,,,,,,,,,,,,,,7382,,,,,,,,,,,,,,,,,,443,,2273,,,,,153,,,,,,,,,,,,,,,6032,4421,480,120,,,,8517,,,,,,,,,,,,,,,,,,,,,,,,,,,,,communication,communication,,,5938,48,1,48,1,2,3,3,4,6,9,12,15,25,0.2275,0.1607,0.1514,0.0864,0.0482,2009-02-19T22:08:35,2019-04-04T23:51:24,13,15,17,19,21,git
securedrop,,3.6,,,flask,docker,,server,571,True,GNU Affero General Public License v3.0,504,85875,2733,153,True,AGPL,AGPL,0.66,,,,,,,,,,,,,,,,,,,0.22,,0.12,,,,,,,,,,,,7899,118863,3850,482,1492,130612,,,,134,,,263,,,,,,,,,,,,,,,,,126,,,,,,,,,,,,,,,,1287,,354,,,,,686,1317,,,,,,,,,,,,,,29286,22172,1936,173,,,,15282,,,,,4655,,,,2432,,,,,,,132,,,,,,,,,563,,6807,,communication,communication,,,10006,178,1,178,2,3,3,4,6,8,12,19,32,96,0.1647,0.1299,0.1231,0.0827,0.0651,2011-06-29T20:23:37,2019-09-27T20:39:56,65,94,107,117,123,git
socialhome,,3.6,,,django,docker,,server,,,,,,,,True,AGPL,AGPL,0.63,,,,,,,,,,,,,,,,,,,0.37,,,,,,,,,,,,,,4242,43716,1139,125,562,49097,,,,90,,,,,,,,,,,,,,,,,,,,76,,,,,,,,,,,,,,,,1472,,4061,,,,,225,128,,,,,,,,,,,,,,18371,14339,910,249,,,,2582,,,,,838,,,,173,,,,,,,,,,,,,,,2255,,,63,,communication,communication,,,1579,11,1,11,1,1,1,1,1,1,1,1,2,3,0.924,0.057,0.0101,0.0032,0.0013,2016-04-09T09:36:44,2019-10-01T18:36:52,5,7,7,7,8,git
synapse,,3.7,twisted,,zope,docker,,server,764,True,Apache License 2.0,1103,53861,4655,193,,Other,Other,0.12,,,,,,,,,,,,,,,,,,,0.88,,,,,,,,,,,,,,26377,111520,18808,255,1324,156705,,,,52,,,,,,,,,,,,,,,,,,277,,80,,,,,,,,,,,,,,,,376,,285,,,,,,5874,,,,,,,,,,175,,,,138445,98008,15015,571,,,,4433,,,,,,,,,297,4416,,,,,,,56,,,,,,,,,,1723,,communication,communication,,,14843,192,1,192,1,1,1,2,3,4,7,11,16,74,0.4076,0.139,0.089,0.0676,0.0486,2014-08-12T14:10:52,2019-09-19T14:08:14,88,118,133,144,147,git
virtaal,2.6,,,gtk,,,py2exe,desktop,56,False,GNU General Public License v2.0,279,15978,208,19,True,GPL v2,GPL,0.21,,,,,,,,,,,,,,,,,,,0.79,,,,,,,,,,,,,,4122,23869,4700,90,540,32691,,,,304,,,190,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,202,,,,,,,,,,,,,,,25809,17150,4647,148,,,,1834,,,,,,,,,140,,,,,,,,,,,,,,,,,,,,communication,communication,,,3103,18,1,18,1,1,1,2,2,2,3,4,5,9,0.4019,0.3606,0.135,0.0474,0.0267,2008-04-04T15:31:25,2019-01-16T11:58:31,3,4,6,6,8,git
weblate,,3.2,,,django,,,server,402,True,GNU General Public License v3.0,225,552930,1537,69,True,GPL v3,GPL,0.21,,,,,,,,,,,,0.14,,,,,,,0.55,,0.1,,,,,,,,,,,,18086,134568,17731,562,1713,170385,,,,,,,242,,,,,,,,,,,,,,,11542,,,74,,,,,,,,,,,,,,,10137,,23870,,,,,192,65,,,,,,,,,,,,,,94138,68912,12587,639,,,,16484,,,,,,,,,828,,,,,,,,,,,,,,,,,,96,,communication,communication,,,33873,671,1,671,1,1,1,1,2,7,18,54,111,375,0.5727,0.0393,0.0333,0.0225,0.0148,2012-02-27T08:49:20,2019-10-01T18:37:25,255,360,410,450,474,git
zulip,,3.6,tornado,,django,docker,,server,3229,False,Apache License 2.0,1352,244268,10459,362,True,Apache-2.0,Apache,0.47,,,,,,,,,,,,0.2,,,,,,,0.33,,,,,,,,,,,,,,49051,421245,27387,642,4209,497683,,,,281,,2948,,,,,,,,,,,,,,,,6958,,58,,,,,,,,,,,,4394,,,,8011,,99611,,,,,193,40907,,,,,,,,,2389,10933,,,,163658,126291,12807,1068,,,,301,,230,,,19445,,,,927,,,,,,,,,640,,,,,,,189,,3516,,communication,communication,,,34222,578,1,578,1,2,4,6,10,16,25,46,83,290,0.2367,0.1152,0.0445,0.0387,0.0372,2012-08-28T16:41:50,2019-10-01T23:39:12,234,319,358,387,411,git
anki,,3.5,,qt,,,py2app,desktop,852,False,Other,1,4478,5286,324,True,AGPL,AGPL,0.02,,,,,,,,,,,,0.15,,,,,,,0.83,,,,,,,,,,,,,,4023,26477,7200,98,596,37700,,,,,,,,,,,,,,,,,,,,,,341,,,,,,,,,,,,,,,,,,,,5604,,,,,,,,,,,,,,,,,,,,31358,24453,3328,99,,,,,,,,,,,,,78,,,,,,,,,,,,,,,,103,,,,education,education,,,2268,97,1,97,1,1,1,1,1,1,1,5,18,75,0.8267,0.0322,0.0273,0.0101,0.0084,2012-12-21T07:51:59,2019-09-24T06:12:38,58,70,77,79,83,git
kolibri,,3.5,,,django,,,server,168,True,MIT License,379,68039,289,41,False,MIT,MIT,0.17,,,,,,0.16,,,,,,0.2,,,,,,,0.24,,,,,,,,,,0.23,,,,19912,202955,7273,484,2336,230140,,,,,,,,,,,,,,,,,,,,,,36112,,248,,,,,,,,,,,,,,,,617,,45900,,,,,481,990,,,,,,,,,,,,,,55422,44023,2677,519,,,,3589,,,,,596,,,,262,,,,,,,,,,,,,,,52818,,,,,education,education,,,17687,62,1,62,1,2,2,3,4,5,7,12,17,32,0.2844,0.1862,0.1139,0.094,0.0526,2016-01-19T19:22:07,2019-09-28T00:11:26,8,15,16,17,18,git
mnemosyne,,3.5,,qt,,,py2app,desktop,31,False,Other,8,51166,131,13,,Other,Other,0.12,,0.04,,,,,,,,,,,,,,,,,0.84,,,,,,,,,,,,,,8052,41435,3837,98,697,53324,,,,,,164,92,2255,1629,117,7,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1738,,,,,,363,245,,,,,,,,,,,,63,,44824,34059,3523,304,,,,430,267,,,,,,,,,,,,,,,,,,,,,,,,931,,,,education,education,,,3917,15,1,15,1,1,1,1,2,2,2,2,2,5,0.5826,0.3804,0.013,0.0102,0.0069,2006-02-09T16:13:13,2019-03-04T09:03:59,5,8,8,8,8,git
nbgrader,2.7,3.2,tornado,,,,,server,216,True,"BSD 3-Clause ""New"" or ""Revised"" License",110,17460,801,41,False,BSD-3,BSD,0.12,,,,,,,,,,0.44,,0.17,,,,,,,0.27,,,,,,,,,,,,,,10574,107282,4484,107,541,122340,,,,,,,351,,,,,,,,,,,,,,,7589,,,,,,,,,,,,,,,,,,54095,,20761,,,,,183,793,,,,,,,,,,,,,,33167,24959,1681,189,,,,3759,,,,,,,,,329,,,,,,,,,,,,,,,,,,82,,education,education,,,2755,62,1,62,1,1,1,1,1,1,3,9,16,38,0.7256,0.0672,0.0367,0.0149,0.0142,2014-09-13T03:27:36,2019-09-26T19:56:26,21,27,35,37,40,git
open_edx_platform,,3.4,,,django,,,server,2507,True,GNU Affero General Public License v3.0,249,1131620,4555,400,True,AGPL,AGPL,0.29,,,,,,,,,,,,0.22,,,,,,,0.49,,,,,,,,,,,,,,155426,983075,96694,2414,9381,1235195,118,,,436,,,,,,,,,,,,,,,,,,7663,,,,,,,,,,,,,,,,,,72261,,270299,3137,,,,135,95,,,,,,,,,,,,,,606746,481293,30599,3547,,,,6504,,,,,73521,,,,1155,7335,61213,,,,,,,88506,,,,,,,5296,,7827,,education,education,,,52494,550,3,550,7,12,19,29,42,60,88,138,189,319,0.057,0.0283,0.0251,0.0251,0.025,2011-12-07T14:28:16,2019-10-01T23:37:12,96,147,181,214,227,git
relate,,3.6,,,django,docker,,server,57,True,,162,7802,186,16,True,Unlicense,Unlicense,0.14,,,,,,,,,,,,,,,,,,,0.86,,,,,,,,,,,,,,16361,70695,3979,58,408,91035,,,,,,,88,,,,,,,,,,,,,,,2623,,55,,,,,,,,,,,,,,,,4951,,,,,,,177,,,,,,,,,,,,,,,78665,59678,3649,237,,,,2565,,,,,,,,,370,,,,,,,,,,,,,,,,,,1302,,education,education,,,2986,18,1,18,1,1,1,1,1,1,2,2,3,8,0.7549,0.1865,0.0137,0.0114,0.01,2014-05-30T01:12:50,2019-09-23T05:33:38,4,6,8,8,9,git
tutor,,3.3,,,django,docker,pyinstaller,server,88,True,GNU Affero General Public License v3.0,12,19753,218,25,True,AGPL,AGPL,0.22,,,,,,,,,,,,,,,,,,,0.44,,0.2,,,,,,,,,,,0.14,748,6715,219,57,156,7682,,,,,,,,,,,,,,,,,,,,,,,,205,,,,,,,,,,,,,,,,,,,,,,,141,268,,,,,,,,,,,,,,3406,2610,151,47,,,,1528,55,,,,,,,,,,,,,,,,,,,,,,,,,,1051,,education,education,,,565,12,1,12,1,1,1,1,1,1,1,1,1,7,0.954,0.023,0.0053,0.0035,0.0018,2017-07-03T10:39:19,2019-09-23T10:19:12,8,9,10,10,10,git
anuga,2.6,,,,,,py2exe,desktop,44,True,Other,51,38865,76,51,,Other,Other,0.05,,0.22,,,,,,,,,,,,,,,,,0.73,,,,,,,,,,,,,,61947,194562,43793,149,1307,300302,,,,,,,,67243,40417,12141,85,,,,,291,163,71,1,,,,,,,,,,,835,,,,,,,,,,,,,,,,,106,,,,,,,,,,,,,,,220256,140878,29888,676,,,,388,,,,,,,,,462,,,,,,,4072,,,,,,,,,,,,,science,science,,,4357,32,1,32,1,1,1,2,2,3,5,8,10,18,0.4294,0.2137,0.0808,0.0571,0.0496,2006-08-16T02:19:24,2019-08-06T14:40:10,7,7,9,11,13,git
artisan,2.7,,gevent,qt,,,py2exe,desktop,93,False,GNU General Public License v3.0,26,151452,312,55,True,GPL v3,GPL,0.12,,,,,,,,,,,,,,,,,,,0.88,,,,,,,,,,,,,,5305,61962,7118,75,399,74385,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,576,,797,,,,,,1588,,,,,,,,,,,,,,65784,53832,6912,54,,,,,282,,,,,,,,702,,,,,,,,,,,,,,,,,,,,science,science,,,3233,22,1,22,1,1,2,2,3,4,4,5,6,9,0.3962,0.1612,0.1327,0.1225,0.0919,2010-12-10T10:11:44,2019-10-01T19:27:28,8,11,11,11,13,git
ascend,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
cellprofiler,,3.1,,wx,,,pyinstaller,desktop,212,True,Other,322,123419,404,45,,Other,Other,0.02,,,,,,,,,,,,,,,,,,,0.98,,,,,,,,,,,,,,26142,172194,10496,167,742,208832,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,201,,,,,,,,,,,,,,203809,167201,10489,278,,,,2643,,,,,,,,,,,,,,,,,,,,,,,,,1961,,,,science,science,,,15143,97,1,97,2,3,4,5,7,10,13,22,30,50,0.143,0.1271,0.1002,0.086,0.0683,2004-08-25T21:03:07,2019-09-05T15:12:21,23,30,33,37,39,git
cellxgene,,3.6,,,,docker,pyinstaller,desktop,15,False,MIT License,144,121731,166,18,False,MIT,MIT,0.42,,,,,,,,,,,,0.46,,,,,,,0.12,,,,,,,,,,,,,,2669,34855,2835,73,279,40359,,,,,,,,,,,,,,,,,,,,,,163,,,,,,,,,,,,,,,,,,121,,18714,,,,,159,1726,,,,,,,,,,,,,,4991,4010,269,53,,,,,106,,,,,,,,,,,,,,,,,,,,,,,,,,,,science,science,,,894,17,1,17,1,1,1,2,2,2,3,3,5,9,0.4541,0.2629,0.2069,0.0168,0.0145,2017-08-23T23:28:01,2019-10-01T19:25:21,8,8,9,9,9,git
ckan,2.7,,,,flask,docker,,server,1294,True,Other,258,150861,2407,189,True,Apache-2.0,Apache,0.25,,,,,,0.29,,,,,,,,,,,,,0.46,,,,,,,,,,,,,,26011,214980,9233,595,2005,250224,,,,63,,,,,,,,,,,,,,,,,,72419,,65,,,,,,,,,,,,,,,,10778,,12502,,12001,,,,,,,,,,,,,,,,,,116245,88615,5627,598,,,,22075,,,,,,,,,144,108,,,,,,,,,,,,,,,696,,275,,science,science,,,20050,274,1,274,2,3,4,6,9,11,16,24,41,130,0.1253,0.1066,0.1064,0.0875,0.0483,2007-01-18T16:35:23,2019-10-01T13:27:53,100,133,161,174,187,git
cocalc,2.7,,concurrent\.futures,,,,,server,133,True,GNU Affero General Public License v3.0,1068,206404,701,49,True,AGPL,AGPL,0.19,,,0.16,,,,,,,,,0.34,,,,,,,0.06,,,,,,,,,0.25,,,,,48266,428855,46866,714,2801,523987,,,,,,578,,,,,,,,82979,,,,,,,,13724,,,,,,,,,,,,,,,,,,3918,,178440,774,201,,,,3052,,,,,,,,,,,,,,34026,25144,3376,176,,,,961,,,,,2124,,,,478,479,,,,,,203,,128391,,,,,,,,,,,science,science,,,23845,57,1,57,1,1,1,1,1,1,2,3,4,9,0.7382,0.1446,0.0624,0.0221,0.0073,2012-04-06T18:52:46,2019-10-01T18:50:06,21,31,37,37,38,git
dissem_in,,3.3,,,django,,,server,17,True,GNU Affero General Public License v3.0,116,24408,141,14,True,AGPL,AGPL,0.27,,,,,,0.14,,,,,,0.18,,,,,,,0.41,,,,,,,,,,,,,,7576,56980,6197,244,982,70753,,,,,,,,,,,,,,,,,,,,,,10091,,,,,,,,,,,,,,,,,,3698,,12802,,,,,188,204,,,,,,,,,,,,,,29352,21360,3263,300,,,,1627,,,,,,,,,200,,,,,,,,,,,,,,,,5998,,,,science,science,,,2931,22,1,22,1,1,1,1,1,2,4,6,8,12,0.6796,0.058,0.0566,0.0467,0.0409,2014-09-25T11:15:41,2019-10-01T14:27:23,6,7,7,9,9,git
invesalius,,3.5,,wx,,docker,pyinstaller,desktop,114,True,GNU General Public License v2.0,42,207059,209,31,True,GPL v2,GPL,0.02,,,,,,,,,,,,,,,,,,,0.87,,,,,,,,0.11,,,,,,10311,39366,4153,98,915,53830,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,108,,,,,,,,,,,,,,46883,33903,4123,84,,,,,,,,,,,,,,,,,,,,5898,,,,,,,,,,,,,science,science,,,2085,12,1,12,1,1,2,2,2,3,3,3,4,7,0.3621,0.3228,0.2369,0.0365,0.0125,2009-06-10T17:30:02,2019-08-27T17:20:03,1,3,3,4,4,git
manim,,3.6,,,,docker,,desktop,1590,True,Other,117,15463,13619,446,False,MIT,MIT,0.01,,,,,,,,,,,,,,,,,,,0.99,,,,,,,,,,,,,,32911,241836,4915,173,550,279662,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,157,,,,,,,,,,,,,,276996,239205,4902,289,,,,852,,,,,,,,,,,,,,,,52,,,,,,,,,,,,,science,science,,,2917,75,1,75,1,1,1,1,1,1,2,4,10,46,0.7401,0.0946,0.0477,0.0377,0.0079,2015-03-22T18:50:58,2019-08-28T02:07:23,37,46,52,56,60,git
mayavi,2.7,,twisted,wx,,,py2app,desktop,194,True,Other,239,80572,638,90,True,LGPL v3,LGPL,0.09,,0.02,,,,,,,,,,,,,,,,,0.75,,0.14,,,,,,,,,,,,16456,90829,13365,95,1075,120650,,,,,,,97,2469,1912,355,1,,,,,,,,,,,226,,,,,,,,109,,,,,,,,,,64,,4502,,,,,110,,,,,,,,,,,,,,,90887,61808,12923,579,,,,16909,,,,,,,,,,,,,,,,,,,,,,,,,,,53,,science,science,,,2887,82,1,82,2,2,3,3,5,7,9,15,26,57,0.1884,0.1784,0.1552,0.0745,0.0475,2007-05-14T21:02:16,2019-07-21T21:52:39,23,32,44,48,51,git
mosaic,2.6,,,qt,,docker,pyinstaller,desktop,13,False,Other,9,297543,23,11,,Other,Other,0.12,,,,,,,,,,,,0.11,,,,,,,0.77,,,,,,,,,,,,,,3606,14961,934,64,332,19501,,,,,,,,,,,,,,,,,,,,,,59,,,,,,,,,,,,,,,,,,1180,,2211,,,,,,,,,,,,317,,,,,,,,14995,11134,781,125,,,,282,74,,,,,,,,,,,,,,,,,,,,,,,,,,,,science,science,,,1335,8,1,8,1,1,1,1,1,1,1,2,3,5,0.8202,0.1101,0.0442,0.0142,0.0045,2012-09-04T19:52:56,2019-05-16T11:10:21,1,2,2,2,2,git
odemis,,3.4,concurrent\.futures,wx,,,pyinstaller,desktop,20,True,GNU General Public License v2.0,29,213861,18,6,True,GPL v2,GPL,0.15,,,,,,,,,,,,,,,,,,,0.85,,,,,,,,,,,,,,35030,182749,26710,105,868,244489,,,,,,,,,,,,,,,,,,,,,,516,,,,,,,,,,,,,,,,,,179,,,117,,,,323,,,,,,,82,,,,,,,,207614,150354,24061,382,,,,3476,247,,,,,,,,308,,,,,,,,,,,,,,,,,,15170,,science,science,,,10837,18,1,18,1,1,1,1,2,2,3,5,6,9,0.5963,0.1425,0.1121,0.0489,0.0375,2012-01-31T15:25:56,2019-10-01T07:19:22,3,4,4,6,6,git
opem,2.6,3.0,,,,,pyinstaller,desktop,15,True,MIT License,0,8433,51,7,False,MIT,MIT,0.05,,,,,,,,,,0.32,,,,,,0.12,,,0.51,,,,,,,,,,,,,,489,14939,38,65,175,15466,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4995,,,,,,,,1845,,,,,,664,,,,,,,,7831,7503,35,25,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,science,science,,,840,7,1,7,1,1,1,1,1,1,1,1,2,4,0.9048,0.0464,0.0381,0.0048,0.0036,2017-12-15T15:15:01,2019-07-30T10:42:13,2,2,3,4,4,git
orange,,3.6,concurrent\.futures,qt,,,pyinstaller,desktop,569,True,Other,79,78538,1953,162,,Other,Other,0.06,,0.4,,,0.09,,,,,,,,,,,,,,0.45,,,,,,,,,,,,,,35327,229902,57817,163,1534,323046,,,,74,,,853,127859,78038,41400,9,,,,,30043,17595,10383,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,576,5809,,,,,,,,,,,,,,145156,115111,5756,559,,,,5147,,,,,,,,,1501,,,,,,,,,,,,,,,,,,192,,science,science,,,15098,85,1,85,1,2,2,3,4,5,8,12,16,34,0.2752,0.1351,0.1131,0.093,0.0917,2008-09-28T15:35:24,2019-10-01T20:10:23,13,28,34,42,46,git
pybliographer,2.6,,,gtk,,,,desktop,4,False,GNU General Public License v2.0,0,5171,9,2,True,GPL v2,GPL,0.2,,,,,,,,,,,,,,,,,,,0.8,,,,,,,,,,,,,,4389,13857,2563,74,361,20809,,,,451,639,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58,,,,,,,,,,,,,,16724,10542,2203,89,,,,,140,,,,,,,,228,,,,,,,,,,,,,,,,1454,,,,science,science,,,1017,115,1,115,1,1,1,2,3,6,12,38,65,105,0.468,0.0836,0.0511,0.0423,0.0334,1999-11-22T13:29:35,2019-09-19T15:01:31,55,77,90,96,100,git
sage_math,,3.5,twisted,qt,,docker,,desktop,,,,,,,,False,BSD-3,BSD,0.09,,,,,,,,,,,,,,,,,,,0.91,,,,,,,,,,,,,,337516,1473082,62191,1113,7312,1872789,,,,517,495,4761,108,6743,1502,232,9,,,,,8848,5271,1610,18,,,,,265,,,,,,,,,,,,,,,,2261,,147,,,,,425,501,,,,,,2796,,,,,,,,1713405,1323826,56902,2290,,,,111478,,,,,,,,,776,,,,,,,96,,,,,,,,,,,,,science,science,,,81880,800,1,800,3,5,8,14,23,36,59,114,179,393,0.1219,0.0739,0.0549,0.046,0.0416,2006-02-11T01:13:08,2019-09-29T23:03:10,207,285,341,384,408,git
sofa_statistics,,3.6,,wx,,,pyinstaller,desktop,,,,,,,,,Other,Other,0.03,,,,,,0.1,,,,,,,,,,,,,0.87,,,,,,,,,,,,,,4286,49925,2164,93,306,56375,,,,,,,,,,,,,,,,,,,,,,5432,,,,,,,,,,,,,,,,,,,,1847,,,,,,,,,,,,,,,,,,,,49087,43185,1881,93,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,science,science,,,1237,3,1,3,1,1,1,1,2,2,2,2,2,2,0.5424,0.4568,0.0008,,,2009-05-19T04:21:43,2019-09-24T20:55:33,1,1,1,1,1,git
veusz,,3.4,,qt,,,pyinstaller,desktop,54,True,GNU General Public License v2.0,132,16019,273,41,True,GPL v2,GPL,0.21,,0.04,,,0.12,,,,,,,,,,,,,,0.63,,,,,,,,,,,,,,13525,77261,9667,88,705,100453,,,,,,,263,4409,1256,435,1,,,,,12443,9619,1299,19,,,,,,,,,,,,,,,,,,,,,,,,,,,,276,,,,,,,,,,,,,,,63466,45059,7161,177,,,,2840,198,,,,,,,,,,,,,,,,,,,,,,,,,66,,,science,science,,,3198,20,1,20,1,1,1,1,1,1,1,1,1,3,0.9831,0.005,0.0028,0.0022,0.0009,2004-02-19T21:14:34,2019-09-01T12:47:57,11,15,16,16,16,git
django_cms,,3.2,,,django,,,server,2368,False,"BSD 3-Clause ""New"" or ""Revised"" License",307,86569,7042,416,False,BSD-3,BSD,0.14,,,,,,,,,,,,0.29,,,,,,,0.44,,0.13,,,,,,,,,,,,15565,115380,8191,319,1375,139136,,,,,,,,,,,,,,,,,,,,,,803,,,,,,,,,,,,,,,,,,4487,,39825,,,,,117,99,,,,,,,,,,,,,,61018,47804,3331,352,,,,17439,,,,,5325,,,,,,,,,,,,,,,,,,,,,,165,,cms,cms,,,15880,500,1,500,2,2,3,4,5,7,13,41,105,342,0.1676,0.1354,0.1173,0.1104,0.096,2008-12-04T15:18:08,2019-09-26T09:11:27,210,292,332,363,380,git
ella,2.5,,,,django,,,server,72,True,"BSD 3-Clause ""New"" or ""Revised"" License",12,30003,289,21,False,BSD-3,BSD,0.02,,,,,,,,,,,,,,,,,,,0.79,,0.19,,,,,,,,,,,,2623,15014,581,67,221,18218,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,233,,,,,,,130,,,,,,,,,,,,,,,14420,11258,577,143,,,,3408,,,,,,,,,,,,,,,,,,,,,,,,,,,,,cms,cms,,,6000,51,1,51,1,2,2,3,4,4,6,10,14,28,0.2313,0.1928,0.1712,0.1187,0.0745,2007-05-09T14:34:12,2014-04-02T00:45:50,8,13,16,22,22,git
mezzanine,2.7,,,,django,,,server,1430,True,"BSD 2-Clause ""Simplified"" License",76,49183,3926,256,False,BSD-2,BSD,0.07,,,,,,0.22,,,,,,0.25,,,,,,,0.36,,0.1,,,,,,,,,,,,4360,45731,2421,896,1231,52512,,,,,,,,,,,,,,,,,,,,,,11538,,,,,,,,,,,,,,,,,,2315,,13087,,,,,,,,,,,,,,,,,,,,19069,15023,1248,194,,,,5322,,,,,,,,,,,,,,,,,,,,,,,,,,,,,cms,cms,,,5253,300,1,300,1,1,1,1,1,2,8,36,98,248,0.6895,0.0411,0.0213,0.0116,0.0105,2010-06-10T12:54:40,2019-03-18T19:30:28,147,198,230,245,251,git
plone,,,,,,,,server,40,False,,2,2877,139,186,,Other,Other,0.28,,,,,,,,,,,,,,,,,,,0.06,,0.66,,,,,,,,,,,,2,860,0,45,78,862,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,51,49,0,1,,,,569,,,,,,,,,,,,,,,,,,,,,,,,,,,,,cms,cms,,,164,15,1,15,1,1,1,2,2,2,3,6,9,14,0.4024,0.311,0.1098,0.0366,0.0366,2010-11-27T19:12:43,2019-07-11T01:31:57,4,9,10,10,10,git
pretix,,3.5,,,django,docker,,server,237,False,Other,181,61986,732,42,True,Apache-2.0,Apache,0.21,,,,,,,,,,,,0.43,,,,,,,0.36,,,,,,,,,,,,,,27919,284094,15249,326,1834,327262,,,,,,,242,,,,,,,,,,,,,,,6290,,74,,,,,,,,,,,,,,,,17942,,139095,,,,,208,235,,,,,,,,,,,,,,117651,101061,1248,675,,,,16467,,,,,16609,,,,,,,,,,,,,,,,,,,,,,,,cms,cms,,,5058,136,1,136,1,1,1,1,1,1,1,8,21,86,0.81,0.0247,0.0235,0.0184,0.0079,2014-09-08T13:10:38,2019-09-30T12:37:09,68,84,95,102,104,git
pycon,,3.2,,,django,docker,,server,73,False,"BSD 3-Clause ""New"" or ""Revised"" License",46,30254,139,33,False,BSD-3,BSD,0.35,,,,,,,,,,0.1,,0.26,,,,,,,0.29,,,,,,,,,,,,,,8561,63797,7022,209,813,79380,,,,,,,,,,,,,,,,,,,,,,4069,,,,,,,,,,,,,,,,,,8177,,20342,,,,,214,,,,,,,,,,,,,,,23270,17865,1305,382,,,,1005,,,,,,,,,500,,,,,,,,,,,,,,,,,,181,,cms,cms,,,2617,44,1,44,1,2,3,4,5,6,8,11,14,26,0.2136,0.1467,0.1066,0.0951,0.0883,2012-02-05T18:38:52,2019-05-03T22:56:55,12,18,20,22,23,git
saleor,,3.7,,,django,docker,,server,2140,True,Other,372,109145,5683,289,False,BSD-3,BSD,0.34,,,,,,,,,,,,,,,,,,,0.66,,,,,,,,,,,,,,19040,143988,1883,416,1846,164911,,,,,,,263,,,,,,,,,,,,,,,,,72,,,,,,,,,,4355,,,,,,14815,,1842,,,,,192,874,,,,,,,,,,,,,,108777,89873,1757,923,,,,,,,,,4996,,,,,,,,,,,,,,,,,,,,,,6728,,cms,cms,,,13756,136,1,136,2,2,3,5,8,11,14,18,24,54,0.195,0.1446,0.0727,0.0513,0.0473,2013-02-12T16:46:39,2019-10-01T11:05:20,48,69,77,84,87,git
shuup,2.7,3.2,,,django,docker,,server,530,False,Other,124,23523,1015,87,False,AFL,AFL,0.38,,,,,,,,,,,,,,,,,,,0.62,,,,,,,,,,,,,,30492,220066,14654,1033,2831,265212,,,,,,,242,,,,,,,,,,,,,,,5454,,,,,,,,,,,,,,,,,,668,,10413,,5253,,,177,163,,,,,,,,,,,,,,164467,124407,12934,1540,,,,14601,,,,,5786,,,,,170,,,,,,,,,,,,,,,,,,,cms,cms,,,5657,43,1,43,1,1,2,3,3,4,5,7,9,16,0.3537,0.1409,0.1395,0.1391,0.0659,2015-06-04T13:30:00,2019-09-25T14:16:09,14,19,23,24,26,git
wagtail,,3.5,,,django,docker,,server,1718,True,"BSD 3-Clause ""New"" or ""Revised"" License",792,88121,7901,339,False,BSD-3,BSD,0.32,,,,,,,,,,,,,,,,,,,0.55,,0.13,,,,,,,,,,,,20096,125514,7234,1839,3308,152844,,,,,,,,,,,,,,,,,,,,,,824,113,,,,,,,,,,,,,,,,,6436,,9206,,,,,224,255,,,,,,,,,,,,,,83418,61101,5911,644,,,,19771,,,,,8309,,,,219,,,,,,,,,,,,,,,,,,,,cms,cms,,,9352,426,1,426,1,1,2,2,2,4,10,37,102,333,0.3359,0.2862,0.0736,0.0302,0.0212,2014-01-22T12:27:23,2019-10-01T16:38:05,224,288,317,336,346,git
erp5,2.7,,,,zope,,,server,,,,,,,,,Other,Other,0.05,,,,,,,,,,,,0.16,,,,,,,0.05,,,,,,,,,,,0.74,,,295050,10564060,276967,13636,83711,11136077,,,,,,,,,,,,,,,,,,,,,,151827,,,,,,,,,,,,,,,,,,70382,,1772457,,,,,,,,,,,,,,,,,7164,,,582501,431025,83743,5627,,,,968,,,,,,,,,267,10460,,,,,,,,1489,,,,,,,8289791,50,,,erp,erp,,,50620,100,1,100,2,3,5,7,10,12,16,23,31,50,0.1639,0.0761,0.0617,0.0595,0.0592,2002-12-10T20:19:30,2019-10-02T03:23:25,9,14,18,20,22,git
erpnext,2.7,3.3,,,,,,server,2274,True,GNU General Public License v3.0,2111,797038,5230,487,True,GPL v3,GPL,0.64,,,,,,,,,,,,0.11,,,,,,,0.25,,,,,,,,,,,,,,34085,551903,10938,1312,6142,596926,,,,,,,,,,,,,,,,,,,,,,1865,,,,,,,,,,,,,,,,,,7731,,68070,,1554,,,,1141,,,,,,,,,,,,,,151191,118582,6936,3120,,,,,,,,,53,,,,,,,,,,,,,,,,,,,2566,243,,,,erp,erp,,,28732,325,1,325,1,2,2,3,4,8,15,27,48,140,0.2864,0.1405,0.1398,0.0554,0.0288,2011-06-08T09:07:15,2019-09-30T14:37:04,118,155,181,200,212,git
frepple,,3.5,,,django,,cx_Freeze,server,107,True,GNU Affero General Public License v3.0,74,100810,157,31,True,AGPL,AGPL,0.35,,0.07,,,0.08,,,,,,,0.3,,,,,,,0.2,,,,,,,,,,,,,,19251,232406,37425,266,1472,289082,,,,,658,,,19246,0,,,,,,,24450,17573,4564,52,,,2815,,,,,,,,,,,,,,,,,,5911,,87015,,8598,,,,60,,,,,,,,,,,,,,57162,47883,5182,196,,,,11035,,,,,,,,,,,,,,,,,,,,,,,,,16967,,,,erp,erp,,,6116,13,1,13,1,1,1,1,1,1,1,2,2,3,0.8139,0.1468,0.0348,0.0013,0.0008,2006-05-24T22:57:12,2019-10-01T14:35:56,3,7,8,8,9,git
odoo,,3.5,gevent,,,,,server,10987,True,Other,2645,2699683,15171,1534,True,LGPL v3,LGPL,0.13,,,,,,,,,,,,0.41,,,,,,,0.26,,,,,,,,,,,0.2,,,108038,905502,99239,2897,22304,1112779,,,,,,,360,,,,,,,,,,,,,,,36040,,,,,,,,,,,,,,,,,,2980,,461030,,14152,,,508,9535,,,,,,,,,,,,,,289339,227670,21320,2620,,,,26763,,,,,32818,,,,994,321,,,,,,,,,,,,,,,225270,320,,,erp,erp,,,125011,1250,3,1250,5,9,14,21,31,45,68,124,198,515,0.0492,0.0465,0.0407,0.0375,0.0358,2006-12-07T13:41:40,2019-09-30T17:13:37,393,603,694,747,788,git
tryton,,3.7,gevent,,,,,server,,,,,,,,True,GPL v3,GPL,0.09,,,,,,,,,,,,,,,,,,,0.8,,0.11,,,,,,,,,,,,8009,51610,1403,78,1291,61022,,,,,,,113,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,89,,,,,,,,,,,,,,,48875,39954,1129,222,,,,6495,,,,,,,,,,270,,,,,,,,,,,,,,,5102,,,,erp,erp,,,,,,,,,,,,,,,,,,,,,,,,,,,,,hg
cactus,,3.3,tornado,,,,,desktop,318,True,Other,101,1140,3314,134,False,BSD-3,BSD,0.06,,,,,,0.44,,,,,,,,,,,,,0.5,,,,,,,,,,,,,,3216,12799,425,60,203,16440,,,,,,,,,,,,,,,,,,,,,,7214,,,,,,,,,,,,,,,,,,273,,,,,,,,347,,,,,,,,,,,,,,8244,5753,410,121,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,static_site,static_site,,,667,45,1,45,1,1,1,2,2,2,2,5,15,39,0.4753,0.3883,0.0195,0.015,0.0075,2011-02-26T17:26:49,2017-07-31T02:40:23,27,34,38,38,41,git
chert,2.6,,,,,,,desktop,0,True,Other,1,256,7,2,,Other,Other,0.18,,,,,,0.3,,,,,,,,,,,,,0.52,,,,,,,,,,,,,,547,2861,380,26,76,3788,,,,,,,,,,,,,,,,,,,,,,1123,,,,,,,,,,,,,,,,,,181,,,,,,,,347,,,,,,,,,,,,,,1981,1521,117,12,,,,,,,,,,,,,,,,,,,,,,,,,,,,,69,,,,static_site,static_site,,,233,1,1,1,1,1,1,1,1,1,1,1,1,1,1.0,,,,,2014-10-19T21:15:58,2019-04-03T01:26:32,0,0,0,0,0,git
hyde,2.7,3.1,,,,,,desktop,246,True,MIT License,64,3187,1509,53,False,MIT,MIT,0.11,,,,,,,,,,0.11,,0.32,,,,,,,0.46,,,,,,,,,,,,,,4270,20275,1259,95,279,25804,,,,,,,,,,,,,,,,,,,,,,769,,,,,,,,,,,,,,,,,,2711,,8378,,,,,192,,,,,,,,,,,,,,,11754,9409,425,74,,,,1410,,,,,,,,,,,,,,,,,,,,,,,,,86,,325,,static_site,static_site,,,600,43,1,43,1,1,1,1,1,3,5,10,20,38,0.64,0.0517,0.045,0.0383,0.0333,2010-12-09T07:03:33,2016-03-10T01:59:31,18,27,31,32,32,git
lektor,2.7,3.1,,,,,,desktop,251,True,Other,215,3603,3138,101,,Other,Other,0.35,,,,,,,,,,,,,0.16,,,,,,0.49,,,,,,,,,,,,,,4174,28804,726,244,527,33704,,,,352,,,,,,,,,,,,,,,,,,195,,,,,,,,,,,,,,,,,,863,,227,5425,830,,,144,126,,,,,,,,,,,,,,16654,12976,587,79,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,static_site,static_site,,,756,80,1,80,1,1,2,2,3,5,10,26,43,73,0.3108,0.2566,0.0873,0.0423,0.041,2015-12-19T11:17:49,2019-09-23T05:08:36,38,51,59,65,66,git
nikola,,3.5,asyncio,qt,,snapcraft,,desktop,366,False,MIT License,48,31909,1771,81,False,MIT,MIT,0.25,,,,,,,,,,,,0.61,,,,,,,0.14,,,,,,,,,,,,,,25030,171335,21314,218,1458,217679,,,,1278,,,242,,,,,,,,,,,,,,,16444,,,,,,,,,,,,,,,,,,948,,133495,,,,,177,2758,,,,,,,,,,,,,,30658,22980,3351,183,,,,11103,,,,,7769,,,,154,,,,,,,,,913,,,,,,,508,56,90,,static_site,static_site,,,9488,200,1,200,1,1,2,2,2,2,3,9,31,121,0.3728,0.3617,0.0685,0.0427,0.021,2012-03-31T00:31:01,2019-10-01T10:59:11,64,97,114,137,148,git
pelican,,3.5,,,,,,desktop,1592,True,GNU Affero General Public License v3.0,103,5820,9095,366,True,AGPL,AGPL,0.22,,,,,,,,,,0.3,,,,,,,,,0.34,,0.14,,,,,,,,,,,,3753,33764,1031,189,597,38548,,,,,,,,,,,,,,,,,,,,,,3208,,,,,,,,,,,,,,,,,,11533,,,,,,,130,165,,,,,,,,,,,,,,13192,10385,723,39,,,,5474,,,,,,,,,,,,,,,,,73,,,,,,,,3094,,,,static_site,static_site,,,3164,380,1,380,1,2,2,3,9,20,53,125,222,349,0.2421,0.2216,0.0405,0.0215,0.0209,2010-08-14T03:45:16,2019-09-28T20:51:20,197,254,276,298,312,git
prosopopee,,3.1,,,,,,desktop,19,True,GNU General Public License v3.0,16,64300,114,9,True,GPL v3,GPL,0.7,,,,,,0.29,,,,,,,,,,,,,0.01,,,,,,,,,,,,,,2690,53237,654,59,408,56581,,,,,,,,,,,,,,,,,,,,,,16483,,,,,,,,,,,,,,,,,,3138,,130,,,,,,230,,,,,,,,,,,,,,782,578,24,5,,,,1015,,,,,,,,,,,,,,,,,,,,,,,,,,,228,,static_site,static_site,,,732,14,1,14,1,1,1,1,2,2,2,3,4,8,0.5301,0.362,0.0383,0.0355,0.0082,2015-12-03T05:09:29,2019-09-25T09:18:12,5,6,8,8,8,git
allura,2.7,,,,,docker,,server,23,False,Apache License 2.0,0,38592,75,15,,Other,Other,0.13,,,,,,,,,,0.11,,0.18,,,,,,,0.58,,,,,,,,,,,,,,21828,142736,21052,582,2335,185616,,,,72,,,226,,,,,,,,,,,,,,,6999,,104,,,,,,,,,,,,,,,,20631,,32899,,,,,212,485,,,,,,,,,,,,,,108535,82606,11475,544,,,,3889,,,,,1055,,,,364,,,,,,,,,,,,,,,,2276,81,463,,scm,dev.scm,,,9446,69,1,69,1,2,3,4,5,6,9,15,24,41,0.2069,0.1295,0.1234,0.1,0.0787,2009-10-14T19:23:08,2019-10-01T20:26:29,6,10,18,22,24,git
git_cola,2.7,,,qt,,,pynsist,desktop,334,False,GNU General Public License v2.0,107,16803,1346,75,True,GPL v2,GPL,0.09,,,,,,,,,,,,,,,,,,,0.81,,0.1,,,,,,,,,,,,7594,37846,2028,46,400,47468,,,,,,,112,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1235,,,,,,,424,1398,,,,,,,,,,,,,,38428,29089,1930,160,,,,4515,,,,,,,,,183,,,,,,,,,,,,,,,,,,,,scm,dev.scm,,,6917,118,1,118,1,1,1,1,1,1,1,3,12,54,0.8723,0.0169,0.0136,0.0124,0.0078,2007-11-30T08:03:28,2019-09-26T04:23:32,59,74,79,85,89,git
gitless,2.7,3.2,,,,snapcraft,pyinstaller,desktop,82,False,MIT License,83,22890,1462,37,False,MIT,MIT,0.04,,,,,,,,,,,,,,,,,,,0.96,,,,,,,,,,,,,,1127,4285,281,20,69,5693,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,154,,,,,,,,,,,,,,5457,4063,277,30,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,scm,dev.scm,,,1076,20,1,20,1,1,1,1,2,2,2,2,4,11,0.5028,0.408,0.0288,0.0195,0.0102,2013-06-06T21:33:27,2019-09-30T21:34:43,8,11,13,13,14,git
gnu_bazaar,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
kallithea,2.7,,,,pylons,,,server,,,,,,,,True,GPL v3,GPL,0.17,,,,,,,,,,0.15,,,,,,,,,0.68,,,,,,,,,,,,,,12011,74080,5527,901,7009,91618,,,,,,66,155,,,,,,,,,,,,,,,259,,,,,,,,,,,,,,,,,,13889,,3468,,1417,,,130,240,,,,,,,,,,,,,,62184,47188,4681,262,,,,5092,,,,,,,,,395,,,,,,,,,,,,,,,,,,,,scm,dev.scm,,,,,,,,,,,,,,,,,,,,,,,,,,,,,hg
klaus,,3.3,,,flask,,,server,88,True,Other,36,575,538,31,True,ISC,ISC,0.11,,,,,,0.1,,,,0.15,,,,,,,,,0.64,,,,,,,,,,,,,,532,2938,126,26,86,3596,,,,,,,,,,,,,,,,,,,,,,343,,,,,,,,,,,,,,,,,,548,,70,,,,,,,,,,,,,,,,,,,,2311,1791,107,19,,,,290,,,,,,,,,,,,,,,,,,,,,,,,,,,,,scm,dev.scm,,,508,25,1,25,1,1,1,1,1,1,1,3,8,20,0.815,0.065,0.0394,0.0098,0.0079,2011-05-31T23:06:30,2019-07-06T18:23:31,10,18,20,21,22,git
launchpad,,3.3,twisted,,zope,,,server,,,,,,,,True,AGPL,AGPL,0.38,,,,,,,,,,,,,,,,,,,0.62,,,,,,,,,,,,,,138064,879886,72065,930,7337,1090015,,,,521,,,,,,,,,,,,,,,,,,5963,,,,,,,,,,,,,,,,,,25921,,75086,,,,,958,,,,,90,,,,,,312,,,,679328,520809,51533,2582,,,,,,,,,,,,,349,63550,,,,,,,,,,,,,,,2338,1286,,,scm,dev.scm,,,140877,162,1,162,3,5,8,12,16,22,30,41,52,77,0.1464,0.0473,0.0445,0.0413,0.0375,2004-06-22T05:34:14,2019-09-30T09:21:18,19,29,34,38,46,git
mercurial,,3.6,concurrent\.futures,,,docker,py2exe,desktop,,,,,,,,True,GPL v2,GPL,0.09,,0.06,,,,,,,,,,,,,,,,,0.85,,,,,,,,,,,,,,37572,208289,22654,248,5518,268515,,,,,,,,15160,11026,1611,20,,,,,,,,,,,1997,,,,,,,,,,,,,,,,,,,,866,,,,,296,109,,,,,,,,,,,,,,227286,173273,19533,495,,,,338,,,,5768,,,,,1163,,,,,,,,133,,,,,,,,,,,,scm,dev.scm,,,,,,,,,,,,,,,,,,,,,,,,,,,,,hg
pagure,,3.6,,,flask,,,server,,,,,,,,True,GPL v2,GPL,0.46,,,,,,,,,,,,,,,,,,,0.54,,,,,,,,,,,,,,23832,237104,6999,155,946,267935,,,,,,,,,,,,,,,,,,,,,,14346,,,,,,,,,,,,,,,,,,19086,,1019,,,,,153,,,,,,,,,,,,,,,143837,116933,6485,290,,,,8778,2354,,,,,,,,144,,,,,,,,,,,,,,,,,,429,,scm,dev.scm,,,8753,143,1,143,1,1,1,1,1,1,3,9,22,74,0.758,0.038,0.0264,0.0259,0.0198,2014-03-14T17:03:48,2019-09-26T07:51:02,52,73,87,98,101,git
patchwork,2.7,3.1,,,django,docker,,server,44,False,GNU General Public License v2.0,66,2526,135,13,True,GPL v2,GPL,0.21,,,,,,,,,,,,,,,,,,,0.52,,,,,,,,,,,,,0.27,4712,30325,1547,81,467,36584,,,,,,,,,,,,,,,,,,,,,,916,,63,,,,,,,,,,,,,,,,2085,,426,,,,,,,,,,,,,,,,,,,,19155,13578,1323,146,,,,3331,,,,,,,,,185,,,,,,,,,,,,,,,,88,,9867,,scm,dev.scm,,,1602,70,1,70,1,1,1,2,2,3,5,15,26,54,0.4707,0.1841,0.063,0.0599,0.0343,2008-08-21T01:38:06,2019-09-24T21:40:19,23,34,40,45,47,git
rabbitvcs,,3.0,,gtk,,,,desktop,92,True,GNU General Public License v2.0,100,4718,280,31,True,GPL v2,GPL,0.36,,,,,,,,,,,,,,,,,,,0.47,,,,,,,,,,,0.17,,,7053,60954,3281,181,405,71288,,,,78,,,,52,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,98,,,,,,716,,,,,,,,33284,23366,3042,107,,,,,,,,,,,,,102,,,,,,,,,,,,,,,,12015,,,,scm,dev.scm,,,1835,38,1,38,1,1,1,1,2,2,4,5,8,22,0.5084,0.1918,0.079,0.0632,0.0627,2008-06-20T10:34:55,2019-09-24T13:36:16,15,22,22,24,26,git
rhodecode,,3.5,gevent,,pyramid,,,server,,,,,,,,True,Apache-2.0,Apache,0.21,,,,,,,,,,,,0.2,,,,,,,0.59,,,,,,,,,,,,,,59292,307232,43687,967,4930,410211,,,,52,,,,,,,,,,,,,,,,,,1193,,,,,,,,,,,,,,,,,,5921,,81115,,24491,,,247,,,,,,13235,,,,,,,,,241870,179545,19464,824,,,,20901,,,,,,,,,61,15034,,,,,,,,,,,,,,,,,,,scm,dev.scm,,,,,,,,,,,,,,,,,,,,,,,,,,,,,hg
roundup,2.7,,,,zope,,,server,,,,,,,,False,MIT,MIT,0.29,,,,,,,,,,0.18,,0.11,,,,,,,0.42,,,,,,,,,,,,,,19123,134696,12394,222,1999,166213,,,,,,,,,,,,,,,,,,,,,,11015,,,,,,,,,,,,,,,,,,29896,,18653,,6036,,,128,129,,,,7749,,,,,,,,,,69976,52758,7988,223,,,,,,,,,,,,,96,,,,,,,,,,,,,,,,,,,,scm,dev.scm,,,,,,,,,,,,,,,,,,,,,,,,,,,,,hg
tortoisehg,2.6,3.0,,qt,,,py2app,desktop,,,,,,,,True,GPL v2,GPL,0.5,,,,,,,,,,,,,,,,,,,0.5,,,,,,,,,,,,,,8741,116335,3673,109,2291,128749,,,,,,,120,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,159,,,,,,,,,,,,,,,64166,52005,3555,160,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,scm,dev.scm,,,,,,,,,,,,,,,,,,,,,,,,,,,,,hg
trac,2.7,,,,,,,server,134,False,Other,1,43714,336,45,False,BSD-3,BSD,0.21,,,,,,,,,,,,,,,,,,,0.79,,,,,,,,,,,,,,18030,113648,8030,292,1043,139708,,,,,,,,,,,,,,165,,,,,,,,4685,,,,,,,,,,,,,,,,,,11143,,2934,,,,,848,,,,,,,,,,,,,,,110393,86996,7309,311,,,,4239,,,,,,,,,,,,,,,,,,,,,,,,,,,,,scm,dev.scm,,,12810,36,1,36,1,2,2,2,3,4,5,8,12,24,0.2725,0.2685,0.1156,0.0955,0.0786,2003-08-10T20:54:01,2019-09-29T10:51:20,1,2,3,3,3,git
viewvc,2.2,,,,,,,server,100,False,Other,129,7159,153,43,,Other,Other,0.08,,0.04,,,0.02,,,,,0.21,,,,,,,,,0.65,,,,,,,,,,,,,,4206,25057,3118,56,246,32381,,129,,,,,,1408,717,43,4,,,,,753,588,63,3,,,743,,,,,,,,,,,,,,,728,,,6854,,,,,,,62,446,,,,,,,,,,,,,,20938,14870,2859,53,,,,,,,,,,,,,122,,,,,,,,,,,,,,,,,,,,scm,dev.scm,,,2290,19,1,19,1,1,1,1,2,3,3,6,8,13,0.5301,0.152,0.1236,0.0563,0.0328,1999-12-03T10:50:49,2019-07-02T15:43:53,1,4,5,5,5,git
diffoscope,,3.5,,,,docker,,server,,,,,,,,True,GPL v3,GPL,0.18,,,,,,,,,,,,,,,,,,,0.82,,,,,,,,,,,,,,4194,17978,3871,36,575,26043,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,21418,13400,3855,189,,,,245,,,,,,,,,83,,,,,,,,,,,,,,,,,,,,code_review,dev.code_review,,,2102,49,1,49,1,1,1,2,2,3,4,5,11,28,0.4139,0.2312,0.1351,0.0847,0.0371,2014-09-28T15:44:06,2019-09-25T13:53:33,21,24,26,31,33,git
meld,,3.6,,gtk,,,cx_Freeze,desktop,166,False,GNU General Public License v2.0,0,15720,515,37,True,GPL v2,GPL,0.12,,,,,,,,,,,,,,,,,,,0.88,,,,,,,,,,,,,,3326,16702,1934,93,311,21962,,,,211,,,,,,,,,,,,,,,,,,87,,,,,,,,,,,,,,,,,,,,,,,,,,140,285,,,,,,,,,,,,,19245,14162,1866,84,,,,,,,,,,,,,143,,,,,,,,,,,,,,,,335,,,,code_review,dev.code_review,,,4901,220,1,220,1,1,1,1,2,3,7,26,58,171,0.5583,0.0849,0.0671,0.0339,0.0247,2002-05-18T21:42:36,2019-09-27T21:51:23,108,138,157,165,171,git
review_board,2.7,,,,django,,py2exe,server,364,False,MIT License,0,52171,1227,98,False,MIT,MIT,0.09,,,,,,,,,,,,0.33,,,,,,,0.47,,0.11,,,,,,,,,,,,58604,319649,30407,361,2433,408660,,,,332,,,,,,,,,,,,,,,,,,485,,,,,,,,,,,,,,,,,,6656,,135841,,14848,,,246,,,,,,,,,,,,,,,192827,148569,6670,774,,,,46984,,,,,,,,,,,,,,,,,,,,,,,,,,,,,code_review,dev.code_review,,,9545,245,1,245,1,1,1,1,1,2,2,3,16,150,0.6009,0.2485,0.0724,0.0067,0.004,2006-09-27T07:25:53,2019-10-01T20:41:19,126,174,193,205,215,git
rietveld,2.6,,,,django,,,server,158,True,Apache License 2.0,238,2512,430,68,True,Apache-2.0,Apache,0.15,,,,,,,,,,,,0.2,,,,,,,0.65,,,,,,,,,,,,,,5445,29406,3765,30,186,38616,,,,,,,,,,,,,,,,,,,,,,1244,,,,,,,,,,,,,,,,,,2677,,7843,,,,,98,88,,,,,,,,,,,,,,25259,19164,2164,57,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,445,,code_review,dev.code_review,,,1450,38,1,38,1,2,2,3,3,4,6,8,11,24,0.22,0.2014,0.1828,0.1138,0.0759,2008-04-30T18:46:04,2019-04-28T09:41:04,14,19,21,22,23,git
b2,,3.3,,,,,,desktop,72,True,Other,99,1925,296,31,,Other,Other,0.15,,,,,,,,,,,,,,,,,,,0.85,,,,,,,,,,,,,,1095,4949,1033,33,120,7077,,,,,,,88,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,304,,,,,,,,,,,,,,5991,4006,947,66,,,,341,,,,,,,,,186,,,,,,,,,,,,,,,,,,79,,storage,dev.storage,,,1530,46,1,46,1,1,1,1,2,2,2,6,12,31,0.5386,0.2765,0.0281,0.0281,0.0203,2015-11-16T18:44:35,2019-07-03T15:05:12,21,25,27,30,31,git
barman,,3.2,,,,,,desktop,80,False,GNU General Public License v3.0,69,5698,696,47,True,GPL v3,GPL,0.11,,,,,,,,,,,,,,,,,,,0.89,,,,,,,,,,,,,,5341,33921,5282,77,314,44544,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,227,4113,,,,,,,,,,175,,,,39583,29182,5180,54,,,,129,,,,,,,,,247,,,,,,,,,,,,,,,,,,,,storage,dev.storage,,,850,34,1,34,1,1,1,2,2,3,3,4,6,26,0.4341,0.2459,0.2012,0.06,0.0082,2012-07-06T14:24:34,2019-09-13T09:08:17,22,24,27,29,29,git
datasette,,3.5,asyncio,,,docker,py2exe,server,162,True,Apache License 2.0,138,2159,2855,66,True,Apache-2.0,Apache,0.04,,,,,,,,,,,,0.33,,,,,,,0.47,,0.16,,,,,,,,,,,,2714,25341,1597,25,140,29652,,,,,,,,,,,,,,,,,,,,,,321,,,,,,,,,,,,,,,,,,591,,9660,,,,,,147,,,,,,,,,,,,,,13862,11663,575,50,,,,4858,,,,,,,,,,,,,,,,,,,,,,,,,,,,,storage,dev.storage,,,806,23,1,23,1,1,1,1,1,1,1,1,2,15,0.9342,0.0248,0.0074,0.0062,0.0025,2017-10-23T00:39:03,2019-09-03T00:40:53,16,19,19,19,20,git
edgedb,,3.7,asyncio,,,,,server,69,False,Apache License 2.0,69,14667,3244,72,True,Apache-2.0,Apache,0.0,,0.01,,,,,,,,,,,,,,,,,0.89,,0.1,,,,,,,,,,,,26610,135501,9779,96,630,171890,,,,,,,,1004,631,190,4,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,246,215,,,,,,,,,,,,,,152356,116467,9532,359,,,,17691,,,,,,,,,,133,,,,,,,,,,,,,,,,,,,storage,dev.storage,,,4229,13,1,13,1,1,1,1,2,2,2,3,3,3,0.5294,0.3185,0.144,0.0031,0.0019,2008-10-01T00:16:16,2019-09-26T08:42:28,6,7,7,7,8,git
freenas,,3.7,asyncio,,django,,,server,322,False,,19,538746,1335,123,,Other,Other,0.2,,0.01,,,,,,,,,,0.15,,,,,,,0.64,,,,,,,,,,,,,,27922,172810,13262,440,2056,213994,,,,152,,,,2517,1548,347,9,,,,,,,,,,,3461,,,,,,,,,,,,,,,,,,7419,,33068,,,,,795,6561,,,,,,,,,,,,,,137683,108787,6381,737,,,,11735,,,,,,,,,8471,,,,,,,,,,,,,,,,,,,,storage,dev.storage,,,25480,135,1,135,1,1,1,2,3,6,10,17,23,51,0.4428,0.1018,0.0647,0.0446,0.0337,2010-08-10T04:45:13,2019-10-01T18:36:47,33,54,58,70,73,git
kinto,,3.6,concurrent\.futures,,pyramid,docker,,server,358,True,Other,92,26369,3817,110,True,Apache-2.0,Apache,0.29,,,,,,,,,,,,,,,,,,,0.48,,0.23,,,,,,,,,,,,6637,62522,1892,186,574,71051,,,,,,,,,,,,,,,,,,,,,,67,,,,,,,,,,,,,,,,,,140,,,,,,,129,,,,,,,,,,,,,,,33946,26264,1379,173,,,,16103,,,,,,,,,,1379,,,,,,,,,,,,,,,,,,,storage,dev.storage,,,7467,114,1,114,1,1,2,2,2,3,4,7,16,59,0.3955,0.24,0.1049,0.068,0.0497,2014-12-15T09:28:38,2019-10-01T09:39:06,40,53,66,72,75,git
pgcli,2.7,3.1,,,,docker,,desktop,375,True,"BSD 3-Clause ""New"" or ""Revised"" License",110,10053,8179,139,False,BSD-3,BSD,0.04,,,,,,,,,,,,,,,,,,,0.85,,0.11,,,,,,,,,,,,2052,11268,465,59,170,13785,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,11663,9149,465,60,,,,1504,,,,,,,,,,,,,,,,,,,,,,,,,,,,,storage,dev.storage,,,2111,127,1,127,1,1,2,2,3,4,7,21,46,106,0.3922,0.1757,0.1217,0.0611,0.0218,2014-10-12T17:31:54,2019-10-01T19:37:56,60,78,90,97,102,git
s3ql,,3.5,,,,,,desktop,52,True,GNU General Public License v3.0,17,7083,491,23,True,GPL v3,GPL,0.08,,,,,,,,,,,,,,,,,,,0.79,,0.13,,,,,,,,,,,,4351,21331,1465,30,168,27147,,,,,,,,,,,,,,,,,,,,,,340,,,,,,,,,,,,,,,,,,72,,,,,,,,,,,,,,,,,,,,,,21481,15755,1447,74,,,,3523,,,,,,,,,,,,,,,,,,,,,,,,,,,,,storage,dev.storage,,,2885,23,1,23,1,1,1,1,1,1,2,2,3,6,0.7504,0.1775,0.0541,0.0045,0.0024,2008-07-21T20:33:22,2019-09-08T14:52:10,11,15,16,17,17,git
seafile,,3.2,,,django,,,server,284,False,Other,108,320744,393,54,True,Apache-2.0,Apache,0.2,,,,,,,,,,,,0.59,,,,,,,0.21,,,,,,,,,,,,,,59646,381704,45587,853,3058,486937,,,,,,,,,,,,,,,,,,,,,,31410,,,,,,,,,,,,,,,,,,23442,,285915,,,,,,140,,,,,,,,,,,,,,103499,77881,5180,854,,,,,,,,,,,,,346,4716,,,,,,,,,,,,,,,3931,,,,storage,dev.storage,,,10332,75,1,75,1,2,2,3,3,4,6,10,13,27,0.2743,0.1946,0.1451,0.105,0.0526,2011-03-19T05:15:02,2019-09-30T03:10:32,28,37,43,44,44,git
sqlmap,2.7,,gevent,gtk,,,py2exe,desktop,3306,True,Other,44,65974,15209,906,,Other,Other,0.19,,,,,,,,,,,,,,,,,,,0.66,,,,,,,,,,,0.15,,,14905,95304,5203,209,642,115412,,,,,,,,478,353,58,2,,,,,54,21,21,2,,,,,,,,,,,,,,,,,,,,,150,,,,,,,,1576,,,,,,,,,,62,,,,76066,57819,4307,360,,,,,,,,,,,,,337,50,,,,,,,,,,,,225,,,17193,,,,storage,dev.storage,security,dev.security,9061,86,1,86,1,1,1,1,1,1,2,2,2,10,0.7735,0.2075,0.0022,0.0021,0.0013,2008-10-15T15:38:22,2019-10-01T13:37:09,63,75,76,78,79,git
tahoelafs,2.7,,twisted,,,docker,pyinstaller,desktop,212,False,Other,18,70989,913,68,False,AFL,AFL,0.13,,,,,,,,,,,,,,,,,,,0.75,,0.12,,,,,,,,,,,,16739,130130,11208,160,797,158077,,,,,,,,,,,,,,,,,,,,,,4417,,,,121,,,,,,,,,,,,,,,,,,,,,463,,,,,,,,,109,,,,,,119016,91632,10932,356,,,,18261,100,,,,,,,,866,,,,,,,,53,,,,,,,,,,,,storage,dev.storage,,,9607,75,1,75,1,1,2,2,3,4,5,6,10,30,0.3441,0.1802,0.1231,0.1149,0.0775,2006-10-22T03:10:04,2019-09-24T18:18:11,23,33,38,42,43,git
wal_e,2.7,3.2,gevent,,,,,desktop,296,False,"BSD 3-Clause ""New"" or ""Revised"" License",90,1390,2945,75,False,BSD-3,BSD,0.08,,,,,,,,,,,,,,,,,,,0.92,,,,,,,,,,,,,,2567,9144,1009,34,152,12720,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,11644,8092,1000,112,,,,936,,,,,,,,,,,,,,,,,,,,,,,,,,,,,storage,dev.storage,,,738,71,1,71,1,1,1,1,1,1,2,13,35,64,0.7805,0.0312,0.0163,0.0149,0.0122,2011-02-18T00:33:08,2019-03-23T14:49:56,45,58,60,63,64,git
ansible,,3.7,asyncio,qt,,flatpak,,desktop,16910,False,GNU General Public License v3.0,6174,191121,39578,2030,True,GPL v3,GPL,0.06,,,,,,,,,,,,,,,,,,,0.79,,,,,,,,,,,,,0.15,295569,1972592,108560,6537,17480,2376721,,,,,,,,,,,,,,,,,,,,3481,,112,,,,,,111,,,,,89,,,,,,,626,,148,,,,,752,4691,,,,,,,,,,,,,,1870620,1529822,92639,7054,,,,47831,323,,,,,,,,4262,,,,,,,,,,,,,,,,12723,,360943,,ops,dev.ops,,,47961,5168,1,5168,3,4,9,18,36,88,314,1298,2770,4689,0.1065,0.0831,0.0588,0.0546,0.0308,2012-02-23T19:17:24,2019-10-01T22:27:51,2999,3817,4193,4415,4577,git
aws_cli,2.7,3.2,,,,,py2exe,desktop,1894,False,Other,554,19704,8600,573,,Other,Other,0.01,,,,,,,,,,,,,,,,,,,0.51,,0.48,,,,,,,,,,,,12864,155930,10451,406,4429,179245,,,,,,,59,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,230,,,,,,,160,,,,,,,,,,,,,,,92260,69063,10401,556,,,,85919,,,,,,,,,60,,,,,,,,,,,,,,,,,,,,ops,dev.ops,,,7506,262,1,262,1,2,3,4,5,6,9,15,37,187,0.2495,0.1267,0.1194,0.0862,0.0826,2012-11-15T23:44:00,2019-10-01T18:04:22,157,182,203,214,221,git
beaker,,3.4,gevent,,flask,,,server,,,,,,,,True,GPL v2,GPL,0.14,,,,,,,,,,,,0.1,,,,,,,0.49,,,,,,0.27,,,,,,,,26743,172401,40149,685,1644,239293,,,,,,,,,,,,,,,,,,,,,,499,,,,,,,,,,,,,,,,,,2789,,24731,,1924,,,422,127,,,,,,,,,,,,,,117001,94412,7758,489,,,,18253,724,,,,,,,,902,63598,,,,,,,,,,,,,,,2111,,,,ops,dev.ops,,,7922,65,1,65,1,1,2,2,2,3,4,7,12,29,0.3827,0.2568,0.1433,0.0465,0.028,2006-08-12T03:03:05,2019-09-30T06:44:10,17,26,29,33,34,git
cobbler,,3.6,tornado,,django,docker,,server,520,True,GNU General Public License v2.0,231,21652,1835,145,True,GPL v2,GPL,0.23,,,,,,,,,,,,,,,,,,,0.77,,,,,,,,,,,,,,5722,29274,2915,77,414,37911,,,,,,,,,,,,,,,,,,,,,,861,,87,,,180,,,,,,,,,,,,,,,400,,,,,363,86,,,,,,,,,,,,,,29359,21699,2378,132,,,,2840,469,,,,,,,,1026,,,,,,,,,,,,,,,,427,,,,ops,dev.ops,,,7404,273,1,273,1,1,2,2,3,6,13,33,71,199,0.3745,0.1772,0.1021,0.0222,0.0213,2006-04-04T15:24:09,2019-09-26T07:28:56,113,153,182,195,202,git
dcos,,3.5,concurrent\.futures,,flask,docker,,server,471,True,Apache License 2.0,24,11411,2197,107,True,Apache-2.0,Apache,0.31,,,,,,,,,,,,,,,0.1,,,,0.59,,,,,,,,,,,,,,9059,54284,5010,436,1041,68353,,,,117,,247,,69,49,9,1,,,,,,,,,,,,,304,,,,,,,,,,,,,,,,3200,,,,,,6558,,3867,,,,,,,,,,,,,,40249,29775,3115,189,,,,,,,,,,,,,1319,,,,,,,,,,,,,,,,,,5165,,ops,dev.ops,,,6366,174,1,174,2,3,5,8,12,19,30,51,71,121,0.1352,0.1016,0.0631,0.0525,0.0504,2016-04-19T07:04:07,2019-10-02T04:34:00,43,61,71,75,85,git
fail2ban,2.7,,,,,,,server,777,True,GNU General Public License v2.0,148,10677,4320,231,True,GPL v2,GPL,0.07,,,,,,,,,,,,,,,,,,,0.93,,,,,,,,,,,,,,3778,23702,5229,130,599,32709,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,177,155,,,,,,,,,,558,,,,30549,21993,4934,86,,,,336,,,,,,,,,433,,,,,,,,,,,,,,,,371,,,,ops,dev.ops,,,5087,201,1,201,1,2,2,3,3,4,5,12,49,151,0.2882,0.1921,0.1679,0.1128,0.0865,2004-10-07T20:21:14,2019-09-11T17:41:30,86,126,143,156,166,git
ganeti,2.7,,,,,,,server,72,True,"BSD 2-Clause ""Simplified"" License",306,24318,203,37,False,BSD-2,BSD,0.07,,,,,,,,,0.22,,,,,,,,,,0.57,,0.14,,,,,,,,,,,,46293,231947,30508,127,1058,308748,,,,2976,3069,1098,,,,,,116,,,,,,,,,,,,,,,,,,,,,,,,,,68320,,,,,,,,,,179,,,,,,,,,,,,,,174928,125161,14780,305,,,,42388,,,,,,,,,360,,,,,,,,,,,,,,,,,,,,ops,dev.ops,,,15964,114,1,114,1,2,2,3,4,6,10,17,26,46,0.2408,0.1725,0.1235,0.0864,0.0416,2007-07-16T12:29:02,2019-08-02T10:55:08,29,47,55,59,61,git
gunicorn,,3.3,tornado,,django,,,server,1173,True,Other,268,3983,6166,235,,Other,Other,0.09,,,,,,,,,,,,,,,,,,,0.72,,0.19,,,,,,,,,,,,2866,16609,1321,84,366,20796,,,,,,,190,,,,,,,,,,,,,,,402,,,,,,,,,,,,,,,,,,449,,,,,,,175,177,,,,,,,,,,,,,,14924,10931,1287,147,,,,4050,,,,,,,,,,,,,,,,,,,,,,,,,131,,,,ops,dev.ops,,,2682,320,1,320,1,1,1,1,2,4,10,80,186,294,0.519,0.1018,0.0731,0.069,0.0086,2009-11-30T18:24:21,2019-09-27T21:15:59,213,268,280,296,300,git
healthchecks,2.6,3.0,,,django,,,server,291,True,"BSD 3-Clause ""New"" or ""Revised"" License",45,6978,2150,74,False,BSD-3,BSD,0.05,,,,,,0.18,,,,0.22,,,,0.19,,,,,0.36,,,,,,,,,,,,,,6236,35388,2242,72,712,43866,,,,,,,,,,,,,,,,,,,,,,7749,,,,,,,,,,,,,,,,,,9456,,1080,,8308,,,,547,,,,,,,,,,,,,,15605,11489,542,255,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,ops,dev.ops,,,1064,34,1,34,1,1,1,1,1,1,1,2,6,24,0.8985,0.0179,0.0141,0.0103,0.0075,2015-06-11T19:12:09,2019-10-01T14:17:36,18,22,25,28,28,git
iris,2.7,,gevent,,,docker,,server,79,False,"BSD 2-Clause ""Simplified"" License",25,5327,477,30,False,BSD-2,BSD,0.17,,,,,,0.22,,,,,,0.2,,,,,,,0.41,,,,,,,,,,,,,,4741,36387,1950,118,323,43078,,,,,,,272,,,,,,,,,,,,,,,9652,,,,,,,,,,,,,,,,,533,2196,,8828,,,,,271,301,,,,,,,,,,,,,,17843,13723,969,85,,,,1130,,,,,,,,,,1061,,,,,,,,,,,,,,,,,570,,ops,dev.ops,,,593,26,1,26,1,1,2,2,3,3,4,6,8,21,0.3912,0.1703,0.1535,0.1282,0.0506,2017-01-23T17:03:44,2019-05-09T19:26:29,12,17,17,18,18,git
nagstamon,,3.5,,qt,,,pyinstaller,desktop,106,False,GNU General Public License v2.0,93,34939,225,34,,Other,Other,0.05,,,,,,,,,,,,,,,,,,,0.95,,,,,,,,,,,,,,5077,27487,4470,33,178,37034,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,35056,25544,4457,97,,,,,82,,,,,,,,,,,,,,,,,,,,,,,,,,,,ops,dev.ops,,,1919,60,1,60,1,1,1,1,1,1,1,4,12,41,0.8416,0.0292,0.0214,0.0141,0.0073,2012-12-11T10:23:02,2019-09-23T21:59:16,27,35,41,45,46,git
ncolony,2.7,3.2,twisted,,zope,,,server,3,True,MIT License,30,213,20,3,False,MIT,MIT,0.02,,,,,,,,,,,,,,,,,,,0.87,,0.11,,,,,,,,,,,,660,3196,107,24,79,3963,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3467,2705,105,35,,,,450,,,,,,,,,,,,,,,,,,,,,,,,,,,,,ops,dev.ops,,,163,2,1,2,1,1,1,1,1,1,1,1,2,2,0.9141,0.0859,,,,2013-07-13T15:37:00,2018-06-24T00:29:33,0,0,0,0,0,git
netbox,,3.5,,,django,,,server,1087,True,Apache License 2.0,193,10245,5682,401,,Other,Other,0.32,,,,,,,,,,,,0.31,,,,,,,0.37,,,,,,,,,,,,,,18372,120789,6200,160,906,145361,,,,,,,,,,,,,,,,,,,,,,13410,,,,,,,,,,,,,,,,,,12622,,45303,,1836,,,,6316,,,,,,,,,,,,,,53599,41737,2432,400,,,,,,,,,1836,,,,105,,,,,,,,,,,,,,,,,,58,,ops,dev.ops,,,3496,117,1,117,1,1,1,1,1,1,1,2,9,83,0.8721,0.0315,0.0177,0.0083,0.0066,2016-03-01T16:23:03,2019-10-01T18:25:20,76,95,96,104,106,git
oncall,2.7,,gevent,,,docker,,server,105,False,"BSD 2-Clause ""Simplified"" License",37,5689,497,39,False,BSD-2,BSD,0.21,,,,,,,,,,,,0.4,,,,,,,0.39,,,,,,,,,,,,,,4148,27748,1586,53,229,33482,,,,,,,,,,,,,,,,,,,,,,3001,,,,,,,,,,,,,,,,,,1986,,13555,,,,,59,96,,,,,,,,,,,,,,13062,10194,643,121,,,,570,,,,,,,,,,636,,,,,,,,,,,,,,,,,432,,ops,dev.ops,,,231,23,1,23,1,1,1,2,3,4,5,8,13,21,0.4026,0.1212,0.1126,0.0996,0.0736,2017-05-02T22:57:25,2019-06-19T01:00:03,9,14,15,16,17,git
openstack,2.6,3.0,,,,,,server,1389,False,Apache License 2.0,0,102302,3243,597,,Other,Other,0.2,,,,,,,,,,,,,,,,,,,0.8,,,,,,,,,,,,,,12,59,14,954,214,85,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68,42,14,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,ops,dev.ops,,,62898,2648,1,2648,1,1,2,3,13,45,129,384,786,2020,0.3471,0.1454,0.0157,0.0143,0.0121,2013-10-07T21:57:51,2019-10-02T04:08:00,1121,1496,1700,1853,1946,git
opsmop,,3.6,,,,,,desktop,64,False,Other,24,581,743,41,True,Apache-2.0,Apache,0.04,,,,,,,,,,,,,,,,,,,0.76,,0.2,,,,,,,,,,,,1306,6383,1521,36,150,9210,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,69,289,,,,,,,,,,,,,,6993,4194,1514,94,,,,1831,,,,,,,,,,,,,,,,,,,,,,,,,,,,,ops,dev.ops,,,268,18,1,18,1,1,1,1,1,1,1,2,5,16,0.8993,0.0299,0.0075,0.0075,0.0075,2018-11-12T23:21:09,2019-01-24T17:39:45,13,16,16,16,16,git
pulp,2.7,,twisted,,django,docker,,server,170,False,Other,14,98185,480,41,True,GPL v2,GPL,0.03,,,,,,,,,,,,,,,,,,,0.84,,0.13,,,,,,,,,,,,27475,141845,8507,399,1431,177827,,,,,,58,,289,218,38,3,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,190,120,,,,,,,,,147,,,,,149666,114896,7879,879,,,,22619,,,,,,,,,2298,,,,,,,,,,,,,,,,,,304,,ops,dev.ops,,,19917,100,1,100,2,2,3,5,6,9,12,16,20,30,0.1629,0.1488,0.1085,0.0775,0.056,2007-10-11T20:00:38,2019-09-26T15:34:07,32,39,51,57,62,git
ralph,,3.6,,,django,,,server,330,False,Apache License 2.0,40,72066,1176,113,True,Apache-2.0,Apache,0.15,,,,,,,,,,,,,,,,,,,0.85,,,,,,,,,,,,,,10338,68282,1635,316,1190,80255,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4051,,1321,,,,,118,2500,,,,,,,,,,,,,,67957,56743,1496,771,,,,,,,,,2849,,,,522,,,,,,,,,,,,,,,,,,148,,ops,dev.ops,,,2165,47,1,47,1,2,2,3,3,4,5,8,11,28,0.2887,0.2042,0.2028,0.0716,0.0711,2015-05-12T11:32:59,2019-10-01T11:52:15,17,22,27,32,32,git
salt_stack,,3.5,tornado,,django,docker,,server,4651,True,Apache License 2.0,2997,436795,10302,601,True,Apache-2.0,Apache,0.03,,,,,,,,,,,,,,,,,,,0.82,,0.15,,,,,,,,,,,,186784,1036099,47541,592,5689,1270424,,,,641,,475,1195,16,13,0,1,,,,,,,,,,,8267,,,,,,565,,,,,,,,,,,,1052,,341,,,,,256,1561,,,,,,,,,,,,,,1038149,811329,43765,2761,,,,193402,2059,,,,,,,,10430,126,,,,,,286,,,,,,,,,841,,711,279,ops,dev.ops,,,107016,2818,1,2818,2,3,4,7,12,19,55,256,665,1855,0.1524,0.0935,0.0876,0.0723,0.0509,2011-02-20T20:18:32,2019-10-01T09:41:02,857,1363,1629,1836,1967,git
shinken,2.7,,tornado,,bottle,,,server,355,False,GNU Affero General Public License v3.0,221,50607,1081,103,True,AGPL,AGPL,0.08,,,,,,,,,,,,,,,,,,,0.69,,0.23,,,,,,,,,,,,12724,73981,17764,323,1635,104469,,,,152,,92,277,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,480,,,,,,,153,,,,,,,,,,,,,,,71954,44296,16135,327,,,,24044,,,,,,,,,3766,,,,,,,,,,,,,,,,384,,,,ops,dev.ops,,,32070,178,1,178,1,1,1,1,1,1,1,5,9,35,0.8477,0.0173,0.0166,0.0155,0.014,2009-07-01T17:11:27,2019-07-16T10:43:36,81,103,117,125,130,git
spinnaker,2.7,,,,flask,docker,,server,937,True,Apache License 2.0,461,5228,6528,370,True,Apache-2.0,Apache,0.18,,,,,,,,,,,,,,,,,,,0.7,,,,,0.12,,,,,,,,,6850,38373,3800,191,503,49023,,,,,,274,90,,,,,,,,,,,,,,,,,97,,,,,,,,,403,,,,,,,,,,,,,,,1394,,,,,,,,,,,,,,34534,26684,2424,153,,,,,,,,,,,,,5800,,,,,,,,,,,,,,,,,,3023,,ops,dev.ops,,,2041,110,1,110,1,1,2,3,4,5,7,15,33,90,0.3341,0.144,0.1063,0.098,0.0735,2014-09-07T09:01:23,2019-10-01T18:21:09,55,74,81,85,86,git
stackstorm,,3.3,gevent,,flask,,py2exe,server,457,True,Apache License 2.0,404,30232,3464,158,True,Apache-2.0,Apache,0.15,,,,,,,,,,,,,,,,,,,0.85,,,,,,,,,,,,,,25470,110828,17337,611,2736,153635,,,,100,,374,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1870,240,,,,,,,,,,,,,,130754,89563,16683,985,,,,3586,,,,,,,,,1382,,,,,,,,,,,,,,,,,,13423,,ops,dev.ops,,,17944,109,1,109,1,1,1,2,3,4,6,11,16,41,0.4851,0.1067,0.1029,0.0716,0.027,2014-04-23T00:51:34,2019-10-01T16:00:07,30,42,48,58,62,git
supervisor,2.7,,,,,,,server,984,False,Other,131,5245,5688,235,,Other,Other,0.05,,,,,,,,,,,,,,,,,,,0.81,,0.14,,,,,,,,,,,,5263,38172,1526,62,205,44961,,,,,,,,,,,,,,,,,,,,,,221,,,,,,,,,,,,,,,,,,1032,,,,,,,70,,,,,,,,,,,,,,,36595,30049,1487,68,,,,6503,,,,,,,,,,,,,,,,,,,,,,,,,,,,,ops,dev.ops,,,2182,136,1,136,1,1,1,2,2,2,2,11,44,115,0.4785,0.3456,0.0192,0.0105,0.0092,2006-06-26T06:36:05,2019-09-16T17:25:11,75,106,117,122,124,git
byob_build_your_own_botnet,2.7,,,,,,,desktop,728,False,GNU General Public License v3.0,20,1503,3610,204,True,GPL v3,GPL,0.04,,,,,,,,,,,,,,,,,,,0.96,,,,,,,,,,,,,,1367,7451,270,20,65,9088,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,158,,,,,,,,,,,,,,8688,7072,262,29,,,,,,,,,,,,,227,,,,,,,,,,,,,,,,,,,,security,dev.security,,,413,19,1,19,1,1,1,1,1,2,3,5,8,15,0.6005,0.1308,0.0872,0.063,0.0242,2018-06-01T21:50:07,2019-08-22T15:13:30,6,9,9,11,13,git
cape,2.7,,gevent,,django,,py2app,server,103,True,,13,46280,411,58,,Other,Other,0.61,,,,,,,,,,,,,,,,,,,0.39,,,,,,,,,,,,,,14436,293403,10460,144,1286,318299,,,,,,,,23,15,2,1,,,,,,,,,,,775,,,,,,,,,,,,,,,,,,10238,,1118,,,,,133,385,,,,,,,,,,,,,,125316,101361,10045,776,,,,5428,,,,,,,,,,,,,,,,,,,,,,,,,,,349,,security,dev.security,,,1529,16,1,16,1,1,1,1,2,2,2,3,5,8,0.5919,0.2211,0.0889,0.0314,0.0262,2016-09-16T11:47:49,2019-09-29T21:04:33,4,7,8,8,8,git
cowrie,,3.6,twisted,,zope,,,server,522,False,Other,52,8505,2590,138,False,BSD-3,BSD,0.13,,,,,,,,,,,,,,,,,,,0.87,,,,,,,,,,,,,,4055,19727,1893,77,386,25675,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58,117,,,,,,,,,,,,,,22235,16402,1851,161,,,,1646,,,,,,,,,,286,,,,,,,,,,,,,,,231,,,,security,dev.security,,,2260,100,1,100,1,1,1,1,1,1,2,9,23,78,0.7106,0.1088,0.023,0.0164,0.0137,2009-11-10T18:57:59,2019-09-20T20:01:28,57,67,73,77,79,git
grr_rapid_response,,3.6,,,,docker,pyinstaller,server,593,False,Apache License 2.0,137,154446,3265,334,True,Apache-2.0,Apache,0.19,,,,,,,,,,,,0.15,,,,,,,0.66,,,,,,,,,,,,,,55759,242326,23550,199,1908,321635,,,,784,,,,821,251,43,1,,,,,1448,954,201,5,,,,,74,,,,,,,,,,,,,,,308,5419,,49233,,,,,,343,,,,,,,,,,,,,11390,212162,157908,10460,872,,,,,,,,,2115,,,,973,521,,,,,,,,,,,,239,,,289,,3615,,security,dev.security,,,1240,35,1,35,2,2,3,3,4,4,5,7,10,23,0.1935,0.1831,0.1782,0.1702,0.1065,2011-08-21T08:24:37,2019-09-25T18:50:22,16,18,21,22,23,git
hubble,,3.3,,,,docker,pyinstaller,desktop,54,True,Apache License 2.0,29,3272,249,22,True,Apache-2.0,Apache,0.05,,,,,,,0.11,,,,,,,,,,,,0.84,,,,,,,,,,,,,,4657,27564,2117,64,256,34338,,,,,,,,,,,,,,,,,,,,,,95,,3721,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,28678,23081,1371,122,,,,520,,,,,,,,,508,,,,,,,,,,,,,,,,,,63,,security,dev.security,,,2177,41,1,41,1,1,1,1,2,3,6,9,13,27,0.526,0.1318,0.0487,0.0487,0.0436,2016-10-09T09:50:43,2019-09-30T19:34:18,9,13,16,20,22,git
infection_monkey,,3.3,tornado,,flask,docker,pyinstaller,server,366,True,GNU General Public License v3.0,37,8235,2931,163,True,GPL v3,GPL,0.48,,,,,,,,,,,,0.14,,,,,,,0.38,,,,,,,,,,,,,,4269,46263,771,103,512,51303,,,,,,,61,163,123,8,1,,,,,,,,,,,604,,,,,,,,,,,,,,,,,710,,,7165,,,,,,1312,,,,,,,,,,,,,,19717,16034,530,272,,,,,214,,,,209,,,,252,,,,,,,,,,,,,,,,,,,,security,dev.security,,,2336,26,1,26,1,2,2,3,3,4,5,8,9,16,0.2547,0.2042,0.1738,0.137,0.0569,2015-08-30T07:22:51,2019-09-29T06:37:58,6,7,9,10,10,git
king_phisher,,3.5,,,,docker,cx_Freeze,server,286,True,"BSD 3-Clause ""New"" or ""Revised"" License",1,7050,962,91,False,BSD-3,BSD,0.14,,,,,,,,,,,,,,,,,,,0.72,,0.14,,,,,,,,,,,,4073,40139,5466,80,388,49678,,,,,,,50,,,,,,,,,,,,,,,1039,,,,,,,,,,,,225,,,,,,361,,,,,,,,328,,,,,,,,,,,,,,35656,26813,5090,163,,,,7033,,222,,,545,,,,809,,,,,,,,,,,,,,,,,,166,,security,dev.security,,,2685,20,1,20,1,1,1,1,1,1,2,2,2,5,0.7747,0.1989,0.0097,0.0056,0.0022,2013-11-08T13:31:51,2019-09-24T17:10:43,11,13,13,14,15,git
linotp,2.7,,,,pylons,docker,,server,82,False,Other,79,15719,359,44,,Other,Other,0.05,,,,,,,,,,,,0.23,,,,,,,0.72,,,,,,,,,,,,,,42718,144626,26557,151,801,213901,,,,,,68,,,,,,,,,,,,,,,,5023,,269,,,,,,,,,,,,,,,,,,49506,,,,,988,204,,,,,,,,,,788,,,,154864,100042,20189,443,,,,68,,,,,,,,,559,,,,,,,,,,,,,,,,393,,272,,security,dev.security,,,3325,28,1,28,1,1,1,2,3,5,6,9,12,20,0.4009,0.117,0.1005,0.0716,0.0626,2014-05-20T16:03:31,2019-08-28T09:54:08,1,3,3,4,5,git
maltrail,2.7,,,,,docker,,server,604,True,MIT License,66,26290,3140,220,False,MIT,MIT,0.96,,,,,,,,,,,,,,,,,,,0.04,,,,,,,,,,,,,,1715,185724,218,33,1251,187657,,,,,,,,,,,,,,,,,,,,,,594,,,,,,,,,,,,,,,,,,103,,10065,,,,,,540,,,,,,,,,,,,,,6826,5370,156,93,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,security,dev.security,,,13802,26,1,26,1,1,1,1,2,2,2,2,2,2,0.5919,0.4039,0.0008,0.0006,0.0003,2014-12-04T21:37:44,2019-10-01T13:25:20,14,16,18,22,22,git
mitmproxy,,3.7,asyncio,,,docker,pyinstaller,desktop,2123,False,MIT License,286,45158,16403,549,False,MIT,MIT,0.23,,,,,,0.12,,,,,,,,,,,,,0.65,,,,,,,,,,,,,,11850,73044,1951,228,1116,86845,,,,,,,,87,68,7,1,,,,,,,,,,,10129,,,,,,,,,,,,,,,,,,483,,8206,3240,811,,,,2806,,,,,,,,,,,,,93,56746,45579,1451,497,,,,199,,,,,2006,,,,119,,,,,,,,,,,,,,,,210,,,,security,dev.security,,,8087,300,1,300,1,1,2,2,2,3,4,12,50,220,0.3629,0.3095,0.1112,0.0328,0.0297,2010-02-16T04:09:07,2019-09-30T17:19:52,165,210,229,245,253,git
mozdef,,3.6,,,bottle,docker,,server,299,False,Mozilla Public License 2.0,81,64232,1877,149,True,MPL,MPL,0.82,,,,,,,,,,,,,,,,,,,0.18,,,,,,,,,,,,,,7024,180952,4792,309,1123,192768,,,,,,,242,,,,,,,,,,,,,,,3752,,441,,,,,,,,,,,,,,,,3718,,7939,,,,,530,356,,,,,,,,,,,,,,34938,26997,2997,317,,,,3249,,,,,,,,,217,,,,,,,,,,,,,,,,,,4320,,security,dev.security,,,5557,43,1,43,1,1,2,2,3,5,7,9,11,20,0.3523,0.1951,0.0923,0.0578,0.0473,2014-02-18T07:50:02,2019-10-01T18:24:05,15,19,20,20,20,git
opensnitch,,3.0,,,,,,desktop,206,False,GNU General Public License v3.0,81,13496,4096,190,True,GPL v3,GPL,0.07,,0.01,,,,,,0.46,,,,,,,,,,,0.46,,,,,,,,,,,,,,726,5388,159,35,93,6273,,,,,,,,67,1,0,1,,,,,,,,,,,,,,,,,,,,,,2910,,,,,,,,,,,,,,94,186,,,,,,,,,,,,,69,2894,2602,60,14,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,security,dev.security,,,378,31,1,31,1,1,1,1,1,1,2,6,14,28,0.7302,0.1111,0.0212,0.0159,0.0159,2017-04-16T14:03:08,2019-06-12T15:53:13,16,23,25,26,26,git
passit,,3.6,,,django,docker,,server,,,,,,,,True,AGPL,AGPL,0.08,,,,,,,,,,,,,,,,,,,0.92,,,,,,,,,,,,,,1031,5386,246,41,147,6663,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,95,,,,,,,,103,,,,,,,,,,,,,,6154,4906,244,99,,,,,,,,,,,,,80,,,,,,,,,,,,,,,,,,,,security,dev.security,,,304,7,1,7,1,1,1,1,1,1,1,2,3,5,0.8553,0.0625,0.0329,0.0263,0.0164,2015-11-16T20:10:29,2019-08-17T15:19:20,2,2,2,2,3,git
pupy,2.7,,tornado,,,,py2exe,server,1330,True,Other,94,29537,4960,440,,Other,Other,0.07,,0.11,,,0.01,,,,,,,,,,,,,,0.81,,,,,,,,,,,,,,17882,73930,4933,144,650,96745,,,,,,,,10761,5998,1100,31,,,,,890,620,139,1,786,,,,,,,,,,,,,1593,,,,,,,77,,65,,,,,330,313,,,,,,,,,,,,,,78025,60240,2865,443,,,,,,,,,,,,,3069,,,,,,,,,,,,,,,,,,,,security,dev.security,,,2993,35,1,35,1,1,1,1,2,2,2,3,4,12,0.5877,0.2325,0.1042,0.0448,0.0077,2015-09-21T17:30:54,2019-08-22T13:49:47,19,22,24,25,27,git
pyew,2.5,,,gtk,,,,desktop,84,True,GNU General Public License v2.0,4,2682,276,32,True,GPL v2,GPL,0.18,,,,,,,,,,,,,,,,,,,0.82,,,,,,,,,,,,,,18487,123660,3438,54,203,145585,,,,,,,,299,216,15,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,118668,96831,3422,149,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,security,dev.security,,,109,3,1,3,1,1,1,1,1,1,1,1,1,2,0.9633,0.0275,0.0092,,,2009-11-25T20:13:10,2019-09-06T10:00:47,1,1,2,2,2,git
spiderfoot,2.7,,,,,docker,py2exe,server,603,True,Other,85,9597,2307,212,False,MIT,MIT,0.2,,,,,,,,,,,,0.2,,,,,,,0.6,,,,,,,,,,,,,,8302,44855,8796,38,273,61953,,,,,,,,,,,,,,,,,,,,,,1175,,,,,,,,,,,,,,,,,,,,12688,,,,,,,,,,,,,,,,,,,,37250,25139,5498,181,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,security,dev.security,,,1354,23,1,23,1,1,1,1,1,1,1,2,4,11,0.8146,0.113,0.0148,0.014,0.0111,2012-04-28T16:20:50,2019-09-30T05:53:06,11,14,16,16,16,git
sshuttle,,3.3,,,,,,desktop,272,True,Other,46,1188,3805,115,True,LGPL v2,LGPL,0.06,,,,,,,,,,,,,,,,,,,0.81,,0.13,,,,,,,,,,,,1049,6719,392,48,120,8160,,,,,,,242,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,177,,,,,,,,,,,,,,,6622,5251,382,33,,,,1049,,,,,,,,,,,,,,,,,,,,,,,,,,,,,security,dev.security,,,585,83,1,83,1,1,2,2,2,3,6,25,54,78,0.3556,0.2838,0.1111,0.0256,0.0205,2010-05-01T20:15:37,2019-09-22T00:37:49,60,69,74,75,76,git
universal_radio_hacker_urh,,3.5,,qt,,docker,pyinstaller,desktop,409,True,GNU General Public License v3.0,12,48510,4267,273,True,GPL v3,GPL,0.03,,,,,,,,,,,,,,,,,,,0.97,,,,,,,,,,,,,,10834,125505,1167,89,624,137506,,,,,,,,442,334,53,4,,,,,,,,,,,,,184,,,,,,,,,,,,,,,,,,,,,,,,533,,,,,,,,,,,,,,133354,121594,1084,386,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1072,,307,,security,dev.security,,,2741,12,1,12,1,1,1,1,1,1,1,1,2,2,0.9358,0.0591,0.0011,0.0007,0.0007,2016-04-01T19:43:07,2019-10-01T15:30:40,7,9,10,10,10,git
xsstrike,,3.2,concurrent\.futures,,,,,desktop,911,True,GNU General Public License v3.0,22,1160,7080,229,True,GPL v3,GPL,0.5,,,,,,,,,,,,,,,,,,,0.5,,,,,,,,,,,,,,246,3909,40,21,66,4195,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,203,,,,,,,,,,,,,,2108,1822,40,28,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,security,dev.security,,,440,21,1,21,1,1,1,1,1,1,1,1,5,17,0.9114,0.0273,0.0068,0.0045,0.0045,2017-06-26T07:24:45,2019-07-10T12:17:34,12,18,19,19,19,git
asciidoc,2.0,,,,,,,desktop,120,False,Other,48,29202,426,45,True,GPL v2,GPL,0.63,,,,,,,,,,,,0.14,,,,,,,0.23,,,,,,,,,,,,,,1658,34515,1574,41,252,37747,,,,163,,,,,,,,,,,,,,,,,,2623,,,,,,,,,,,,,,,,,,,,5272,,,,,,,,,,,,,,,,,,,,8824,7743,608,10,,,,,,,,,,,,,552,,,,,,,,,,,,183,,,,87,512,,,docs,dev.docs,,,1340,29,1,29,1,1,1,1,1,1,1,1,3,16,0.903,0.0373,0.0119,0.0067,0.0045,2007-10-23T01:23:41,2018-03-29T08:42:14,15,17,20,21,22,git
kuma,2.7,,,,django,docker,,server,679,False,Mozilla Public License 2.0,85,211233,1525,133,True,MPL,MPL,0.37,,,,,,,,,,,,0.44,,,,,,,0.19,,,,,,,,,,,,,,32421,266583,23545,616,2852,322549,,,,,,,242,,,,,,,,,,,,,,,10170,,219,,,,,,,,,,,406,,,,,28177,,141388,3257,750,,,351,4173,,,,,,,,,,,675,,,61744,48369,3643,462,,,,4845,,,,,13877,,,,744,190,,,,,,,,,,,,,,,125,,254,,docs,dev.docs,,,16129,325,1,325,2,3,4,5,7,10,17,42,69,185,0.1301,0.1158,0.1115,0.0781,0.0733,2010-02-03T23:01:15,2019-09-30T15:46:24,120,168,194,204,213,git
mkdocs,2.7,,tornado,,,,,desktop,1248,True,"BSD 2-Clause ""Simplified"" License",99,28971,8379,214,False,BSD-2,BSD,0.33,,,,,,,,,,,,,,,,0.22,,,0.45,,,,,,,,,,,,,,1991,19532,484,115,307,22007,,,,,,,,,,,,,,,,,,,,,,485,,,,,,,,,,,,,,,,,,674,,238,,,,,,4765,,,,,,,,,,,,,,9949,7785,351,49,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,169,,docs,dev.docs,,,1397,148,1,148,1,1,1,2,2,3,8,33,79,135,0.4868,0.1603,0.1045,0.0143,0.0107,2014-01-10T23:00:46,2019-09-23T21:09:20,94,112,120,127,130,git
readthedocs_org,,3.6,,,django,docker,,server,2936,False,MIT License,298,64154,5422,220,False,MIT,MIT,0.15,,,,,,,,,,,,0.13,,,,,,,0.6,,0.12,,,,,,,,,,,,13495,86092,4529,395,2174,104116,,,,,,,170,,,,,,,,,,,,,,,2048,,,,,,,,,,,,,,,,,,6227,,13779,,153,,,319,,,,,,,,,,,,,,,62391,50089,2379,431,,,,12985,,,,,,,,,,,,,,,,,,,,,,,,,,,176,,docs,dev.docs,,,13158,379,1,379,1,1,1,2,3,4,7,16,51,248,0.4792,0.0986,0.0724,0.0634,0.0407,2010-08-14T05:01:14,2019-10-01T17:46:42,193,252,276,296,311,git
sphinx,,3.5,,qt,,,,desktop,1116,True,Other,725,39616,2837,129,False,MIT,MIT,0.05,,,,,,,,,,,,0.33,,,,,,,0.49,,0.13,,,,,,,,,,,,19849,144992,9159,380,1350,174000,,,,,,,,,,,,,,,,,,,,,,1361,,,,,,,,,,,,,,,,,,1387,,56591,,,,,232,,,,,,,,,,,,,,,84609,64799,5710,453,,,,22001,,,,,,,,,,,,,,,,3403,,,,208,,,,,,,,,docs,dev.docs,,,14647,480,1,480,1,1,2,2,3,3,5,17,81,334,0.3525,0.2388,0.1418,0.0601,0.0156,2007-07-23T08:56:48,2019-09-05T07:03:52,210,318,356,380,400,git
black,,3.7,asyncio,,,,pyinstaller,desktop,662,True,MIT License,230,3447,12698,153,False,MIT,MIT,0.02,,,,,,,,,,,,,,,,,,,0.98,,,,,,,,,,,,,,1972,97328,795,101,265,100095,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1565,,,,,,,,,,,,,,97593,94906,760,67,,,,346,,,,,,,,,,,,,,,,,94,,,,139,,,,,,,,editor,dev.editor,,,576,110,1,110,1,1,1,1,2,4,14,53,82,105,0.5295,0.1111,0.0538,0.026,0.0122,2018-03-14T19:55:32,2019-10-01T22:30:51,81,94,99,101,102,git
eric_ide,,3.5,gevent,qt,,,cx_Freeze,desktop,,,,,,,,,Other,Other,0.0,,,,,,,,,,0.18,,,,,,,,,0.29,,,,,,,,,0.53,,,,,77401,1765581,19593,729,16499,1862575,,,,115,,,,,,,,,,,,,,,,,,313,,,,,,,,,,,,,,,,,,326264,,643,,,,,,,,,,,,,,,,,,,,540020,448083,19415,1699,,,,3379,,,,,,,,,,,,,,,,,,987568,,2722,,,,,463,,,,editor,dev.editor,,,,,,,,,,,,,,,,,,,,,,,,,,,,,hg
gedit,2.6,,,,,flatpak,,desktop,,,,,,,,True,GPL v2,GPL,0.73,,0.23,,,,,,,,,,,,,,,,,0.04,,,,,,,,,,,,,,15715,257478,8036,136,683,281229,,,,1228,,178,,64271,42510,4991,84,,,,,,,,,,,264,,,,,,,,,,,,,,,,,,,,,,,,,,418,1670,,,,,1558,,,,78,,,,11928,8050,1014,39,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6078,,164,,editor,dev.editor,,,11767,715,1,715,3,4,8,16,35,63,115,215,325,598,0.1152,0.0825,0.0603,0.0518,0.048,1998-04-15T21:04:51,2019-09-28T19:12:14,241,342,394,431,452,git
jupyter_notebook,,3.5,tornado,,,,,desktop,2642,False,Other,1624,23602,6313,310,,Other,Other,0.2,,,,,,,,,,,,0.45,,,,,,,0.35,,,,,,,,,,,,,,7313,46559,6688,151,556,60560,,,,,,,263,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1199,,26983,,3329,,,203,472,,,,,,,,,,,,,,21295,15938,1482,155,,,,4093,,,,,,,,,,,,,,,,,,,,,,,,,,,907,,editor,dev.editor,,,11563,460,1,460,1,2,3,4,4,6,11,35,97,345,0.2553,0.1244,0.1162,0.1158,0.085,2005-07-06T17:52:32,2019-09-24T08:46:52,230,308,342,358,376,git
komodo_edit,2.7,,twisted,wx,,docker,py2exe,desktop,242,True,Other,1126,501647,1167,85,True,MPL,MPL,0.23,,0.2,,,0.01,,,,,0.14,,0.15,,,,,,,0.27,,,,,,,,,,,,,,82150,764661,131383,984,7121,978194,,,,573,,,576,199861,129711,43762,25,,,,,7639,5529,1158,27,,,4392,,,,,,,,,79,,,,,,,,,138673,,144805,,12349,,,242,430,,230,,,,,628,,,21126,4913,253,,268598,199710,38080,688,,,112,58,,15868,496,,,,,,380,150,,,,,4256,,,,,,,,,,51841,3564,3375,,editor,dev.editor,,,14621,30,1,30,1,1,2,2,3,3,4,5,7,11,0.3738,0.2015,0.1653,0.0999,0.0617,2007-09-24T17:33:23,2019-07-26T23:11:44,12,14,15,16,17,git
leo_editor,,3.5,concurrent\.futures,qt,,,pyinstaller,desktop,101,True,Other,131,189368,530,45,False,MIT,MIT,0.35,,,,,,,,,,,,,,,,,,,0.65,,,,,,,,,,,,,,33742,420288,47770,508,4704,501800,,,,,,,449,16,6,10,2,,,,,,,,,,,4995,,,,,,,,,,,,,,,,,,4820,,17515,,,,,278,3993,,,,,,,,,,,75,,,326380,252694,43905,605,73,,,2608,,,,,,,,,57,,,,,,,,,,,,,,,,1366,147,,,editor,dev.editor,,,20270,52,1,52,1,1,1,1,1,1,1,2,5,12,0.8448,0.0593,0.0298,0.014,0.0115,2008-02-28T08:12:24,2019-09-01T07:20:09,15,21,25,29,29,git
mu,,3.6,gevent,qt,,,pynsist,desktop,259,True,GNU General Public License v3.0,176,16587,731,59,True,GPL v3,GPL,0.32,,,,,,,,,,,,,,,,,,,0.68,,,,,,,,,,,,,,3471,38373,1304,72,351,43148,,,,,,,,,,,,,,,,,,,,,,1693,,,,,,,,,,,,,,,,,,79,,,,,,,124,,,,,,,,,,,,,,,29330,25159,1032,74,,,,3923,,,,,,,,,,,,,,,,,,,,,,,,,,,,,editor,dev.editor,,,1632,70,1,70,1,1,1,1,2,3,5,14,24,54,0.5588,0.0833,0.0772,0.0545,0.046,2015-12-07T20:05:51,2019-09-17T17:58:11,25,36,43,46,48,git
ninja_ide,,3.5,,qt,,,py2exe,desktop,232,True,GNU General Public License v3.0,184,13168,840,81,True,GPL v3,GPL,0.15,,,,,,,,,,,,,,,,,,,0.85,,,,,,,,,,,,,,10467,68685,7808,85,495,86960,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,52,,,,,,,,,,,,,,73981,56236,7718,314,3991,,,,,,,,,,,,,,,,,,,,,2733,,,,,,,,,,,editor,dev.editor,,,3202,81,1,81,1,1,1,1,1,2,3,6,15,49,0.6137,0.1296,0.0775,0.0412,0.03,2011-10-25T15:35:05,2019-02-07T17:17:28,33,46,52,55,58,git
pluma,2.7,3.0,,,,,,desktop,37,False,GNU General Public License v2.0,74,24910,77,21,True,GPL v2,GPL,0.12,,0.78,,,,,,,,,,,,,,,,,0.1,,,,,,,,,,,,,,18636,72519,10193,197,686,101348,,,,4771,1333,,,79135,51525,6594,88,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,145,,,,10262,6938,901,32,,,,,,,,,,,,,58,,,,,,,,,,,,,,,,3549,,,,editor,dev.editor,,,698,42,1,42,1,2,2,3,4,4,6,10,17,36,0.2034,0.1977,0.1848,0.1275,0.0673,2011-11-07T19:46:58,2019-08-28T18:56:40,17,24,27,27,30,git
retext,,3.4,,qt,,,,desktop,149,True,GNU General Public License v3.0,49,2518,1142,60,True,GPL v3,GPL,0.03,,,,,,,,,,,,,,,,,,,0.24,,,,,,,,,0.73,,,,,975,24582,626,22,97,26183,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,353,,,,,,,,,,,,,,6239,4658,624,27,,,,,,,,,,,,,,,,,,,,,,19228,,,,,,,114,,,,editor,dev.editor,,,1118,31,1,31,1,1,1,1,1,1,1,1,3,20,0.9034,0.0465,0.0116,0.0045,0.0036,2011-02-20T11:28:55,2019-09-06T15:13:03,21,24,25,27,28,git
spyder_ide,,3.6,,qt,,,py2exe,desktop,960,True,MIT License,805,60942,4777,278,False,MIT,MIT,0.13,,,,,,,,,,,,0.19,,,,,,,0.68,,,,,,,,,,,,,,20082,115737,28030,975,1900,163849,,,,,,,58,22,19,0,1,,,,,88,67,6,2,,,1021,,,,,,,,,,,,,,,,,,316,,31206,,,,,,6722,,,,,,,,,,,,,,110777,83655,10225,449,,,,807,,,,,,,,,277,,,,,,,,,,,,,,,,,,141,,editor,dev.editor,,,16895,164,1,164,1,1,1,2,3,5,7,14,23,76,0.4496,0.1302,0.0587,0.0539,0.0413,2009-08-09T08:50:17,2019-09-28T18:52:10,45,61,81,88,100,git
thonny,,3.6,asyncio,,,,cx_Freeze,desktop,87,True,MIT License,182,18360,301,15,False,MIT,MIT,0.11,,,,,,,,,,,,,,,,,,,0.89,,,,,,,,,,,,,,12133,45316,2299,229,919,59748,,,,,,,116,,,,,,,,,163,130,2,3,,,,,,,,,,,,,,,,,,,,,107,,,,,,,,101,,,,,,,,,,,,,,53033,39008,2162,374,,,,1944,,,,,,,,,636,,,,,,,,,,,,,462,84,,,,,,editor,dev.editor,,,6155,29,1,29,1,1,1,2,2,2,2,2,2,8,0.4885,0.4816,0.0058,0.0044,0.0029,2013-10-13T20:50:02,2019-10-01T20:19:30,6,13,16,17,17,git
conda,,3.5,concurrent\.futures,,,,pyinstaller,desktop,806,True,Other,1265,66765,3191,185,False,BSD-3,BSD,0.97,,,,,,,,,,,,,,,,,,,0.03,,,,,,,,,,,,,,12367,2561878,7534,583,1846,2581779,,,,,,,284,,,,,,,,,,,,,,51,83,,,,,,139,,,,,,,,,,,,127,,,,,,,211,4100,,,,,,,,,,,,,,79259,59951,7284,275,,,,17440,,,,,,,,,923,,,,,,,,,,,,,,,,,,739,,pkg_mgr,dev.pkg_mgr,,,14888,287,1,287,1,1,2,2,3,5,9,19,29,142,0.3735,0.1292,0.122,0.0649,0.0251,2012-10-15T22:14:59,2019-09-30T13:45:52,143,191,204,213,222,git
dnf,,3.3,,,,,,desktop,251,True,GNU General Public License v2.0,28,51672,660,58,True,GPL v2,GPL,0.12,,,,,,,,,,,,,,,,,,,0.73,,0.15,,,,,,,,,,,,6602,39478,4465,162,727,50545,,,,365,,,,,,,,,167,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,37031,26791,4290,166,,,,7789,3542,,,,,,,,132,,,,,,,,,,,,,,,,772,,701,,pkg_mgr,dev.pkg_mgr,,,8965,189,1,189,1,2,3,3,4,7,11,18,27,100,0.2083,0.169,0.1475,0.0867,0.0434,2002-06-07T05:11:03,2019-09-27T09:06:33,97,112,127,134,143,git
pip,,3.6,,,,,py2app,desktop,1848,False,MIT License,662,55482,5685,273,False,MIT,MIT,0.06,,,,,,,,,,,,,,,,,,,0.94,,,,,,,,,,,,,,19103,109489,9473,339,1139,138065,,,,53,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,60,,,,,,,,,,,,,,,,,,,,,,129568,101047,9441,501,,,,6942,,,,,,,,,66,,,,,,,,57,,,,,,,,,,177,,pkg_mgr,dev.pkg_mgr,,,8024,478,1,478,2,2,3,5,7,10,19,68,163,398,0.1864,0.1527,0.0925,0.0604,0.0487,2008-10-15T22:02:57,2019-10-02T05:09:09,229,317,354,376,392,git
pipenv,,3.7,asyncio,,,docker,pyinstaller,desktop,1384,True,MIT License,316,236686,18391,369,False,MIT,MIT,0.04,,,,,,,,,,,,,,,,,,,0.96,,,,,,,,,,,,,,17125,121000,8471,245,1300,146596,,,,62,,,51,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,306,,151,,,,,70,739,,,,,,,,,,,,,,140574,115169,8419,392,,,,2745,,,,,,,,,56,,,,,,,,122,,,,,,,,,,175,,pkg_mgr,dev.pkg_mgr,,,6496,323,1,323,1,1,1,2,2,3,4,14,80,259,0.4189,0.2774,0.056,0.0516,0.0357,2017-01-20T00:44:22,2019-09-10T03:21:00,167,240,270,281,290,git
poetry,,3.5,,,,,,desktop,429,True,MIT License,553,9059,6209,94,False,MIT,MIT,0.31,,,,,,,,,,,,,,,,,,,0.69,,,,,,,,,,,,,,8797,43397,964,264,668,53158,,,,,,,,116,98,0,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,,207,,,,,,,55,3719,,,,,,,,,,,,,,36845,27441,893,338,,,,,,,,,,,,,,,,,,,,,1077,,,,,,,,,,,,pkg_mgr,dev.pkg_mgr,,,1035,103,1,103,1,1,1,1,1,1,1,15,52,93,0.8444,0.0097,0.0087,0.0048,0.0039,2018-02-20T21:47:42,2019-09-30T21:24:43,73,89,97,99,100,git
portage,2.7,,asyncio,,,,,desktop,,,,,,,,True,GPL v2,GPL,0.05,,,,,,,,,,,,,,,,,,,0.95,,,,,,,,,,,,,,19576,111444,10937,212,1052,141957,,,,,,,,475,291,128,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,135525,106649,10036,762,,,,,,,,,,,,,5251,,,,,,,,,,,,,,,,,,663,,pkg_mgr,dev.pkg_mgr,,,15646,171,1,171,1,1,1,1,1,1,3,7,10,50,0.7544,0.0309,0.0287,0.0286,0.026,2005-08-28T08:37:44,2019-09-29T21:50:18,95,114,123,128,130,git
solaris_ips,2.7,,,,,,,desktop,14,True,Other,1,137606,36,24,False,CDDL,CDDL,0.1,,0.03,,,,,,,,,,,,,,,,,0.87,,,,,,,,,,,,,,38014,206080,35631,130,911,279725,,,,87,,112,204,8474,5703,1157,12,,,,,,,,,,,1425,,,,,,,,,,,,,,,,,,,3096,,,,,,952,813,,,,,,,,,,,,,,242873,174646,32262,300,,,,3201,,,,,,,,,630,,,,,,,,,,,,,,,,1735,,,,pkg_mgr,dev.pkg_mgr,,,3539,89,1,89,2,3,4,5,8,10,14,20,31,57,0.15,0.1263,0.0947,0.0737,0.061,2007-03-21T07:22:07,2019-08-27T13:24:00,29,36,41,43,48,git
yum,2.6,,,,,docker,,desktop,60,True,GNU General Public License v2.0,38,8450,74,16,True,GPL v2,GPL,0.04,,,,,,,,,,,,,,,,,,,0.96,,,,,,,,,,,,,,9358,46821,4427,41,216,60606,,,,,,422,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,483,76,,,,,,,,,,,,,,58063,44886,4263,72,,,,,823,,,,,,,,601,,,,,,,,,,,,,,,,69,,,,pkg_mgr,dev.pkg_mgr,,,5663,104,1,104,1,1,2,2,2,3,5,9,13,49,0.3465,0.3299,0.0512,0.0463,0.0447,2002-06-07T05:11:03,2019-08-23T21:47:41,55,67,72,75,82,git
bandersnatch,,3.6,asyncio,,,docker,,server,42,True,Academic Free License v3.0,20,740,118,10,False,AFL,AFL,0.04,,,,,,,,,,,,,,,,0.15,,,0.81,,,,,,,,,,,,,,1087,6338,358,44,133,7783,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1155,,,,,,,,,,,,,,6330,4917,350,38,,,,119,,,,,,,,,,,,,,,,,,,,,,,,,,,,,pkg_repo,dev.pkg_repo,,,841,35,1,35,1,1,1,2,2,3,4,7,12,27,0.4043,0.2081,0.1379,0.088,0.0369,2010-01-17T21:36:22,2019-10-01T19:49:43,13,19,21,24,24,git
devpi,,3.3,,,pyramid,,,server,56,True,,81,23108,314,12,,Other,Other,0.06,,,,,,,,,,,,,,,,,,,0.79,,0.15,,,,,,,,,,,,4879,38370,1583,168,508,44832,,,,,,,190,,,,,,,,,,,,,,,991,,,,,,,,,,,,,,,,,,,,167,,,,,273,,,,,,,,,,,,,,,35441,29384,1509,157,,,,6890,,,,,,,,,77,,,,,,,,130,,,,,,,,,,,,pkg_repo,dev.pkg_repo,,,3066,66,1,66,1,1,1,2,2,2,2,2,8,36,0.4883,0.4266,0.0095,0.0078,0.0062,2013-04-10T11:08:27,2019-10-01T15:29:37,31,39,49,52,52,git
distro_tracker,,3.3,,,django,,,server,,,,,,,,True,GPL v2,GPL,0.19,,,,,,,,,,,,0.27,,,,,,,0.54,,,,,,,,,,,,,,10822,56208,5980,109,468,73010,,,,,,,242,,,,,,,,,,,,,,,6816,,,,,,,,,,,,,,,,,,2593,,20049,,,,,177,67,,,,,,,,,,,,,,39675,30397,2970,161,,,,2534,,,,,,,,,50,,,,,,,,,,,,,,,,287,,,,pkg_repo,dev.pkg_repo,,,1757,45,1,45,1,1,1,2,2,2,2,6,10,28,0.4314,0.3745,0.0296,0.0268,0.025,2013-06-05T21:58:08,2019-10-01T08:22:06,20,25,26,29,31,git
warehouse,,3.6,,,pyramid,docker,,server,613,False,Apache License 2.0,418,235944,2293,98,,Other,Other,0.39,,,,,,,,,,,,,,,,,,,0.5,,,,0.11,,,,,,,,,,12343,85585,11044,316,1264,108972,,,,80,,,,,,,,,,,,,,,,,,,,161,,,,,,,,,,,,,,,,8570,,3145,,,,,389,,,,,,,,,,,,,,,54797,39842,5697,390,,,,2766,,,,,12447,,,,,,,,,,,,,,,,,,,,66,,133,,pkg_repo,dev.pkg_repo,,,4798,212,1,212,1,1,2,2,2,3,5,12,40,165,0.3825,0.2511,0.0746,0.0536,0.0506,2015-01-25T01:31:35,2019-09-30T17:43:30,120,160,171,178,184,git
bitbake,,3.5,asyncio,,,,,desktop,138,False,Other,14,19491,172,32,,Other,Other,0.33,,,,,,,,,,,,,,,,,,,0.67,,,,,,,,,,,,,,16376,93070,8317,247,749,117763,,,,,,,,,,,,,,,,,,,,,,8913,,,,,,,,,,,,,,,,,,7826,,9415,,,,,91,,,,,,,,,,,,,,,78345,58874,6706,250,,,,,,,,,,,,,51,,,,,,,,,,,,,,,,10757,272,,,build,dev.build,,,7419,253,1,253,1,2,2,5,7,10,16,33,60,179,0.2569,0.1441,0.0504,0.0483,0.047,2003-02-21T04:03:45,2019-09-27T12:32:23,120,150,171,176,181,git
buildbot,,3.5,twisted,,zope,docker,py2exe,server,1405,True,GNU General Public License v2.0,575,52490,4084,206,,Other,Other,0.15,,,,,,,,,,,,,,,,,,,0.71,,0.14,,,,,,,,,,,,31997,203786,20561,291,1580,256344,,,,,,,,,,,,,,,,,,,,,,,,147,,,,,,,,,,,,,,,,133,,13341,,1324,,,366,232,,,,,,,,,,,,,,182445,133920,18828,794,,,,36101,,,,,,,,,507,,,,,,,,,1180,,,,,,,,,79,,build,dev.build,,,19601,654,1,654,1,2,2,4,7,10,22,81,179,458,0.2327,0.1736,0.0729,0.0447,0.0383,2005-11-26T04:26:35,2019-09-30T15:40:18,233,342,399,435,464,git
buildout,2.7,,,,,,,desktop,167,True,Other,130,4020,466,49,False,MIT,MIT,0.41,,,,,,,,,,,,,,,,,,,0.36,,0.23,,,,,,,,,,,,1730,27471,942,64,152,30143,,,,,,,281,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,279,,,,,,,,,,,,,,,10854,8270,930,22,,,,6936,,,,,,,,,,,,,,,,,,,,,,,,,,,,,build,dev.build,,,1512,85,1,85,1,1,1,2,2,3,8,21,37,70,0.4511,0.2235,0.0364,0.0304,0.0231,2006-05-18T21:58:41,2019-08-21T06:00:40,25,44,51,57,62,git
gyp,2.7,,,,,,,desktop,,,,,,,,False,BSD-3,BSD,0.04,,0.04,,,0.03,,,,,,,,,,,,,,0.89,,,,,,,,,,,,,,9704,38415,7851,459,1678,55970,,,61,71,,,,2049,1102,313,183,,,,,1683,935,464,174,,,,,,,338,,,,,,,,,,,,,,,,,,,,,,,,,,,,440,99,,,,,,,49941,34526,6667,474,,,,,,,,,,,,,524,,,,,,,,,,,,,,,,,,,,build,dev.build,,,2160,103,1,103,2,2,3,4,5,7,12,23,40,82,0.1796,0.1421,0.1315,0.1093,0.0727,2009-01-24T00:10:32,2019-07-16T17:44:43,37,50,60,67,71,git
meson,,3.5,concurrent\.futures,qt,,docker,pyinstaller,desktop,639,True,Apache License 2.0,1142,24550,2307,90,True,Apache-2.0,Apache,0.09,,0.07,,,0.02,,,,,,,,,,,0.15,0.12,,0.55,,,,,,,,,,,,,,13800,89437,9644,1347,3153,112881,,,221,3095,,,,8433,5584,454,616,,433,,,1816,1245,92,113,63,,,281,,,,,,,,493,,,,,,,,,61,141,,,,,,,17379,13851,,,,,,,,,,,,,62387,48510,5811,282,,,,,,,,,,,,,78,,,56,,,,,,,466,,360,,,,59,,441,,build,dev.build,,,8182,438,1,438,1,1,1,2,4,8,18,60,136,357,0.4031,0.1157,0.0552,0.0398,0.0359,2012-12-23T14:35:35,2019-10-01T19:03:43,216,283,318,333,349,git
pants,,3.7,,,,docker,,desktop,345,True,Apache License 2.0,1013,96684,1208,67,True,Apache-2.0,Apache,0.22,,,,,,,,,,,,,,,,,,,0.56,,0.11,0.11,,,,,,,,,,,34745,206251,18387,1714,3822,259383,,,,,,892,,14,10,0,5,,,,,135,92,14,5,,,7766,,162,,,,,,,,,,,,,,,,,16210,420,,,,,,11038,,,,1680,,,,,,,,,4796,146073,110033,8616,1238,,,,29534,,,,28726,,3417,,,2047,,,,,,,,636,,,,,,,,1052,,,,build,dev.build,,,6948,210,1,210,2,2,3,5,7,10,17,31,51,141,0.1559,0.1541,0.1127,0.0679,0.0604,2011-03-16T14:00:12,2019-10-02T04:04:42,90,119,133,144,147,git
platformio_core,,3.5,twisted,,,,,desktop,448,False,Apache License 2.0,138,35846,3409,161,,Other,Other,0.09,,,,,,,,,,,,,,,,,,,0.91,,,,,,,,,,,,,,3273,17998,1935,56,199,23206,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,21034,15866,1913,113,,,,2040,,,,,,,,,,,,,,,,,,,,,,,,,,,,,build,dev.build,,,4306,34,1,34,1,1,1,1,1,1,1,1,2,4,0.9236,0.0643,0.0019,0.0009,0.0009,2014-05-09T09:38:42,2019-10-01T19:03:23,26,26,28,31,31,git
redo,2.6,,,,,,,desktop,97,False,Apache License 2.0,2,1025,1217,33,True,Apache-2.0,Apache,0.02,,0.02,,,,,,,,,,,,,,0.49,,,0.34,,,,,0.13,,,,,,,,,646,9785,713,92,549,11144,,,,53,,,,204,107,12,9,,,,,23,20,0,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5433,,,,,,,,,,,,,,3800,2875,455,33,,,,,,,,,,,,,1407,,,,,,,,,,,,,,,,,,72,,build,dev.build,,,505,28,1,28,1,1,1,1,1,1,1,1,6,23,0.9228,0.0079,0.0059,0.0059,0.004,2010-11-12T13:25:03,2019-07-24T07:27:12,19,24,26,27,27,git
scons,,3.5,,,,,py2exe,desktop,152,True,Other,690,14444,634,51,False,MIT,MIT,0.11,,,,,,,,,,,,,,,,,,,0.29,,,,,,,,,,,0.3,0.3,,91825,606394,74841,416,3932,773060,,,,271,,,83,155,128,9,25,,,,,46,35,0,7,,,3019,159,,,,,,,,165,,,,,,,,,9891,181,8899,,,,,89,,,,257,,,,,,,1647,,,,227624,137177,49885,1523,,,,1466,,303,,,,,,2671,1177,,,,,,,,,,,,,,,,229225,235042,87,,build,dev.build,,,5533,89,1,89,1,1,2,2,2,3,5,10,17,53,0.3665,0.3123,0.0584,0.0361,0.0298,2001-07-06T11:46:17,2019-09-26T20:59:45,21,32,42,52,63,git
snapcraft,,3.6,concurrent\.futures,,,snapcraft,pyinstaller,desktop,318,True,GNU General Public License v3.0,66,23074,827,42,True,GPL v3,GPL,0.11,,,,,,,,,,,,,,,,,,,0.89,,,,,,,,,,,,,,19265,90274,11682,787,1337,121221,,,,,,164,90,306,246,15,29,,393,,,254,182,9,14,,,,,202,,,,,,,,,466,,,,,,,,134,,,,,,274,802,,,,,,,,,,,,,,107933,79631,10828,585,,,,,50,,,,,,,,545,,,,,,,,,,,,,,,,348,,7943,,build,dev.build,,,3575,148,1,148,1,1,2,2,3,4,7,16,36,113,0.3779,0.1351,0.1186,0.0694,0.0473,2015-06-23T15:28:56,2019-10-01T14:07:27,66,97,109,115,118,git
waf,2.7,,,qt,,,,desktop,,,,,,,,,Other,Other,0.11,,0.07,,,0.06,,,,,,,,,,,,,,0.76,,,,,,,,,,,,,,8765,48887,2919,479,1107,60571,,,,,,,,4251,3234,121,118,,,,,3763,3265,208,62,297,,,68,,65,,,,,,174,,,,,,,,,68,785,,,,,,186,105,,,50,,,,,,,,,,134,46052,36179,2354,259,,,,2655,,,,,,,,,65,,,,,,,420,,,82,,,,,,88,,,,build,dev.build,,,5056,122,1,122,1,1,1,2,2,2,2,5,19,75,0.4331,0.4146,0.0253,0.0227,0.0101,2011-09-10T09:13:51,2019-09-26T19:50:18,45,70,80,89,95,git
ergonomica,,3.3,,,,,,desktop,29,False,GNU General Public License v2.0,8,8530,811,25,True,GPL v2,GPL,0.06,,,,,,,,,,,,,,,,,,,0.94,,,,,,,,,,,,,,1833,5436,469,25,151,7738,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7251,4951,467,108,,,,134,,,,,,,,,,,,,,,,,,,,,,,,,,,,,shell,dev.shell,,,1263,9,1,9,1,1,1,1,1,1,1,1,3,5,0.9137,0.0356,0.0269,0.0079,0.0063,2016-11-12T20:28:45,2019-04-08T03:07:19,1,3,3,3,3,git
oil,2.7,,,,,,py2app,desktop,60,True,Apache License 2.0,159,22308,1057,27,True,Apache-2.0,Apache,0.12,,0.34,,,,,,,,,,,,,,,,,0.54,,,,,,,,,,,,,,177612,1033898,130071,504,4457,1341581,,,22867,8473,356,3559,170,455233,293290,35333,467,,,,,2398,1693,323,10,,,442,,,,,,,,,,,,,,,,,,1649,,663,,,,,545,4195,,967,,,,,,,,,,,,730881,561627,60194,2314,,1211,,,,,,,,,,,81711,,,,,,,10079,,,,,,,,,128,,,,shell,dev.shell,,,3026,33,1,33,1,1,1,1,1,1,1,1,1,12,0.9603,0.0112,0.0053,0.0026,0.002,2016-11-15T19:19:09,2019-10-02T00:32:53,16,19,23,27,27,git
xonsh,,3.7,asyncio,,,,,desktop,383,True,Other,312,12421,3441,102,False,BSD-2,BSD,0.11,,,,,,,,,,,,,,,,,,,0.77,,0.12,,,,,,,,,,,,12786,73872,4565,165,735,91223,,,,,,,,2,1,1,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4376,,,,,,,179,332,,,,,,,,,,,,,,70501,54061,4543,319,,,,11159,,,,,,,,,,,,,,,,,,,,151,,,,,,,129,,shell,dev.shell,,,8527,210,1,210,1,1,1,2,3,4,7,24,53,136,0.4284,0.0994,0.0959,0.084,0.0548,2015-01-21T22:04:13,2019-10-01T21:19:40,64,88,106,130,139,git
asciinema,,3.5,,,,docker,,desktop,649,True,GNU General Public License v3.0,70,1817,7358,279,True,GPL v3,GPL,0.08,,,,,,,,,,,,,,,,0.37,,,0.55,,,,,,,,,,,,,,532,2935,41,42,103,3508,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1295,,,,,,,,,,,,,,1937,1430,20,31,,,,,,,,,,,,,106,,,,,,,,,,,,,,,,,,,,dev,dev,,,688,35,1,35,1,1,1,1,1,1,1,1,5,29,0.9201,0.0145,0.0073,0.0058,0.0029,2011-11-21T21:47:39,2019-09-08T09:30:46,26,31,31,32,33,git
autojump,2.6,,,,,,,desktop,506,True,Other,156,797,10173,170,,Other,Other,0.11,,,,,,,,,,,,,,,,0.1,,,0.79,,,,,,,,,,,,,,832,3927,403,22,68,5162,,,,,,130,54,,,,,,,,,,,,,,,,,,,,,112,,,,,,,,,,,,,,,,,,,68,538,,,,,,,,,,,,,,4055,2950,360,13,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,125,dev,dev,,,839,75,1,75,1,1,1,1,2,3,4,15,34,67,0.5614,0.1251,0.1001,0.0274,0.0119,2008-04-21T09:43:07,2018-09-09T16:55:39,42,56,59,64,64,git
coala,,3.5,asyncio,,,,,desktop,1337,True,GNU Affero General Public License v3.0,834,13864,2870,105,True,AGPL,AGPL,0.03,,,,,,,,,,,,,,,,,,,0.84,,0.13,,,,,,,,,,,,7618,42393,1321,120,544,51332,,,,,,,263,72,21,39,5,,,,,39,14,19,2,,,159,,,,,,,,,,,,,,,,,,,,,,,,,216,,,,,,,,,,,,,,,43308,34578,1231,364,,,,6467,,,,,,,,,,,,,,,,,,,,,,,,,,,,,dev,dev,,,4465,468,1,468,1,1,1,2,3,7,21,106,245,424,0.4157,0.1041,0.0822,0.0356,0.03,2014-07-18T12:04:19,2019-09-01T12:16:28,278,373,391,410,418,git
cookiecutter,,3.2,,,,,,desktop,1134,False,"BSD 3-Clause ""New"" or ""Revised"" License",201,2418,10337,229,False,BSD-3,BSD,0.08,,,,,,,,,,,,,,,,0.14,,,0.66,,0.12,,,,,,,,,,,,1761,9452,451,117,269,11664,,,,,,,242,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,278,1672,,,,,,,,,,,,,,7660,5568,431,82,,,,1442,,,,,,,,,,,,,,,,,,,,,,,,,,,84,,dev,dev,,,2563,209,1,209,1,1,2,2,3,4,6,32,83,184,0.3816,0.1849,0.1171,0.0995,0.0121,2013-07-14T18:36:41,2019-09-25T08:16:32,124,157,173,179,184,git
cython,,3.6,asyncio,,,,,desktop,907,True,Other,710,55505,4531,225,,Other,Other,0.03,,0.15,,,,,,,,,,,,,,,,,0.71,,0.11,,,,,,,,,,,,17182,110054,9232,108,2059,136468,,,,,,,280,20003,14697,1634,29,,,,,450,185,14,5,,,244,,,,303,,,,,,,,,,,,,,,,552,,,,,359,,,,,,,,,,,,,,,96793,75151,7379,261,,,,15067,,,,,,,,,,,,,,,,,,,,,,,,,1133,,97,,dev,dev,,,15176,345,1,345,1,1,1,1,2,2,4,9,44,206,0.5817,0.1778,0.0358,0.0339,0.0223,2006-10-20T04:28:18,2019-09-30T18:50:57,127,212,233,256,270,git
gdbgui,,3.6,,,,docker,pyinstaller,desktop,405,False,GNU General Public License v3.0,68,44743,6851,187,True,GPL v3,GPL,0.2,,0.02,,,0.01,,,,,,,0.12,0.52,,,,,,0.13,,,,,,,,,,,,,,981,10907,737,51,206,12625,,,,,,,,209,165,11,5,,,,,178,121,33,4,,,500,,112,,,,,,,,,,,,,,,,182,,1555,6558,,,,,1132,,,,,,,,,,,,,,1658,1333,38,11,,,,,,,,,,,,,77,,,,,,,,,150,,,,,,,,,,,dev,dev,,,393,26,1,26,1,1,1,1,1,1,1,1,7,23,0.9237,0.0076,0.0051,0.0051,0.0051,2016-12-02T03:47:49,2019-09-18T17:04:42,21,24,25,25,25,git
howdoi,2.7,3.2,,,,,,desktop,701,True,MIT License,5,250,7525,238,False,MIT,MIT,0.17,,,,,,,,,,,,,,,,,,,0.68,,0.15,,,,,,,,,,,,184,998,50,29,57,1232,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,839,622,50,5,,,,180,,81,,,,,,,,,,,,,,,,,,,,,,,,,,,dev,dev,,,387,49,1,49,1,1,1,1,2,5,10,19,30,46,0.5736,0.0413,0.0388,0.0362,0.0233,2012-11-22T08:50:05,2019-09-16T17:10:46,22,30,34,36,38,git
ipython,,3.5,asyncio,qt,,,py2exe,desktop,3887,True,Other,1220,72482,13799,829,,Other,Other,0.04,,,,,,,,,,,,,,,,,,,0.76,,0.2,,,,,,,,,,,,13147,72061,6860,108,608,92068,,,,,,137,83,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,699,,,,,,,348,115,,,,,,,,,,,,,,70060,50250,6801,355,,,,18834,,,,,,,,,90,,,,,,,,,,,,,,,,,,54,,dev,dev,,,23976,692,1,692,1,2,3,4,5,6,10,37,129,453,0.2339,0.1414,0.1225,0.0792,0.0742,2005-07-06T17:52:32,2019-09-19T13:48:04,291,402,465,503,530,git
localstack,,3.6,,,flask,docker,,server,1385,True,Other,451,2579,19352,456,True,Apache-2.0,Apache,0.11,,,,,,,,,,,0.27,,,,,,,,0.62,,,,,,,,,,,,,,4581,21753,3135,139,323,29469,,,,,,,,,,,,,,,,,,,,,,212,,78,,,,,,,,,,,,,,,,355,7881,853,,,,,145,947,,,,,,,,,,,,,,18245,13972,1251,107,,,,,,,,,,,,,65,,,,,,,,,,,,,,,,319,,73,,dev,dev,,,891,200,1,200,1,1,1,1,1,12,42,111,156,192,0.6094,0.018,0.0112,0.0101,0.009,2016-08-16T07:42:52,2019-10-01T19:57:23,139,168,181,188,191,git
locust,,3.3,gevent,,flask,docker,,server,1584,False,MIT License,185,1955,10999,428,False,MIT,MIT,0.12,,,,,,,,,,,,,,,,0.1,,,0.6,,0.18,,,,,,,,,,,,1229,8779,303,74,179,10311,,,,,,,,,,,,,,,,,,,,,,459,,,,,,,,,,,,,,,,,,269,,374,,,,,,1055,,,,,,,,,,,,,,6179,4801,243,45,,,,1861,,,,,,,,,,,,,,,,,,,,,,,,,,,,,dev,dev,,,1269,127,1,127,1,1,1,1,2,4,9,31,64,115,0.539,0.0898,0.0536,0.037,0.0276,2010-06-20T15:38:00,2019-10-01T19:28:12,72,91,101,106,109,git
pathpicker,,3.2,,,,,,desktop,272,False,MIT License,5,1162,4230,135,False,MIT,MIT,0.54,,,,,,,,,,,,,,,,,,,0.46,,,,,,,,,,,,,,680,6836,501,52,173,8017,,,,,,,,,,,,,,,,,,,,,,591,,,,,,,,,,,,,,,,,,200,,,,,,,,188,,,,,,,,,,,,,,3710,2711,421,29,,,,,,,,,,,,,109,,,,,,,,,,,,,,,,,,,,dev,dev,,,544,64,1,64,1,1,1,1,1,1,4,17,37,59,0.739,0.0386,0.0202,0.0165,0.011,2015-05-01T03:07:58,2019-08-30T16:31:14,40,50,54,57,58,git
peachpy,2.7,,,,,,,desktop,98,False,Other,21,919,1314,74,False,BSD-2,BSD,0.03,,,,,,,,,,,,,,,,,,,0.97,,,,,,,,,,,,,,6344,30561,902,36,143,37807,,,,,,,,58,54,0,2,,,,,35,31,0,2,,,,,,,,,,,,,,76,,,,,,,,,,,,,,,,,,,,,,,,,,,,,36822,29612,901,92,,,,378,,,,,,,,,,,,,,,,,,,,,,,,,,,,,dev,dev,,,363,13,1,13,1,1,1,1,1,1,1,1,2,10,0.9449,0.0138,0.011,0.0055,0.0028,2015-04-30T19:00:09,2019-09-05T00:27:02,9,10,10,11,12,git
pince,,3.3,,qt,,,,desktop,66,True,Other,15,13722,728,35,True,GPL v3,GPL,0.04,,,,,,,,,,,,,,,,,,,0.96,,,,,,,,,,,,,,1596,11813,610,33,1151,14019,,,,,,,,64,26,27,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,195,,,,,,,,,,,,,,13514,11377,575,55,,,,,,,,,,,,,139,,,,,,,,,,,,,,,,,,,,dev,dev,,,1037,6,1,6,1,1,1,1,1,1,1,1,2,4,0.9479,0.0212,0.0193,0.0087,0.0019,2016-01-22T21:49:21,2019-08-01T10:07:18,1,2,2,2,2,git
plinth,,3.6,,,django,,,server,,,,,,,,,Other,Other,0.24,,,,,,,,,,0.1,,,,,,,,,0.48,,,,,,,,,,,0.18,,,8382,60358,6418,628,1191,75158,,,,,,,,,,,,,,,,,,,,,,558,,,,,,,,,,,,,,,,,,7441,,866,,,,,88,1723,,,,,,,,68,,,,,,36144,23254,5781,387,,,,,,,,,,,,,189,,,,,,,,,,,,,,,,13720,281,,,dev,dev,,,4689,192,1,192,1,1,2,3,4,8,16,35,64,146,0.3018,0.1785,0.0947,0.0333,0.0284,2011-02-22T18:32:45,2019-10-01T06:56:03,73,100,113,123,130,git
polyaxon,,3.6,asyncio,,django,docker,,server,204,True,Mozilla Public License 2.0,107,49799,2158,70,True,MPL,MPL,0.27,,,,,,,,,,,,,,,,0.12,,,0.42,,,,,,,,,0.19,,,,,20683,200591,3024,561,2898,224298,,,,,,,,,,,,,,,,,,,,,,4244,,,,,,,,,,,,,,,,,,950,,2767,,1202,,,,27819,,,,,,,,,,,,,,94158,76175,2493,1383,,,,,,,,,,,,,92,,,,,,,,,42940,,,,,,,,,261,,dev,dev,,,5811,45,1,45,1,1,1,1,1,1,1,1,1,6,0.9732,0.0072,0.0048,0.0029,0.0012,2017-05-06T21:53:44,2019-09-18T12:48:24,26,35,38,39,40,git
ppci,,3.6,,qt,,,,desktop,,,,,,,,False,BSD-2,BSD,0.06,,0.15,,0.15,,,,,,,,,,,,,,,0.53,,,,,,,0.11,,,,,,,28971,139697,19126,478,3543,187794,,,1343,,,,,28930,16207,2950,153,,,,27894,452,289,82,6,,,,,,,,,,,,,,,,,,,,,108,,98,,,259,,206,293,,,,,,,,,,,,,,98896,76695,4009,536,,,,5097,,,,,,335,,,174,,,,,21089,,,,,,,,,,,731,,69,,dev,dev,,,,,,,,,,,,,,,,,,,,,,,,,,,,,hg
redhat_anaconda,,3.5,,gtk,,,,desktop,178,False,GNU General Public License v2.0,84,147493,248,40,True,GPL v2,GPL,0.1,,0.04,,,,,,,,,,,,,,,,,0.86,,,,,,,,,,,,,,24037,94377,20760,209,1074,139174,,,,4437,2923,,,6100,2698,1733,16,,,,,,,,,,,215,,,,,,,,,,,,,,,,,,,,172,,,,,,427,,,,,,,,,,,,,,119081,80505,16523,558,,,,2761,,,,,,,,,2161,,,,,,,,,,,,,,,,251,,,,dev,dev,,,32820,495,1,495,2,3,4,7,9,13,18,34,93,273,0.1431,0.1358,0.081,0.0521,0.0458,1999-04-24T03:57:59,2019-10-01T16:23:00,138,201,243,278,301,git
robot_framework,,3.6,,wx,,,,desktop,1217,False,Other,181,96241,3844,424,True,Apache-2.0,Apache,0.1,,,,,,,,,,0.12,,,,,,,,,0.54,,0.24,,,,,,,,,,,,15120,98300,5321,373,2302,118741,,,,,,,190,,,,,,,,,,,,,,,2225,,,,,,,,,,,,,,,,,,13874,2164,5160,,,,,153,,,,,,,,,,,,,,,64300,47418,3911,597,,,,28353,,,,,,,,,,,,,,,,,,,,,,,,,689,,,,dev,dev,,,11873,98,1,98,1,1,1,1,2,3,4,6,9,25,0.5246,0.1418,0.09,0.0644,0.0557,2008-05-30T23:35:18,2019-09-24T09:01:58,50,60,66,71,74,git
scratchabit,2.7,3.2,,,,,,desktop,46,True,GNU General Public License v3.0,28,877,320,31,True,GPL v3,GPL,0.05,,,,,,,,,,,,,,,,,,,0.95,,,,,,,,,,,,,,814,4146,641,26,72,5601,,,,,,,,9,8,0,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,246,,,,,,,,,,,,,,5314,3866,641,30,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,dev,dev,,,566,6,1,6,1,1,1,1,1,1,1,1,1,2,0.9841,0.0071,0.0035,0.0018,0.0018,2015-04-08T00:12:39,2019-09-13T17:37:01,3,4,4,5,5,git
sentry,2.7,,concurrent\.futures,,django,docker,,server,2552,False,"BSD 3-Clause ""New"" or ""Revised"" License",945,124779,22241,663,False,BSD-3,BSD,0.08,,,,,,,,,,,,,0.11,,,,,,0.81,,,,,,,,,,,,,,81607,1227135,21741,1119,7022,1330483,,,,,,,,,,,,,,,,,,,,,,661,,174,,,,,,,,,,,,,,,,5810,,11550,141029,15102,,2019,276,288,,,,,,,,,,,,,,1073040,1005210,12409,2983,,,,300,,,,,,,,,110,,,,,,,,,34603,,,,,,,81,,81,,dev,dev,,,26781,460,1,460,1,1,1,3,4,6,9,18,30,193,0.4234,0.075,0.069,0.0574,0.046,2008-05-12T16:26:19,2019-10-01T23:25:02,269,336,362,373,383,git
socorro,,3.6,concurrent\.futures,,django,docker,,server,221,False,Mozilla Public License 2.0,0,176085,469,34,True,MPL,MPL,0.29,,0.02,,,0.1,,,,,,,,,,,,,,0.59,,,,,,,,,,,,,,12083,71867,7452,274,960,91402,,,,1536,,,,2195,0,,,,,,,8744,6099,470,11,,,784,,77,,,,,,,,,,,,,,,,4869,,4806,,3090,,,211,,,,,,,,,,,,,,,54115,41257,4162,361,,,,3426,,,,,,,,262,907,,,,,,,,,,,,,463,,,,,182,,dev,dev,,,12940,149,1,149,2,3,4,5,7,9,14,24,37,73,0.1471,0.1334,0.1125,0.0826,0.0689,2007-02-22T20:53:00,2019-10-02T01:56:55,46,62,70,74,79,git
ubiquity,,3.4,,gtk,,,,desktop,,,,,,,,,Other,Other,0.22,,0.02,,,,,,,,,,,,,,,,,0.76,,,,,,,,,,,,,,4831,32516,3904,105,827,41251,,,,95,121,,,735,485,79,3,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,112,214,,,,,,,,,,,,,,31470,23352,3591,119,,,,,,,,,,,,,989,,,,,,,,,,,,,,,,435,,,,dev,dev,,,,,,,,,,,,,,,,,,,,,,,,,,,,,bzr
voltron,,3.4,,,,,,desktop,329,True,MIT License,63,1681,4934,165,False,MIT,MIT,0.07,,0.01,,,,,,,,,,,,,,,,,0.92,,,,,,,,,,,,,,1637,7908,374,35,109,9919,,,,,,,,55,49,0,2,,,,,,,,,,,117,,,,,,,,,,,,,,,,,,,,157,,,,,,173,,,,,,,,,,,,,,9132,7240,333,56,,,,,,,,,,,,,255,,,,,,,,,,,,,,,,,,,,dev,dev,,,598,26,1,26,1,1,1,1,1,1,1,3,8,21,0.801,0.092,0.0134,0.0134,0.0134,2013-06-25T09:07:17,2019-09-19T19:18:55,9,17,19,20,21,git
yunohost,2.7,,,,,docker,,server,126,False,GNU Affero General Public License v3.0,69,6489,478,46,True,AGPL,AGPL,0.31,,,,,,,,,,,,,,,,,,,0.69,,,,,,,,,,,,,,4661,20382,2148,68,267,27191,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,113,,,,,,1027,,149,,,,,,,,,,,,,,18852,12696,1862,53,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2034,,dev,dev,,,3740,122,1,122,1,2,2,3,4,6,10,19,33,85,0.2743,0.1671,0.1372,0.0553,0.0489,2014-05-16T12:49:30,2019-09-28T17:36:07,43,62,76,86,87,git
guake,,3.5,,gtk,,,,desktop,503,False,GNU General Public License v2.0,370,6961,3048,147,True,GPL v2,GPL,0.44,,,,,,,,,,,,,,,,,,,0.45,,0.11,,,,,,,,,,,,1806,19278,701,69,356,21785,,,,106,,,242,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,669,,,,,,,,,,,,,,,9841,7691,670,37,,,,2295,,,,,,,,,282,,,,,,,,,,,,,,,,610,,876,,misc,misc,,,2072,205,1,205,1,1,1,2,3,6,16,54,102,185,0.4575,0.1211,0.0569,0.0396,0.0208,2007-08-01T02:35:20,2019-08-12T08:09:26,107,140,161,167,175,git
home_assistant,,3.7,asyncio,qt,,,,desktop,7874,False,Apache License 2.0,946,124153,26758,1086,True,Apache-2.0,Apache,0.07,,,,,,,,,,,,,,,,,,,0.93,,,,,,,,,,,,,,101116,469919,10076,1435,7323,581111,,,,,,105,281,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,230,334,,,,,,,,,,,,,,540521,430101,9923,3755,,,,587,,,,,,,,,151,,,,,,,,,,,,,,,,217,,5859,,misc,misc,,,21475,1660,1,1660,1,2,4,12,26,57,133,378,746,1446,0.2647,0.0919,0.0399,0.0199,0.0155,2013-09-17T07:32:51,2019-10-02T03:35:36,756,1045,1188,1276,1324,git
jarvis_on_messenger,2.6,3.0,,,flask,,,server,564,True,MIT License,252,290,991,95,False,MIT,MIT,0.28,,,,,,,,,,,,,,,,,,,0.72,,,,,,,,,,,,,,264,2071,23,33,119,2358,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,201,,,,,,,,,,,,,,1707,1420,23,64,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,misc,misc,,,201,67,1,67,1,1,1,1,3,11,27,47,57,65,0.5622,0.0199,0.0199,0.0149,0.0149,2016-04-17T17:19:25,2018-08-31T16:59:40,53,59,64,66,66,git
nicotine,2.7,,,gtk,,,py2exe,desktop,32,True,GNU General Public License v3.0,33,16159,133,13,True,GPL v3,GPL,0.2,,,,,,,,,,,,,,,,,,,0.8,,,,,,,,,,,,,,7603,34164,1870,105,616,43637,,,,,,,,,,,,,,,,,,,,,,195,,,,,,,,,,,,,,,,,,2493,,,,,,,,535,,,,,,,,,,,,,,35019,25696,1784,55,,,,,101,,,,,,,,112,,,,,,,,,,,,,,,,,,,,misc,misc,,,2111,19,1,19,1,1,2,2,2,3,3,3,4,9,0.3837,0.2785,0.2748,0.0251,0.0099,2006-07-06T18:15:15,2019-04-18T23:28:35,6,8,9,9,10,git
nimbus,2.6,,twisted,,,,,desktop,81,True,,31,152056,187,42,,Other,Other,0.2,,0.01,,,,,,,,,0.5,,,,,,,,0.29,,,,,,,,,,,,,,50280,193620,37758,562,2774,281658,,,,829,,,,1725,1080,373,2,,,,,,,,,,,887,,,,,,,,,,,,,,,,,,18082,139675,,,,,,,,,,,,,,,,,,,,,82192,60775,5823,409,,,,,,,,,,,,,9521,2069,,,,,,,,,,,,,,,18788,166,,,misc,misc,,,2628,16,1,16,1,1,2,2,2,3,4,5,7,10,0.3311,0.2785,0.1743,0.0635,0.0632,2009-09-29T19:12:21,2014-09-18T12:02:06,3,3,4,4,4,git
openlp,,3.6,asyncio,qt,,,pyinstaller,desktop,,,,,,,,True,GPL v3,GPL,0.08,,,,,,,,,,,,,,,,,,,0.92,,,,,,,,,,,,,,14369,153919,19857,143,789,188145,,,,,,,,,,,,,,,,,,,,,,1980,,,,,,,,,,,,,,,,,,491,,8370,,,,,,,,,,,,,,,,,,,,173365,143303,17593,519,,,,,,,,,,,,,97,,,,,,,,,,,,,,,,593,,72,,misc,misc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,bzr
qtile,,3.5,asyncio,qt,,,,desktop,369,True,MIT License,197,7322,1623,93,False,MIT,MIT,0.08,,,,,,,,,,,,,,,,,,,0.92,,,,,,,,,,,,,,5338,29133,4545,106,389,39016,,,,,,57,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,199,,,,,,,,,,,,,,,35995,26318,4456,172,,,,2228,229,,,,,,,,150,,,,,,,,,,,,,,,,,,,,misc,misc,,,3233,205,1,205,2,2,3,5,7,12,20,47,86,173,0.168,0.1571,0.1231,0.0486,0.0476,2008-07-08T23:24:20,2019-10-02T01:24:23,83,114,134,144,154,git
umap,2.7,,,,django,,,server,120,True,Do What The F*ck You Want To Public License,289,10019,447,50,,Other,Other,0.51,,,,,,,,,,,,0.42,,,,,,,0.07,,,,,,,,,,,,,,2214,46691,422,94,308,49327,,,,,,,,,,,,,,,,,,,,,,2612,,,,,,,,,,,,,,,,,,626,,20583,,,,,54,834,,,,,,,,,,,,,,3694,2893,133,46,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,72,,misc,misc,,,660,22,1,22,1,1,1,1,1,1,1,1,2,16,0.9439,0.0136,0.0076,0.003,0.003,2012-11-20T09:47:19,2019-05-11T11:13:47,15,19,19,19,20,git
wammu,2.6,,,wx,,,py2exe,desktop,19,False,GNU General Public License v3.0,33,33037,39,10,True,GPL v3,GPL,0.12,,,,,,,,,,,,,,,,,,,0.88,,,,,,,,,,,,,,1963,13208,1389,79,274,16560,,,,857,,,,,,,,,,,,,,,,137,,,,,,,,,146,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,14579,11624,1343,56,,,,67,118,,,,,,,,234,,,,,139,,,,,,,,,,,,68,,,misc,misc,,,7076,126,1,126,1,1,2,3,4,6,11,20,28,70,0.3046,0.1201,0.1174,0.093,0.0342,2007-04-17T08:49:53,2019-09-05T08:19:26,42,58,69,79,82,git
wicd,2.3,,,gtk,,,,desktop,,,,,,,,True,GPL v2,GPL,0.05,0.11,,,,,,,,,,,,,,,,,,0.84,,,,,,,,,,,,,,2702,15380,1575,80,288,19657,,,,2135,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,16548,12751,1353,32,,,,,,,,,,,,,84,,,,,,,,,,,,,,,,,,,,misc,misc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,bzr
xpra,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,


================================================
FILE: projects.yaml
================================================

# Format of this file:

#  - First we have the "tagsonomy", a tree of tags used to categorize the projects.
#  - After that is "projects", a list of awesome projects

# Each project has the following format:

#  - name: Project Name
#    repo_url: github or bitbucket or other web link to code
#    wp_url: Wikipedia URL if there is one
#    docs_url: URL to docs
#    home_url: Home page if not one of the above
#    tags: ["", ""]  # see full taxonomy elsewhere in this file
#    desc: Handy project designed for handiness

# Only the name, repo_url, tags, and description are required.

# In the description, avoid references to Python, free/open-source, and
# the app name itself, since those are already present/implied by being
# on the list.

tagsonomy:
  # NOTE: order here controls order of the rendered text
  topic:
    - internet
    - audio
    - video
    - ai:
        title: AI/ML
    - graphics
    - games
    - productivity
    - organization
    - communication # messaging & collab
    - education
    - science
    - cms:
        title: CMS
    - erp:
        title: ERP
    - static_site
    - dev:
        desc: Projects related to software development and adjacent technical areas.
        subtags:
          - scm:
              title: SCM
          - code_review
          - storage
          - ops
          - security
          - docs
          - editor
          - pkg_mgr:
              title: Package Managers
          - pkg_repo:
              title: Package Repositories
          - build
          - shell
    - misc
  framework: # (?)
    - desktop:
        - gtk
        - qt:
            subtags:
              - qt4
              - qt5
              - qt45 # hybrid
              - qt6
              - qt56 # hybrid
        - wx
        - pygame
        - other
        - tui
    - network:
        - flask
        - django
        - twisted
        - gevent
        - plone
        - other
    - nui: # ?
        - beeware # not actually used here atm
        - kivy
    - hybrid:
        - c
        - cpp
        - js

  platform:
    - desktop:
        subtags:
          - linux
          - windows
          - mac
          - console
    - mobile:
        subtags:
          - android
    - browser
    - server:
        subtags: # sep tag for container, maybe separate top-level group for packaging in general?
          - docker
          - flatpak
          - appimage

  license:
    - bsd:
        subtags:
          - bsd3
          - bsd2
    - gpl:
        subtags:
          - gplv2
          - gplv3
          - lgpl
          - agpl
    - apache
    - mit
    - proprietary

projects:

# Internet

  - name: ArchiveBox
    repo_url: https://github.com/pirate/ArchiveBox
    home_url: https://archivebox.io/
    docs_url: https://github.com/pirate/ArchiveBox/wiki
    date_added: 2019-03-07 18:15:00
    desc: Self-hosted web archive, for creating local, browsable backups of content from the web. Imports HTML, JS, PDFs, video, subtitles, git repositories, and more, from Pocket, Pinboard, browser history, etc.
    tags:
      - internet
      - organization
      - linux
      - windows
      - docker
  - name: archivematica
    repo_url: https://github.com/artefactual/archivematica
    home_url: https://www.archivematica.org/en
    docs_url: https://www.archivematica.org/en/docs
    date_added: 2019-09-04 10:04:00
    desc: Digital preservation system designed to maintain standards-based, long-term access to collections of digital objects, targeted at archivists and librarians.
    tags:
      - internet
      - organization
      - server
  - name: Beaver Habits
    repo_url: https://github.com/daya0576/beaverhabits
    home_url: https://beaverhabits.com/
    demo_url: https://beaverhabits.com/demo
    fund_url: https://buymeacoffee.com/henryzhu
    date_added: 2025-04-25 10:31:00
    desc: Self-hosted habit tracking app without "Goals".
    tags:
      - internet
      - server
      - fastapi
  - name: Bookwyrm
    repo_url: https://github.com/bookwyrm-social/bookwyrm
    home_url: https://bookwyrm.social/
    date_added: 2021-09-10 19:51:00
    desc: Social reading and reviewing, decentralized with ActivityPub.
    tags:
      - internet
      - organization
      - communication
      - server
      - django
  - name: buku
    repo_url: https://github.com/jarun/buku
    docs_url: https://github.com/jarun/buku/wiki
    fund_url: https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=RMLTQ76JSXJ4Q
    date_added: 2020-08-04 00:15:00
    desc: Browser-independent bookmark manager with CLI and web server frontends, with integrations for browsers, cloud-based bookmark managers, and emacs.
    tags:
      - internet
      - organization
      - linux
      - windows
      - mac
      - server
  - name: Canto
    repo_url: https://github.com/themoken/canto-next
    wp_url: https://en.wikipedia.org/wiki/Canto_%28news_aggregator%29
    date_added: 2018-11-24 02:37:00
    desc: RSS daemon and [curses-based client](https://github.com/themoken/canto-curses).
    tags:
      - internet
      - linux
      - tui
  - name: Codex
    repo_url: https://github.com/ajslater/codex
    demo_url: https://codex.sl8r.net/r/0/1
    date_added: 2024-06-29 08:59:00
    desc: Self-hostable comic archive browser and reader.
    tags:
      - internet
      - server
      - django
  - name: CTFd
    repo_url: https://github.com/CTFd/CTFd
    home_url: https://ctfd.io/
    docs_url: https://github.com/CTFd/CTFd/wiki
    date_added: 2020-01-12 03:28:00
    desc: CTFd is a Capture The Flag framework focusing on ease of use and customizability. It comes with everything you need to run a CTF and it's easy to customize with plugins and themes.
    tags:
      - internet
      - server
  - name: Deluge
    repo_url: https://github.com/deluge-torrent/deluge
    home_url: https://deluge-torrent.org/
    fund_url: https://www.patreon.com/deluge_cas
    wp_url: https://en.wikipedia.org/wiki/Deluge_%28software%29
    date_added: 2018-11-26 01:59:00
    desc: Popular, lightweight, cross-platform BitTorrent client.
    tags:
      - internet
      - linux
      - windows
      - mac
      - server
      - gtk
  - name: Dispatch
    repo_url: https://github.com/Netflix/dispatch
    blog_url: https://netflixtechblog.com/introducing-dispatch-da4b8a2a8072
    docs_url: https://netflix.github.io/dispatch
    date_added: 2024-01-27 12:37:00
    desc: Incident management service featuring integrations for notifications and task management. Used at Netflix.
    tags:
      - internet
      - dev
      - server
      - calver
      - corp
      - fastapi
  - name: DollarDollar Bill Y'all
    repo_url: https://github.com/harung1993/dollardollar
    demo_url: https://ddby.finforward.xyz/
    fund_url: https://buymeacoffee.com/cCFW6gZz28
    date_added: 2025-04-25 10:35:00
    desc: Self-hosted money management and expense splitting web service.
    tags:
      - internet
      - server
      - flask
  - name: Elixire
    repo_url: https://gitlab.com/elixire/elixire
    home_url: https://elixi.re/
    docs_url: https://gitlab.com/elixire/api-docs
    date_added: 2019-09-11 09:58:00
    desc: Featureful file host and link shortener with API and support for multiple vanity urls.
    tags:
      - internet
      - server
  - name: FlaskBB
    repo_url: https://github.com/flaskbb/flaskbb
    home_url: https://flaskbb.org/
    demo_url: https://forums.flaskbb.org/
    docs_url: https://flaskbb.readthedocs.io/en/latest
    date_added: 2019-09-10 18:55:00
    desc: A classic web forum application (bulletin board) with a modern look.
    tags:
      - internet
      - server
  - name: gPodder
    repo_url: https://github.com/gpodder/gpodder
    home_url: https://gpodder.org/
    date_added: 2018-12-17 10:51:00
    desc: Simple, mature media aggregator and podcast client.
    tags:
      - internet
      - linux
      - windows
      - mac
      - gtk
  - name: Grafana OnCall
    repo_url: https://github.com/grafana/oncall
    docs_url: https://grafana.com/docs/grafana-cloud/oncall/open-source
    date_added: 2022-07-09 14:03:00
    desc: Developer-friendly incident response with brilliant Slack integration, with a PagerDuty migration path.
    tags:
      - internet
      - server
      - corp
      - django
  - name: hosts
    repo_url: https://github.com/StevenBlack/hosts
    date_added: 2019-10-18 14:45:00
    desc: Command-line application which merges reputable [hosts files](https://en.wikipedia.org/wiki/Hosts_(file)) with deduplication for the purpose of blocking undesirable websites via DNS blackhole.
    tags:
      - internet
      - security
      - linux
      - windows
      - mac
  - name: httpie
    repo_url: https://github.com/jakubroztocil/httpie
    home_url: https://httpie.org/
    pypi_url: https://pypi.org/project/httpie
    date_added: 2019-10-10 23:15:00
    desc: Command-line HTTP client with JSON support, syntax highlighting, wget-like downloads, extensions, and more.
    tags:
      - internet
      - dev
      - linux
      - windows
      - mac
  - name: Isso
    repo_url: https://github.com/posativ/isso
    home_url: https://posativ.org/isso
    date_added: 2019-09-10 18:51:00
    desc: Lightweight commenting server, designed as a drop-in replacement for Disqus.
    tags:
      - internet
      - server
  - name: KindleEar
    repo_url: https://github.com/cdhigh/KindleEar
    docs_url: https://github.com/cdhigh/KindleEar/blob/master/readme_EN.md
    date_added: 2019-03-06 09:57:00
    desc: Web application to automatically aggregate RSS into periodical mobi/epub files with images and send it to your kindle or your email.
    tags:
      - internet
      - server
  - name: liberapay.com
    repo_url: https://github.com/liberapay/liberapay.com
    home_url: https://liberapay.com/
    wp_url: https://en.wikipedia.org/wiki/Liberapay
    date_added: 2024-01-27 12:49:00
    desc: A recurrent donations platform, formerly known as gittip and gratipay.
    tags:
      - internet
      - server
  - name: Mealie
    repo_url: https://github.com/mealie-recipes/mealie
    home_url: https://mealie.io/
    demo_url: https://demo.mealie.io/login
    docs_url: https://nightly.mealie.io/
    fund_url: https://github.com/sponsors/hay-kot
    date_added: 2024-01-27 12:31:00
    desc: Self-hostable recipe management server with rich user interface and automatic backups.
    tags:
      - internet
      - organization
      - server
      - fastapi
  - name: Mylar
    repo_url: https://github.com/evilhero/mylar
    date_added: 2019-10-01 14:39:00
    desc: A web-based automated comic book downloader (cbr/cbz) for use with SABnzbd, NZBGet, and torrents.
    tags:
      - internet
      - graphics
      - linux
  - name: Neubot
    repo_url: https://github.com/neubot/neubot
    home_url: http://www.neubot.org/
    date_added: 2018-11-26 01:59:00
    desc: Lightweight agent which collects data for net-neutrality research.
    tags:
      - internet
      - linux
      - windows
      - mac
  - name: NewsBlur
    repo_url: https://github.com/samuelclay/NewsBlur
    home_url: https://www.newsblur.com/
    date_added: 2019-01-25 09:25:00
    desc: Web-based personal news reader.
    tags:
      - internet
      - server
      - django
  - name: Newspipe
    repo_url: https://git.sr.ht/~cedric/newspipe
    home_url: https://www.newspipe.org/
    docs_url: https://newspipe.readthedocs.io/en/latest
    gh_url: https://github.com/cedricbonhomme/newspipe
    date_added: 2019-09-11 09:39:00
    desc: Web-based news aggregator and reader.
    tags:
      - internet
      - server
  - name: nsupdate.info
    repo_url: https://github.com/nsupdate-info/nsupdate.info
    docs_url: https://nsupdateinfo.readthedocs.io/en/latest
    pypi_url: https://pypi.org/project/nsupdate
    date_added: 2019-09-10 22:38:00
    desc: Featureful dynamic DNS service, using the Dynamic DNS UPDATE protocol ([RFC 2136](https://tools.ietf.org/html/rfc2136)) to update BIND and other major nameservers.
    tags:
      - internet
      - ops
      - server
  - name: Nyaa
    repo_url: https://github.com/nyaadevs/nyaa
    date_added: 2019-08-30 09:44:00
    desc: Bittorrent tracker software built for anime site [nyaa.si](https://nyaa.si/).
    tags:
      - internet
      - server
  - name: Open Event Server
    repo_url: https://github.com/fossasia/open-event-server
    demo_url: https://api.eventyay.com/
    date_added: 2024-01-27 12:25:00
    desc: Enable event organizers to manage events from meetups to concerts to conferences, with support for multiple tracks and venues. Used by [FOSSASIA](https://fossasia.org/) and [eventyay](https://eventyay.com/).
    tags:
      - internet
      - organization
      - server
  - name: Pi-Hole
    repo_url: https://github.com/pi-hole/pi-hole
    home_url: https://pi-hole.net/
    wp_url: https://en.wikipedia.org/wiki/Pi-hole
    date_added: 2018-12-17 10:51:00
    desc: Linux network-level advertisement and internet tracker blocking application which acts as a DNS sinkhole, and (optionally) a DHCP server, intended for use on a private network.
    tags:
      - internet
      - linux
      - server
  - name: Planet
    repo_url: https://github.com/python/planet
    home_url: https://web.archive.org/web/20051029095046/http%3A/www.planetplanet.org
    # see_also: https://people.gnome.org/~jdub/bzr/planet/devel/trunk/
    wp_url: https://en.wikipedia.org/wiki/Planet_%28software%29
    date_added: 2018-11-26 01:59:00
    desc: RSS and Atom feed aggregator, designed to collect posts from the weblogs of members of an Internet community and display them on a single page. Used to power [Planet Python](https://planetpython.org/) and many more.
    tags:
      - internet
      - server
  - name: Pol
    repo_url: https://github.com/taroved/pol
    home_url: https://politepol.com/
    date_added: 2019-09-30 10:07:00
    desc: Web application which allows users to subscribe to changes on a web site via an autogenerated RSS feed.
    tags:
      - internet
      - server
  - name: PostHog
    repo_url: https://github.com/PostHog/posthog
    home_url: https://posthog.com/
    docs_url: https://posthog.com/docs
    date_added: 2022-07-09 14:09:00
    desc: Self-hostable product analytics for tracking events, visualizing funnels, and much more.
    tags:
      - internet
      - docker
  - name: PyLoad
    repo_url: https://github.com/pyload/pyload
    home_url: https://pyload.net/
    date_added: 2019-09-04 20:22:00
    desc: Download manager with a web interface and API.
    tags:
      - internet
      - linux
      - windows
      - mac
  - name: Qute Browser
    repo_url: https://github.com/qutebrowser/qutebrowser
    home_url: https://www.qutebrowser.org/
    date_added: 2018-11-26 01:59:00
    desc: Keyboard-driven, minimal, `vim`-like browser based on PyQt5.
    tags:
      - internet
      - linux
      - windows
      - mac
      - qt5
  - name: Reddit
    repo_url: https://github.com/reddit-archive/reddit
    home_url: http://reddit.com/
    date_added: 2018-11-26 01:59:00
    desc: Social news forum with voting, commenting, karma, and more. (Archival repo from 2017.)
    tags:
      - internet
      - server
  - name: SABnzbd
    repo_url: https://github.com/sabnzbd/sabnzbd
    home_url: https://sabnzbd.org/
    docs_url: https://sabnzbd.org/wiki
    date_added: 2018-12-03 12:30:00
    desc: Simple, cross-platform newsreader for downloading from Usenet. Supports many integrations and 16 languages.
    tags:
      - internet
      - linux
      - windows
      - mac
      - server
  - name: Searx
    repo_url: https://github.com/asciimoo/searx
    docs_url: https://asciimoo.github.io/searx
    date_added: 2019-01-27 01:50:00
    desc: Self-hosted metasearch engine, aggregating results from more than 70 services while avoiding tracking and profiling.
    tags:
      - internet
      - security
      - server
      - flask
  - name: speedtest-cli
    repo_url: https://github.com/sivel/speedtest-cli
    pypi_url: https://pypi.org/project/speedtest-cli
    date_added: 2019-01-27 15:37:00
    desc: Command-line interface for testing Internet bandwidth using [speedtest.net](https://speedtest.net).
    tags:
      - internet
      - console
  - name: streamlink
    repo_url: https://github.com/streamlink/streamlink
    home_url: https://streamlink.github.io/
    pypi_url: https://pypi.org/project/streamlink
    date_added: 2019-01-08 17:40:00
    desc: Command-line utility that extracts streams from various services and pipes them into a video player of choice.
    tags:
      - internet
      - linux
      - windows
      - mac
  - name: syncserver
    repo_url: https://github.com/mozilla-services/syncserver
    docs_url: https://mozilla-services.readthedocs.io/en/latest/howtos/run-sync-1.5.html
    date_added: 2019-09-04 19:49:00
    desc: All-in-one package for running a self-hosted Mozilla Firefox Sync server.
    tags:
      - internet
      - server
  - name: Tautulli
    repo_url: https://github.com/Tautulli/Tautulli
    home_url: https://tautulli.com/
    fund_url: https://www.patreon.com/Tautulli
    date_added: 2024-01-27 12:14:00
    desc: Web monitor for Plex Media Server.
    tags:
      - internet
      - video
      - server
  - name: Tribler
    repo_url: https://github.com/Tribler/tribler
    home_url: http://www.tribler.org/
    wp_url: https://en.wikipedia.org/wiki/Tribler
    date_added: 2018-11-26 01:59:00
    desc: Privacy enhanced BitTorrent client with P2P content discovery.
    tags:
      - internet
      - linux
      - windows
      - mac
      - qt5
  - name: You-Get
    repo_url: https://github.com/soimort/you-get
    home_url: https://you-get.org/
    date_added: 2018-11-26 01:59:00
    desc: Command-line program to browserlessly scrape and stream video, audio, and images from web sites.
    tags:
      - internet
      - linux
      - windows
      - mac
  - name: youtube-dl
    repo_url: https://github.com/rg3/youtube-dl
    home_url: http://rg3.github.io/youtube-dl
    pypi_url: https://pypi.org/project/youtube_dl
    date_added: 2018-11-26 01:59:00
    desc: Command-line program to browserlessly archive video and audio from YouTube and hundreds of other sites.
    tags:
      - internet
      - linux
      - windows
      - mac
  - name: ZeroNet
    repo_url: https://github.com/HelloZeroNet/ZeroNet
    home_url: https://zeronet.io/
    docs_url: https://zeronet.readthedocs.io/en/latest
    wp_url: https://en.wikipedia.org/wiki/ZeroNet
    date_added: 2018-12-20 16:02:00
    desc: Open, free, and uncensorable websites, using Bitcoin cryptography and BitTorrent network.
    tags:
      - internet
      - linux
      - windows
      - mac

# Audio

  - name: Beets
    repo_url: https://github.com/beetbox/beets
    home_url: http://beets.io/
    pypi_url: https://pypi.org/project/beets
    date_added: 2018-12-24 18:02:00
    desc: Feature-rich command-line music library manager with web UI, duplicate detection, transcoding, and tagging support, integrating with MusicBrainz, Discogs, and more.
    tags:
      - audio
      - linux
      - windows
      - mac
  - name: Exaile
    repo_url: https://github.com/exaile/exaile
    wp_url: https://en.wikipedia.org/wiki/Exaile
    date_added: 2018-11-24 02:37:00
    desc: Cross-platform audio player, tag editor, and library organizer.
    tags:
      - audio
      - linux
      - windows
      - mac
      - gtk
  - name: Frescobaldi
    repo_url: https://github.com/wbsoft/frescobaldi
    wp_url: https://en.wikipedia.org/wiki/Frescobaldi_%28software%29
    date_added: 2018-11-24 02:37:00
    desc: An editor for [LilyPond](https://en.wikipedia.org/wiki/LilyPond) music files.
    tags:
      - audio
      - linux
      - windows
      - mac
      - qt
  - name: Friture
    repo_url: https://github.com/tlecomte/friture
    home_url: http://friture.org/
    date_added: 2018-12-17 10:51:00
    desc: Visualizes and analyzes live audio data in real-time, including scope, spectrum analyzer, rolling 2D spectrogram, and more.
    tags:
      - audio
      - linux
      - windows
      - mac
      - qt5
  - name: Funkwhale
    repo_url: https://dev.funkwhale.audio/funkwhale/funkwhale
    home_url: https://funkwhale.audio/en_US
    clone_url: git+https://dev.funkwhale.audio/funkwhale/funkwhale.git
    docs_url: https://docs.funkwhale.audio/
    date_added: 2019-09-11 17:50:00
    desc: Web-based, community-driven project that lets you listen and share music and audio within a decentralized, open network.
    tags:
      - audio
      - server
  - name: GNU Radio
    repo_url: https://github.com/gnuradio/gnuradio # hybrid-cpp
    home_url: https://www.gnuradio.org/
    wp_url: https://en.wikipedia.org/wiki/GNU_Radio
    date_added: 2018-11-24 02:37:00
    desc: Software development toolkit that provides signal processing blocks to implement software-defined radios and signal-processing systems.
    tags:
      - audio
      - linux
      - windows
      - mac
      - cpp
      - qt
  - name: GNU Solfege
    repo_url: http://git.savannah.gnu.org/cgit/solfege.git
    clone_url: git+https://git.savannah.gnu.org/git/solfege.git
    wp_url: https://en.wikipedia.org/wiki/GNU_Solfege # ear training, non-github
    date_added: 2018-11-24 02:37:00
    desc: An ear-training program intended to help musicians improve their skills.
    tags:
      - audio
      - linux
      - windows
      - mac
      - gtk
  - name: Mopidy
    repo_url: https://github.com/mopidy/mopidy
    home_url: https://www.mopidy.com/
    date_added: 2019-01-27 01:57:00
    desc: Extensible music player server with plugin support for a wide range of services.
    tags:
      - audio
      - server
  - name: Music Player
    repo_url: https://github.com/albertz/music-player
    home_url: http://albertz.github.io/music-player
    date_added: 2019-09-29 17:58:00
    desc: A simple music player designed around an infinite intelligent playlist, with support for headless playback.
    tags:
      - audio
      - linux
      - mac
  - name: MusicBrainz Picard
    repo_url: https://github.com/metabrainz/picard
    home_url: https://picard.musicbrainz.org/
    wp_url: https://en.wikipedia.org/wiki/MusicBrainz_Picard
    date_added: 2018-11-24 02:37:00
    desc: Automatically identify, tag, and organize music albums and other digital audio recordings.
    tags:
      - audio
      - linux
      - windows
      - mac
      - qt
  - name: PuddleTag
    repo_url: https://github.com/keithgg/puddletag
    wp_url: https://en.wikipedia.org/wiki/Puddletag
    date_added: 2018-11-24 02:37:00
    desc: An audio tag (metadata) editor for audio file formats.
    tags:
      - audio
      - linux
      - qt4
  - name: Quod Libet
    repo_url: https://github.com/quodlibet/quodlibet
    wp_url: https://en.wikipedia.org/wiki/Quod_Libet_%28software%29
    date_added: 2018-11-24 02:37:00
    desc: Cross-platform audio player, tag editor, and library organizer.
    tags:
      - audio
      - linux
      - windows
      - mac
      - gtk
  - name: SoundConverter
    repo_url: https://github.com/kassoulet/soundconverter
    wp_url: https://en.wikipedia.org/wiki/GNOME_SoundConverter
    date_added: 2018-11-24 02:37:00
    desc: A GNOME-based audio file transcoder.
    tags:
      - audio
      - linux
      - gtk
  - name: SoundGrain
    repo_url: https://github.com/belangeo/soundgrain
    home_url: http://ajaxsoundstudio.com/software/soundgrain
    fund_url: https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=9CA99DH6ES3HA
    date_added: 2019-09-28 02:53:00
    desc: Graphical interface designed for drawing and editing trajectories to control [granular sound synthesis](https://en.wikipedia.org/wiki/Granular_synthesis).
    tags:
      - audio
      - linux
      - windows
      - mac
  - name: Stargate DAW
    repo_url: https://github.com/stargatedaw/stargate
    date_added: 2023-03-27 23:03:00
    desc: All-in-one Digital Audio Workstation (DAW) with a suite of instrument and effect plugins.
    tags:
      - audio
      - linux
      - windows
      - mac
      - qt56
  - name: Supysonic
    repo_url: https://github.com/spl0k/supysonic
    date_added: 2019-09-30 18:41:00
    desc: Implementation of the [Subsonic server API](http://www.subsonic.org/), with support for browsing, streaming, transcoding, scrobbling, and more.
    tags:
      - audio
      - server
  - name: Whipper
    repo_url: https://github.com/whipper-team/whipper
    date_added: 2019-11-13 11:20:00
    desc: A CLI-based CD Audio ripper designed for accuracy over speed, with support for overriding hardware caches, accuracy verification, MusicBrainz metadata lookup, hidden tracks, FLAC, and much more.
    tags:
      - audio
      - linux

# Video

  - name: Flowblade
    repo_url: https://github.com/jliljebl/flowblade
    wp_url: https://en.wikipedia.org/wiki/Flowblade
    date_added: 2018-11-24 02:37:00
    desc: Multitrack, non-linear video editing software for Linux.
    tags:
      - video
      - linux
      - gtk
  - name: Open Streaming Platform
    repo_url: https://gitlab.com/Deamos/flask-nginx-rtmp-manager
    date_added: 2019-09-11 18:02:00
    desc: Self-hosted video streaming and recording server, designed as an alternative to Twitch and YouTube.
    tags:
      - video
      - games
      - server
  - name: OpenShot
    repo_url: https://github.com/OpenShot/openshot-qt
    home_url: https://www.openshot.org/
    fund_url: https://www.patreon.com/openshot
    wp_url: https://en.wikipedia.org/wiki/OpenShot
    date_added: 2018-11-24 02:37:00
    desc: A cross-platform video editor for FreeBSD, Linux, macOS, and Windows.
    tags:
      - video
      - linux
      - windows
      - mac
      - qt5
  - name: Pitivi
    repo_url: https://gitlab.gnome.org/GNOME/pitivi
    wp_url: https://en.wikipedia.org/wiki/Pitivi
    date_added: 2018-11-24 02:37:00
    desc: Non-linear video editor for Linux, based on GStreamer.
    tags:
      - video
      - linux
      - gtk
  - name: Plumi
    repo_url: https://github.com/plumi/plumi.app
    wp_url: https://en.wikipedia.org/wiki/Plumi
    date_added: 2018-11-24 02:37:00
    desc: Video sharing content management system based on [Plone](https://en.wikipedia.org/wiki/Plone_(software)).
    tags:
      - video
      - cms
      - server
      - plone
  - name: PyVideo
    repo_url: https://github.com/pyvideo/pyvideo
    home_url: https://pyvideo.org/
    date_added: 2019-01-19 11:48:00
    desc: Static media index custom-built for the Python community, and all the content our meetings and conferences produce.
    tags:
      - video
      - static_site
      - linux
      - server
  - name: Vidcutter
    repo_url: https://github.com/ozmartian/vidcutter
    date_added: 2019-09-30 09:41:00
    desc: GUI and CLI aiming to be the fastest and simplest way to cut and join video.
    tags:
      - video
      - linux
      - windows
      - mac

# Ai

  - name: Aim
    repo_url: https://github.com/aimhubio/aim
    home_url: https://aimstack.io/
    blog_url: https://aimstack.io/blog
    date_added: 2024-01-27 12:55:00
    desc: Aim is a self-hostable machine learning experiment tracker designed to handle 10,000s of training runs.
    tags:
      - ai
      - linux
      - server
      - fastapi
  - name: dvc (Data Version Control)
    repo_url: https://github.com/iterative/dvc
    home_url: https://dvc.org/
    docs_url: https://dvc.org/doc
    date_added: 2019-07-15 12:03:00
    desc: Command-line tool for version control over data used in machine learning projects. Aims to replace Excel and other tools used to track and deploy model versions.
    tags:
      - ai
      - organization
      - scm
      - linux
      - windows
      - mac
  - name: MLflow
    repo_url: https://github.com/mlflow/mlflow
    home_url: https://mlflow.org/
    docs_url: https://mlflow.org/docs/latest/index.html
    date_added: 2019-10-29 17:46:00
    desc: Integrated command-line application and web service, supporting an end-to-end machine-learning workflow around tracking, packaging, and deploying. Developed by [Databricks](https://docs.databricks.com/applications/mlflow/index.html).
    tags:
      - ai
      - organization
      - dev
      - linux
      - mac
      - corp
  - name: Polyaxon
    repo_url: https://github.com/polyaxon/polyaxon
    home_url: https://polyaxon.com/
    docs_url: https://docs.polyaxon.com/
    date_added: 2019-08-04 02:18:00
    desc: A web-based platform for reproducible and scalable machine learning experiment management and metrics-tracking, based on kubernetes, with support for TensorFlow, PyTorch, Keras, and many more.
    tags:
      - ai
      - dev
      - server

# Graphics

  - name: cartoonify / Draw This.
    repo_url: https://github.com/danmacnish/cartoonify
    home_url: https://www.kapwing.com/cartoonify
    date_added: 2019-03-07 18:28:00
    desc: Turn a photograph into a toddler's drawing. Automatically!
    tags:
      - graphics
      - console
      - docker
      - hardware
  - name: Cura
    repo_url: https://github.com/Ultimaker/Cura
    home_url: https://ultimaker.com/software/ultimaker-cura
    docs_url: https://ultimaker.com/en/resources/manuals/software
    wp_url: https://en.wikipedia.org/wiki/Cura_%28software%29
    date_added: 2019-10-29 17:37:00
    desc: Popular desktop software for preparation and control of 3D printing, integrated with CAD workflows.
    tags:
      - graphics
      - linux
      - windows
      - mac
      - corp
      - hardware
  - name: DrawBot
    repo_url: https://github.com/typemytype/drawbot
    home_url: http://www.drawbot.com/
    wp_url: https://en.wikipedia.org/wiki/DrawBot
    date_added: 2019-10-18 15:28:00
    desc: A powerful programmatic 2D drawing application for MacOS X which generates graphics from Python scripts.
    tags:
      - graphics
      - education
      - dev
      - mac
  - name: FreeCAD
    repo_url: https://github.com/FreeCAD/FreeCAD
    # fund_url: https://salt.bountysource.com/teams/freecad  # 500ing as of 2020-04-02
    wp_url: https://en.wikipedia.org/wiki/FreeCAD
    date_added: 2018-11-24 02:37:00
    desc: General-purpose parametric 3D CAD modeler and a building information modeling (BIM) software with finite-element-method (FEM) support.
    tags:
      - graphics
      - linux
      - windows
      - mac
      - cpp
      - qt
  - name: Gaphor
    repo_url: https://github.com/gaphor/gaphor
    docs_url: https://gaphor.readthedocs.io/en/latest
    date_added: 2019-04-05 23:48:00
    desc: Simple [UML](https://en.wikipedia.org/wiki/Unified_Modeling_Language) modeling tool designed for beginners.
    tags:
      - graphics
      - docs
      - linux
      - windows
      - mac
      - flatpak
      - gtk
  - name: Lector
    repo_url: https://github.com/BasioMeusPuga/Lector
    date_added: 2019-10-01 14:41:00
    desc: Desktop ebook reader and browser, with support for many formats, including comic book archives.
    tags:
      - graphics
      - linux
  - name: MakeHuman
    repo_url: https://bitbucket.org/MakeHuman/makehuman
    wp_url: https://en.wikipedia.org/wiki/MakeHuman
    date_added: 2018-11-26 01:59:00
    desc: 3D computer graphics software designed for the prototyping of photo realistic humanoids.
    tags:
      - graphics
      - linux
      - windows
      - mac
      - qt
  - name: Meshroom
    repo_url: https://github.com/alicevision/meshroom
    home_url: http://alicevision.github.io/
    date_added: 2019-01-02 09:57:00
    desc: Photogrammetry pipeline, for turning photographs into 3D models.
    tags:
      - graphics
      - linux
      - windows
      - mac
      - qt
  - name: MyPaint
    repo_url: https://github.com/mypaint/mypaint
    home_url: http://mypaint.org/
    wp_url: https://en.wikipedia.org/wiki/MyPaint
    date_added: 2018-11-24 02:37:00
    desc: Raster graphics editor for digital painters with a focus on painting rather than image manipulation.
    tags:
      - graphics
      - linux
      - windows
      - mac
      - gtk
  - name: napari
    repo_url: https://github.com/napari/napari
    home_url: https://napari.org/
    fund_url: https://numfocus.org/donate-to-napari
    date_added: 2024-06-29 09:15:00
    desc: A fast, interactive, multi-dimensional image viewer for annotation and analysis of large images.
    tags:
      - graphics
      - qt
  - name: NFO Viewer
    repo_url: https://github.com/otsaloma/nfoview
    home_url: https://otsaloma.io/nfoview
    date_added: 2019-10-01 21:58:00
    desc: A simple viewer for NFO files and the ASCII art therein, with preset fonts, encodings, automatic window sizing, and clickable hyperlinks.
    tags:
      - graphics
      - misc
      - linux
      - windows
  - name: OCRFeeder
    repo_url: https://gitlab.gnome.org/GNOME/ocrfeeder
    wp_url: https://en.wikipedia.org/wiki/OCRFeeder
    date_added: 2018-11-24 02:37:00
    desc: An optical character recognition suite for GNOME, with support for command-line OCR engines like CuneiForm, GOCR, Ocrad and Tesseract.
    tags:
      - graphics
      - linux
      - gtk
  - name: OCRopus
    repo_url: https://github.com/tmbdev/ocropy
    wp_url: https://en.wikipedia.org/wiki/OCRopus
    date_added: 2018-11-24 02:37:00
    desc: Document analysis and optical character recognition (OCR) system.
    tags:
      - graphics
      - linux
      - mac
      - console
  - name: Octoprint
    repo_url: https://github.com/foosel/OctoPrint
    home_url: https://octoprint.org/
    fund_url: https://www.patreon.com/foosel
    date_added: 2019-04-23 00:08:00
    desc: Web-based controller for consumer 3D printers.
    tags:
      - graphics
      - server
      - flask
      - hardware
  - name: PhotoCollage
    repo_url: https://github.com/adrienverge/PhotoCollage
    date_added: 2018-12-20 00:09:00
    desc: Automatically lays out a photo collage to fill out a given poster space.
    tags:
      - graphics
      - linux
      - gtk
  - name: Photonix
    repo_url: https://github.com/damianmoore/photonix
    home_url: https://photonix.org/
    demo_url: https://demo.photonix.org/
    date_added: 2019-09-17 19:09:00
    desc: Web-based photo management, featuring smart filtering with object recognition, location awareness, color analysis, and more.
    tags:
      - graphics
      - server
  - name: Pynocchio
    repo_url: https://github.com/mstuttgart/pynocchio
    home_url: https://mstuttgart.github.io/pynocchio
    date_added: 2019-10-01 14:33:00
    desc: Minimalist comic reader, supporting many common image and archive formats.
    tags:
      - graphics
      - linux
  - name: Quru Image Server
    repo_url: https://github.com/quru/qis
    home_url: https://www.quruimageserver.com/
    demo_url: https://images.quru.com/demo
    docs_url: https://github.com/quru/qis/blob/master/doc/overview.md
    date_added: 2019-09-17 19:03:00
    desc: High-performance web server for creating and delivering dynamic images.
    tags:
      - graphics
      - server
  - name: SK1
    repo_url: https://github.com/sk1project/sk1-wx
    home_url: https://sk1project.net/ #  (forked from skencil)
    wp_url: https://en.wikipedia.org/wiki/SK1_%28program%29
    date_added: 2018-11-24 02:37:00
    desc: Feature-rich, cross-platform illustration program.
    tags:
      - graphics
      - linux
      - windows
      - mac
      - gtk
      - wx
  - name: Thumbor
    repo_url: https://github.com/thumbor/thumbor
    home_url: http://thumbor.org/
    docs_url: https://thumbor.readthedocs.io/
    date_added: 2019-01-27 02:22:00
    desc: Photo thumbnail service with resizing, flipping, and smart cropping of images.
    tags:
      - graphics
      - dev
      - server

# Games

  - name: 'Cataclysm: Dark Days Ahead (Launcher)'
    repo_url: https://github.com/remyroy/CDDA-Game-Launcher
    home_url: https://cataclysmdda.org/
    date_added: 2019-09-30 18:57:00
    desc: Launcher for popular FOSS game [CDDA](https://cataclysmdda.org/), which supports automatic updates and mod management.
    tags:
      - games
      - linux
      - windows
      - mac
  - name: Frets on Fire X
    repo_url: https://github.com/fofix/fofix
    # see_also: https://github.com/fretsonfire/fof-python
    # see_also: https://github.com/mbenkmann/pydance  # similar (rhythm game on pygame, not actively maintained though)
    date_added: 2018-11-24 02:37:00
    desc: Highly customizable rhythm game supporting many modes of guitar, bass, drum, and vocal gameplay for up to four players.
    tags:
      - games
      - linux
      - windows
      - pygame
  - name: Lucas Chess
    repo_url: https://github.com/lukasmonk/lucaschess
    home_url: http://lucaschess.pythonanywhere.com/
    date_added: 2018-12-24 12:48:00
    desc: Featureful chess client for Windows, with some Linux support.
    tags:
      - games
      - linux
      - windows
      - qt4
  - name: Lutris
    repo_url: https://github.com/lutris/lutris
    home_url: https://lutris.net/
    fund_url: https://www.patreon.com/lutris
    wp_url: https://en.wikipedia.org/wiki/Lutris
    date_added: 2019-01-07 22:16:00
    desc: Gaming platform for GNU/Linux, managing game installations with a unified interface.
    tags:
      - games
      - linux
      - gtk
  - name: PyChess
    repo_url: https://github.com/pychess/pychess
    home_url: http://pychess.org/
    wp_url: https://en.wikipedia.org/wiki/PyChess
    date_added: 2018-11-24 02:37:00
    desc: Advanced chess client, suitable for new, casual, and competitive play.
    tags:
      - games
      - linux
      - windows
      - gtk
  - name: Pyfa
    repo_url: https://github.com/pyfa-org/Pyfa
    date_added: 2019-09-30 19:31:00
    desc: Python Fitting Assistant, cross-platform experimentation tool for [EVE Online](https://en.wikipedia.org/wiki/Eve_Online) ship fittings.
    tags:
      - games
      - linux
      - windows
      - mac
  - name: PySolFC # solitaire games
    repo_url: https://github.com/shlomif/PySolFC
    home_url: https://pysolfc.sourceforge.io/
    android_url: https://f-droid.org/en/packages/org.lufebe16.pysolfc
    date_added: 2018-11-24 02:37:00
    desc: Highly-portable collection of solitaire card games.
    tags:
      - games
      - linux
      - windows
      - android
      - kivy
      - tk
  - name: term2048
    repo_url: https://github.com/bfontaine/term2048
    pypi_url: https://pypi.python.org/pypi/term2048
    date_added: 2019-10-01 22:06:00
    desc: TUI version of [2048](http://gabrielecirulli.github.io/2048/).
    tags:
      - games
      - linux
      - mac
      - tui
  - name: Unknown Horizons
    repo_url: https://github.com/unknown-horizons/unknown-horizons
    home_url: http://unknown-horizons.org/
    date_added: 2018-11-24 02:37:00
    desc: 2D real-time strategy simulation with an emphasis on economy and city building. (Not unlike Age of Empires)
    tags:
      - games
      - linux
      - windows
      - mac

# Productivity

  - name: Autokey
    repo_url: https://github.com/autokey/autokey
    pypi_url: https://pypi.org/project/autokey
    wp_url: https://en.wikipedia.org/wiki/AutoKey
    date_added: 2018-11-24 02:37:00
    desc: Desktop automation utility for Linux and X11.
    tags:
      - productivity
      - linux
      - gtk
      - qt
  - name: Bleachbit
    repo_url: https://github.com/bleachbit/bleachbit
    home_url: https://www.bleachbit.org/
    date_added: 2018-11-24 02:37:00
    desc: System cleaner designed to free disk space and maintain privacy.
    tags:
      - productivity
      - linux
      - windows
      - gtk
  - name: BorgBackup
    repo_url: https://github.com/borgbackup/borg
    home_url: https://www.borgbackup.org/
    date_added: 2019-01-06 17:05:00
    desc: Deduplicating backup system with optional encryption and other features.
    tags:
      - productivity
      - linux
  - name: Bup
    repo_url: https://github.com/Bup/Bup
    home_url: https://bup.github.io/
    date_added: 2018-11-24 02:37:00
    desc: Efficient backup system based on the git packfile format, providing fast incremental saves and global deduplication.
    tags:
      - productivity
      - linux
      - mac
  - name: Duplicity
    repo_url: https://gitlab.com/duplicity/duplicity
    home_url: https://duplicity.us/
    docs_url: https://duplicity.us/docs.html
    date_added: 2024-01-30 10:42:00
    desc: Encrypted bandwidth-efficient backup tool, using the rsync algorithm.
    tags:
      - productivity
      - storage
      - linux
  - name: Excalibur
    repo_url: https://github.com/camelot-dev/excalibur
    # home_url: https://www.tryexcalibur.com/  # down as of 2020-04-02
    date_added: 2018-12-17 10:51:00
    desc: Web interface to extract tabular data from PDFs.
    tags:
      - productivity
      - linux
      - windows
  - name: Glances
    repo_url: https://github.com/nicolargo/glances
    home_url: https://nicolargo.github.io/glances
    docs_url: https://glances.readthedocs.io/en/stable
    date_added: 2019-01-27 15:56:00
    desc: A cross-platform top/htop alternative, providing an overview of system resources.
    tags:
      - productivity
      - ops
      - linux
      - windows
      - mac
      - server
  - name: gmvault
    repo_url: https://github.com/gaubert/gmvault
    home_url: http://gmvault.org/
    date_added: 2018-11-24 02:37:00
    desc: Tool for backing up gmail accounts.
    tags:
      - productivity
      - linux
      - windows
      - mac
      - qt5
  - name: Gridsync
    repo_url: https://github.com/gridsync/gridsync
    date_added: 2019-10-01 20:33:00
    desc: Cross-platform GUI built to synchronize local directories with Tahoe-LAFS storage grids.
    tags:
      - productivity
      - storage
      - linux
      - windows
      - mac
  - name: GTimeLog
    repo_url: https://github.com/gtimelog/gtimelog
    home_url: https://gtimelog.org/
    docs_url: https://gtimelog.org/docs.html
    fund_url: https://ko-fi.com/mgedmin
    date_added: 2019-10-10 23:15:00
    desc: Desktop-based time tracker with support for logging billable/non-billable work.
    tags:
      - productivity
      - organization
      - linux
      - windows
      - mac
  - name: Kibitzr
    repo_url: https://github.com/kibitzr/kibitzr
    home_url: https://kibitzr.github.io/
    docs_url: https://kibitzr.readthedocs.io/
    pypi_url: https://pypi.org/project/kibitzr
    date_added: 2019-09-30 10:10:00
    desc: Self-hosted personal assistant server for automating routine tasks.
    tags:
      - productivity
      - server
  - name: Mackup
    repo_url: https://github.com/lra/mackup
    pypi_url: https://pypi.org/project/mackup
    date_added: 2019-01-27 16:07:00
    desc: Utility to back up and synchronize application settings, with support for several storage backends (e.g., Dropbox, Git), and dozens of applications.
    tags:
      - productivity
      - linux
      - mac
  - name: Metamorphose
    repo_url: https://github.com/metamorphose/metamorphose2
    home_url: http://file-folder-ren.sourceforge.net/
    date_added: 2018-11-24 02:37:00
    desc: Graphical mass renaming program for files and folders.
    tags:
      - productivity
      - linux
      - windows
      - mac
      - wx
  - name: Nuxeo Drive
    repo_url: https://github.com/nuxeo/nuxeo-drive
    home_url: https://www.nuxeo.com/products/drive-desktop-sync
    docs_url: https://doc.nuxeo.com/client-apps/nuxeo-drive
    date_added: 2019-10-31 20:21:00
    desc: Cross-platform desktop synchronization client for the Nuxeo platform.
    tags:
      - productivity
      - storage
      - linux
      - windows
      - mac
      - console
      - appimage
      - lgpl
      - qt5
  - name: nvda
    repo_url: https://github.com/nvaccess/nvda
    home_url: https://www.nvaccess.org/
    date_added: 2018-11-24 02:37:00
    desc: Non-Visual Desktop Access, a powerful screen reader for Windows.
    tags:
      - productivity
      - windows
      - wx
  - name: OCRmyPDF
    repo_url: https://github.com/ocrmypdf/ocrmypdf
    docs_url: http://ocrmypdf.readthedocs.io/
    fund_url: https://opencollective.com/james-barlow
    snap_url: https://snapcraft.io/ocrmypdf
    date_added: 2022-07-09 22:44:00
    desc: Adds an OCR text layer to scanned PDF files, enabling text search and selection.
    tags:
      - productivity
      - console
  - name: PDF Arranger
    repo_url: https://github.com/pdfarranger/pdfarranger
    snap_url: https://snapcraft.io/pdfarranger
    date_added: 2024-01-27 12:18:00
    desc: Merge and split PDF documents, as well as crop and rearrange pages.
    tags:
      - productivity
      - linux
      - windows
      - gtk
  - name: Plover
    repo_url: https://github.com/openstenoproject/plover
    home_url: https://www.openstenoproject.org/plover
    docs_url: https://github.com/openstenoproject/plover/wiki
    fund_url: https://www.openstenoproject.org/donate
    date_added: 2019-05-07 14:25:00
    desc: Background service for automatic translation of stenography movements to keystrokes, enabling typing speeds in excess of 200WPM in any application.
    tags:
      - productivity
      - linux
      - windows
      - mac
      - hardware
      - qt5
  - name: Psono
    repo_url: https://gitlab.com/psono/psono-server
    home_url: https://psono.com/
    demo_url: https://www.psono.pw/
    docs_url: https://doc.psono.com/
    date_added: 2019-09-12 11:33:00
    desc: Server-based password manager, built for teams.
    tags:
      - productivity
      - security
      - server
  - name: Ranger
    repo_url: https://github.com/ranger/ranger
    home_url: https://ranger.github.io/
    date_added: 2018-11-24 02:37:00
    desc: TUI ([Text User Interface](https://en.wikipedia.org/wiki/Text-based_user_interface)) file manager, inspired by vim.
    tags:
      - productivity
      - linux
      - tui
  - name: Redash
    repo_url: https://github.com/getredash/redash
    home_url: https://redash.io/
    date_added: 2019-01-27 15:50:00
    desc: Data visualization and dashboard construction geared toward business intelligence, used by Mozilla, SoundCloud, Sentry, and others.
    tags: # need that business topic
      - productivity
      - server
      - flask
  - name: ReproZip
    repo_url: https://github.com/VIDA-NYU/reprozip
    home_url: https://www.reprozip.org/
    demo_url: https://examples.reprozip.org/
    docs_url: https://docs.reprozip.org/
    pypi_url: https://pypi.org/project/reprozip
    date_added: 2019-11-13 10:04:00
    desc: Command-line tool which automatically builds reproducible experiments archives from console commands, designed for use in computational science.
    tags:
      - productivity
      - science
      - linux
  - name: Sunflower
    repo_url: https://github.com/MeanEYE/Sunflower
    home_url: http://sunflower-fm.org/
    date_added: 2019-09-29 22:17:00
    desc: Small and highly-customizable twin-panel file manager for Linux with plugin support.
    tags:
      - productivity
      - linux
  - name: Superset
    repo_url: https://github.com/apache/incubator-superset
    docs_url: http://superset.apache.org/
    date_added: 2019-09-04 19:12:00
    desc: Data exploration, visualization, and business intelligence web application.
    tags:
      - productivity
      - server
  - name: VisiData
    repo_url: https://github.com/saulpw/visidata
    home_url: https://visidata.org/
    docs_url: https://visidata.org/docs
    fund_url: https://patreon.com/saulpw
    pypi_url: https://pypi.org/project/visidata
    date_added: 2019-10-29 10:00:00
    desc: Interactive multitool for exploring, analyzing, and converting datasets in the terminal.
    tags:
      - productivity
      - linux
      - mac
      - tui
  - name: Vorta
    repo_url: https://github.com/borgbase/vorta
    home_url: https://vorta.borgbase.com/
    date_added: 2019-10-01 21:35:00
    desc: GUI backup client built on top of [BorgBackup](https://borgbackup.readthedocs.io/).
    tags:
      - productivity
      - linux
      - mac
  - name: wttr.in
    repo_url: https://github.com/chubin/wttr.in
    home_url: http://wttr.in/
    date_added: 2019-05-25 18:11:00
    desc: Weather forecast service that supports various representations, suitable for the terminal or web browser.
    tags:
      - productivity
      - server
      - flask

# Organization

  - name: Ambar
    repo_url: https://github.com/RD17/ambar
    home_url: https://ambar.cloud/
    demo_url: https://app.ambar.cloud/
    docs_url: https://ambar.cloud/docs/system-requirements
    date_added: 2019-09-17 19:16:00
    desc: Document search engine with automated crawling, OCR, tagging, and instant full-text search.
    tags:
      - organization
      - server
  - name: Baby Buddy
    repo_url: https://github.com/cdubz/babybuddy
    demo_url: http://demo.baby-buddy.net/
    date_added: 2019-09-12 00:30:00
    desc: Mobile-friendly web application which helps caregivers track sleep, feedings, diaper changes, and tummy time to learn about and predict baby's needs without (as much) guesswork.
    tags:
      - organization
      - server
  - name: Baserow
    repo_url: https://gitlab.com/bramw/baserow
    home_url: https://baserow.io/
    docs_url: https://baserow.io/docs
    gh_url: https://github.com/bram2w/baserow
    date_added: 2021-04-13 22:17:00
    desc: Web-based no-code persistence platform, like a database meets a spreadsheet, with a REST API.
    tags:
      - organization
      - storage
      - server
      - django
  - name: beancount
    repo_url: https://bitbucket.org/blais/beancount
    home_url: http://furius.ca/beancount
    docs_url: https://docs.google.com/document/d/1RaondTJCS_IUPBHFNdT8oqFKJjVJDsfsn6JEjBG04eA/edit
    gh_url: https://github.com/beancount/beancount
    pypi_url: https://pypi.org/project/beancount
    date_added: 2019-09-12 00:05:00
    desc: A double-entry bookkeeping language to define financial transaction records in plain text, then generate a variety of reports, via CLI and web interface. (See also, [Plain Text Accounting](https://plaintextaccounting.org/)).
    tags:
      - organization
      - linux
      - windows
      - mac
  - name: Byro
    repo_url: https://github.com/byro/byro
    docs_url: https://byro.readthedocs.io/
    date_added: 2019-09-30 10:15:00
    desc: Web-based membership administration tool for small and medium sized clubs/NGOs/associations of all kinds, with a focus on the DACH region.
    tags:
      - organization
      - server
  - name: Calibre
    repo_url: https://github.com/kovidgoyal/calibre
    home_url: https://calibre-ebook.com/
    fund_url: https://www.patreon.com/kovidgoyal
    wp_url: https://en.wikipedia.org/wiki/Calibre_%28software%29
    date_added: 2018-11-24 02:37:00
    desc: E-book manager designed for viewing, converting, editing, and cataloging e-books in all major formats.
    tags:
      - organization
      - linux
      - windows
      - mac
      - qt5
  - name: Calibre-Web
    repo_url: https://github.com/janeczku/calibre-web
    date_added: 2019-09-11 10:10:00
    desc: Web application providing a clean interface for browsing, reading, and downloading ebooks using an existing [Calibre](https://calibre-ebook.com/) database.
    tags:
      - organization
      - linux
  - name: CherryTree
    repo_url: https://github.com/giuspen/cherrytree
    home_url: https://www.giuspen.com/cherrytree
    date_added: 2018-12-21 09:43:00
    desc: Hierarchical wiki-like personal notepad, featuring rich text and syntax highlighting.
    tags:
      - organization
      - linux
      - windows
      - gtk
  - name: Collaborate
    repo_url: https://github.com/propublica/django-collaborative
    docs_url: https://propublica.gitbook.io/collaborate-user-manual
    date_added: 2019-09-11 14:05:00
    desc: Web-based collaboration tool designed by [Propublica](https://www.propublica.org/nerds/making-collaborative-data-projects-easier-our-new-tool-collaborate-is-here) for newsrooms to share datasets, with a workflow built around assigning tips and maintaining contacts.
    tags:
      - organization
      - communication
      - server
  - name: CouchPotato
    repo_url: https://github.com/CouchPotato/CouchPotatoServer
    home_url: http://couchpota.to/
    date_added: 2019-09-04 20:17:00
    desc: Personal video recorder focused on movies, with support for usenet and torrents.
    tags:
      - organization
      - linux
      - windows
      - mac
  - name: dupeGuru
    repo_url: https://github.com/arsenetar/dupeguru
    home_url: https://dupeguru.voltaicideas.net/
    docs_url: https://dupeguru.voltaicideas.net/help/en
    date_added: 2019-10-01 20:18:00
    desc: Cross-platform GUI tool to find duplicate files.
    tags:
      - organization
      - linux
      - windows
      - mac
  - name: fava
    repo_url: https://github.com/beancount/fava
    demo_url: https://fava.pythonanywhere.com/huge-example-file/income_statement
    docs_url: https://beancount.github.io/fava
    date_added: 2019-09-12 00:13:00
    desc: Web interface for the double-entry bookkeeping software [Beancount](http://furius.ca/beancount/) with a focus on features and usability.
    tags:
      - organization
      - linux
      - windows
      - mac
  - name: Gramps
    repo_url: https://github.com/gramps-project/gramps
    home_url: https://gramps-project.org/
    date_added: 2018-11-24 02:37:00
    desc: Genealogy software that is both intuitive for hobbyists and feature-complete for professional genealogists.
    tags:
      - organization
      - linux
      - windows
      - mac
      - gtk
  - name: Headphones
    repo_url: https://github.com/rembo10/headphones
    docs_url: https://github.com/rembo10/headphones/wiki
    date_added: 2019-09-04 23:30:00
    desc: Web-based digital music library for automating music downloads through Usenet and torrents.
    tags:
      - organization
      - linux
      - windows
      - mac
  - name: ihatemoney
    repo_url: https://github.com/spiral-project/ihatemoney
    home_url: https://ihatemoney.org/
    docs_url: https://ihatemoney.readthedocs.io/
    date_added: 2019-09-11 18:15:00
    desc: Web application made to ease shared budget management by keeping track of who bought what, when, and for whom.
    tags:
      - organization
      - server
  - name: Indico
    repo_url: https://github.com/indico/indico
    home_url: https://getindico.io/
    demo_url: https://sandbox.getindico.io/
    docs_url: https://docs.getindico.io/en/stable/installation
    date_added: 2019-09-10 21:21:00
    desc: Feature-rich web application designed at [CERN](https://en.wikipedia.org/wiki/CERN) for managing events, with support for conference organization workflow, from content management to receiving and reviewing abstracts/papers, event registration, payment integration, room booking, and more.
    tags:
      - organization
      - communication
      - server
  - name: Invenio
    repo_url: https://github.com/inveniosoftware/invenio
    docs_url: https://invenio.readthedocs.io/
    date_added: 2018-11-24 02:37:00
    desc: Customizable platform for running a trusted digital repository. # might be more of a framework..
    tags:
      - organization
      - linux
  - name: jrnl
    repo_url: https://github.com/maebert/jrnl
    home_url: http://jrnl.sh/
    date_added: 2019-06-12 10:00:00
    desc: Simple, ecncrypted journal application for your command line.
    tags:
      - organization
      - linux
      - windows
      - mac
      - homebrew
  - name: LazyLibrarian
    repo_url: https://gitlab.com/LazyLibrarian/LazyLibrarian
    docs_url: https://lazylibrarian.gitlab.io/
    forum_url: https://www.reddit.com/r/LazyLibrarian
    date_added: 2019-09-04 20:31:00
    desc: Web-based digital library organizer with support for following authors and automatic metadata retrieval.
    tags:
      - organization
      - linux
      - mac
  - name: Mathesar
    repo_url: https://github.com/mathesar-foundation/mathesar
    home_url: https://mathesar.org/?ref=awesome-python-applications
    demo_url: https://demo.mathesar.org/
    docs_url: https://docs.mathesar.org/
    fund_url: https://mathesar.org/sponsor.html
    date_added: 2024-01-27 12:43:00
    desc: Self-hostable web application which provides a spreadsheet-like interface to a PostgreSQL database, enabling users of all technical skill levels to design data models, enter data, and build reports.
    tags:
      - organization
      - storage
      - server
      - django
  - name: Mayan
    repo_url: https://gitlab.com/mayan-edms/mayan-edms
    home_url: https://www.mayan-edms.com/
    docs_url: https://docs.mayan-edms.com/
    fund_url: https://www.paypal.me/MayanEDMS
    pypi_url: https://pypi.org/project/mayan-edms/3.2.7
    date_added: 2019-09-10 22:46:00
    desc: Web-based document management system, designed to store, introspect, and categorize files, with OCR, preview, label, signing, and sending capabilities. Also featuring workflow system, role-based access control, and REST API.
    tags:
      - organization
      - server
  - name: OpenLibrary
    repo_url: https://github.com/internetarchive/openlibrary
    home_url: https://openlibrary.org/
    wp_url: https://en.wikipedia.org/wiki/Open_Library
    date_added: 2018-11-24 02:37:00
    desc: Web application for an open, editable library catalog, used by [The Internet Archive](https://archive.org/) towards building a web page for every book ever published.
    tags:
      - organization
      - linux
      - windows
      - mac
      - docker
  - name: Paperless
    repo_url: https://github.com/the-paperless-project/paperless
    docs_url: https://paperless.readthedocs.io/en/latest
    date_added: 2020-01-07 22:37:00
    desc: Scan, index, and archive all of your paper documents. Supports OCR, tags, search, encryption and more.
    tags:
      - organization
      - server
  - name: Paperwork
    repo_url: https://gitlab.gnome.org/World/OpenPaperwork/paperwork
    home_url: https://openpaper.work/
    docs_url: https://gitlab.gnome.org/World/OpenPaperwork/paperwork/wikis/home
    fund_url: https://www.patreon.com/openpaper
    date_added: 2019-02-22 09:55:00
    desc: Personal document manager for organizing scanned documents and PDFs, with support for OCR, automatic tagging, and search.
    tags:
      - organization
      - linux
      - windows
      - gtk
  - name: Pinry
    repo_url: https://github.com/pinry/pinry
    home_url: https://getpinry.com/
    docs_url: https://docs.getpinry.com/
    date_added: 2019-09-04 23:41:00
    desc: Tiling image board system for saving, tagging, and sharing images, videos, and websites, like a self-hosted Pinterest.
    tags:
      - organization
      - docker
      - server
  - name: Pretalx
    repo_url: https://github.com/pretalx/pretalx
    home_url: https://pretalx.com/p/about
    fund_url: https://www.patreon.com/rixx
    date_added: 2019-09-10 21:58:00
    desc: Web-based conference planning tool, with support for Calls for Papers (CFP), scheduling, and speaker management.
    tags:
      - organization
      - communication
      - server
  - name: PyMedusa
    repo_url: https://github.com/pymedusa/Medusa
    home_url: https://pymedusa.com/
    date_added: 2018-11-24 02:37:00
    desc: Video library manager for TV shows, with automatic download support.
    tags: # maybe mac?
      - organization
      - linux
      - windows
  - name: Radicale
    repo_url: https://github.com/Kozea/Radicale
    home_url: https://radicale.org/
    date_added: 2018-12-17 10:51:00
    desc: Simple CalDAV (calendar) and CardDAV (contact) server.
    tags: # communication?
      - organization
      - server
  - name: RedNotebook
    repo_url: https://github.com/jendrikseipp/rednotebook
    home_url: https://rednotebook.sourceforge.io/downloads.html
    date_added: 2019-10-01 10:04:00
    desc: Desktop journal designed for rich text, media, and template-based entries, which can be tagged and searched, as well as exported to plain text, HTML, Latex, or PDF.
    tags:
      - organization
      - linux
      - windows
      - mac
  - name: Scholia
    repo_url: https://github.com/fnielsen/scholia
    home_url: https://scholia.toolforge.org/
    docs_url: https://www.wikidata.org/wiki/Wikidata%3AScholia
    date_added: 2019-11-13 18:24:00
    desc: Python package and web application for interacting with scholarly information on [Wikidata](https://www.wikidata.org/).
    tags:
      - organization
      - science
      - server
  - name: Senaite
    repo_url: https://github.com/senaite/senaite.lims
    home_url: https://www.senaite.com/
    date_added: 2019-09-30 09:47:00
    desc: Web-based, mobile-first laboratory information management system (LIMS).
    tags:
      - organization
      - server
  - name: SiCKRAGE
    repo_url: https://git.sickrage.ca/SiCKRAGE/sickrage
    clone_url: git+https://git.sickrage.ca/SiCKRAGE/sickrage.git
    docs_url: https://git.sickrage.ca/SiCKRAGE/sickrage/wikis/FAQ%27s-and-Fixes
    gh_url: https://github.com/SiCKRAGE/SiCKRAGE
    date_added: 2019-09-04 20:17:00
    desc: Video library manager with support for automatic TV show archival.
    tags:
      - organization
      - linux
      - windows
  - name: Taiga
    repo_url: https://github.com/taigaio/taiga-back
    home_url: https://taiga.io/
    docs_url: http://taigaio.github.io/taiga-doc/dist
    date_added: 2019-07-14 23:36:00
    desc: Web application built for managing projects with agile development processes.
    tags:
      - organization
      - dev
      - server
      - django
  - name: Wikid Pad
    repo_url: https://github.com/WikidPad/WikidPad
    home_url: http://wikidpad.sourceforge.net/
    date_added: 2018-11-24 02:37:00
    desc: Desktop wiki notebook for storing your thoughts and ideas.
    tags:
      - organization
      - linux
      - windows
      - mac
      - wx
  - name: Xandikos
    repo_url: https://github.com/jelmer/xandikos
    home_url: https://www.xandikos.org/
    date_added: 2019-09-06 16:17:00
    desc: Lightweight but relatively complete CardDAV/CalDAV server which backs up changes in a Git repository.
    tags:
      - organization
      - server
  - name: Zim Wiki
    repo_url: https://github.com/jaap-karssenberg/zim-desktop-wiki
    home_url: http://zim-wiki.org/
    date_added: 2018-11-24 02:37:00
    desc: Desktop wiki designed for note-taking, list-making, and drafting.
    tags:
      - organization
      - linux
      - windows
      - gtk

# Communication

  - name: Abilian SBE
    repo_url: https://github.com/abilian/abilian-sbe
    home_url: https://www.abilian.com/
    date_added: 2018-12-24 12:41:00
    desc: A "Social Business Engine" with features including lightweight document management, discussions, wikis, timelines, and more.
    tags: # enterprise?
      - communication
      - cms
      - server
  - name: Askbot
    repo_url: https://github.com/ASKBOT/askbot-devel
    home_url: https://askbot.com/
    date_added: 2018-11-26 01:59:00
    desc: Q&A web platform similar to StackOverflow, complete with tagging, reputation, badges, and more.
    tags:
      - communication
      - server
      - corp
  - name: Bitmessage
    repo_url: https://github.com/Bitmessage/PyBitmessage
    docs_url: https://bitmessage.org/wiki/Main_Page
    date_added: 2018-11-24 02:37:00
    desc: Reference client for Bitmessage, a peer-to-peer encrypted decentralised communication protocol.
    tags:
      - communication
      - linux
      - windows
      - mac
      - kivy
      - qt4
      - tui
  - name: dak
    repo_url: https://salsa.debian.org/ftp-team/dak
    clone_url: git+https://salsa.debian.org/ftp-team/dak.git
    date_added: 2019-09-30 10:20:00
    desc: Collection of programs used to maintain the Debian project's email archives.
    tags:
      - communication
      - linux
  - name: Django Wiki
    repo_url: https://github.com/django-wiki/django-wiki
    demo_url: https://demo.django-wiki.org/
    docs_url: https://django-wiki.readthedocs.io/en/latest
    date_added: 2019-09-18 09:55:00
    desc: A simple and mature web-based wiki.
    tags:
      - communication
      - server
  - name: Docassemble
    repo_url: https://github.com/jhpyle/docassemble
    home_url: https://docassemble.org/
    docs_url: https://docassemble.org/docs.html
    date_added: 2019-10-10 13:06:00
    desc: Platform for creating mobile-friendly web-based interviews, collecting responses, and much more.
    tags:
      - communication
      - server
  - name: Formspree
    repo_url: https://github.com/formspree/formspree
    home_url: https://formspree.io/
    date_added: 2019-09-11 18:09:00
    desc: Web server which turns an HTML form submission into an email, without registration, JavaScript, or custom Python.
    tags:
      - communication
      - server
      - corp
  - name: Gajim
    repo_url: https://dev.gajim.org/gajim/gajim
    clone_url: git+https://dev.gajim.org/gajim/gajim.git
    wp_url: https://en.wikipedia.org/wiki/Gajim
    date_added: 2018-11-24 02:37:00
    desc: Lightweight, cross-platform instant messaging client for the XMPP protocol.
    tags:
      - communication
      - linux
      - windows
      - mac
      - gtk
  - name: GlobaLeaks
    repo_url: https://github.com/globaleaks/GlobaLeaks
    home_url: https://www.globaleaks.org/
    date_added: 2018-11-24 02:37:00
    desc: Web application to enable secure and anonymous whistleblowing initiatives.
    tags:
      - communication
      - server
  - name: Hangups
    repo_url: https://github.com/tdryer/hangups
    docs_url: https://hangups.readthedocs.io/en/latest
    snap_url: https://snapcraft.io/hangups
    date_added: 2019-03-07 18:08:00
    desc: Third-party instant messenger for [Google Hangouts](https://en.wikipedia.org/wiki/Google_Hangouts), with support for group messaging and other proprietary features.
    tags:
      - communication
      - linux
      - mac
      - docker
      - snap
  - name: Hawkpost
    repo_url: https://github.com/whitesmith/hawkpost
    home_url: https://hawkpost.co/
    date_added: 2019-09-06 16:05:00
    desc: Web application which enables receiving encrypted messages from less technical senders.
    tags:
      - communication
      - server
  - name: Helios Voting
    repo_url: https://github.com/benadida/helios-server
    home_url: http://heliosvoting.org/
    date_added: 2018-11-26 01:59:00
    desc: End-to-end verifiable voting system.
    tags:
      - communication
      - server
  - name: Inboxen
    repo_url: https://github.com/Inboxen/Inboxen
    home_url: https://inboxen.org/
    docs_url: https://inboxen.readthedocs.io/en/latest
    date_added: 2019-09-06 16:11:00
    desc: Web application which provides an infinite number of unique email inboxes, for segmenting services and maintaining privacy.
    tags:
      - communication
      - server
  - name: Magic Wormhole
    repo_url: https://github.com/warner/magic-wormhole
    docs_url: https://magic-wormhole.readthedocs.io/en/latest
    pypi_url: https://pypi.org/project/magic-wormhole
    date_added: 2019-01-02 10:02:00
    desc: Security- and speed-focused file transfer tool with support for files, text, and directories.
    tags: # windows support iffy
      - communication
      - linux
      - mac
      - console
  - name: Mailman
    repo_url: https://gitlab.com/mailman/mailman
    home_url: http://www.list.org/
    wp_url: https://en.wikipedia.org/wiki/GNU_Mailman
    date_added: 2018-11-24 02:37:00
    desc: The original listserv, a web application and email server for managing subscriptions and discussion archives.
    tags:
      - communication
      - server
  - name: Mailpile
    repo_url: https://github.com/mailpile/Mailpile
    home_url: https://mailpile.is/
    date_added: 2018-11-24 02:37:00
    desc: Fast email client with user-friendly encryption and privacy features.
    tags:
      - communication
      - linux
      - windows
      - mac
  - name: Mailu
    repo_url: https://github.com/Mailu/Mailu
    home_url: https://mailu.io/
    date_added: 2019-09-04 23:48:00
    desc: Full-featured mail server designed for easy setup and maintenance, supporting IMAP, IMAP+, SMTP, and Submission, as well as a slew of advanced features.
    tags:
      - communication
      - server
  - name: Moa Bridge
    repo_url: https://gitlab.com/fedstoa/moa
    home_url: https://moa.party/
    date_added: 2023-01-26 17:04:00
    desc: A service to cross post [Mastodon](https://github.com/mastodon/mastodon) toots to Twitter and Instagram.
    tags:
      - communication
      - server
      - flask
  - name: Modoboa
    repo_url: https://github.com/modoboa/modoboa
    home_url: https://modoboa.org/en
    date_added: 2018-12-17 10:51:00
    desc: Mail hosting and management platform including web UI based on Django. Provides useful components such as an admin panel and webmail. Integrates with Postfix or Dovecot.
    tags:
      - communication
      - server
  - name: MoinMoin
    repo_url: https://github.com/moinwiki/moin
    home_url: http://moinmo.in/
    docs_url: https://moin-20.readthedocs.io/en/latest
    wp_url: https://en.wikipedia.org/wiki/MoinMoin
    date_added: 2018-12-13 10:03:00
    desc: Python's own web-based wiki software, used for [the official Python wiki](https://wiki.python.org/moin/) and many others.
    tags:
      - communication
      - server
  - name: OfflineIMAP
    repo_url: https://github.com/OfflineIMAP/offlineimap
    home_url: http://www.offlineimap.org/
    wp_url: https://en.wikipedia.org/wiki/OfflineIMAP
    date_added: 2018-11-26 01:59:00
    desc: IMAP reader and synchronizer.
    tags:
      - communication
      - linux
  - name: OnionShare
    repo_url: https://github.com/micahflee/onionshare
    home_url: https://onionshare.org/
    docs_url: https://github.com/micahflee/onionshare/wiki
    date_added: 2019-02-21 09:57:00
    desc: Secure and anonymous file sharing over [Tor](https://en.wikipedia.org/wiki/Tor_(anonymity_network)) services.
    tags:
      - communication
      - linux
      - windows
      - mac
      - qt5
  - name: Pootle
    repo_url: https://github.com/translate/pootle
    home_url: http://pootle.translatehouse.org/
    wp_url: https://en.wikipedia.org/wiki/Pootle
    date_added: 2018-11-26 01:59:00
    desc: Web application for collaborative translation.
    tags:
      - communication
      - server
  - name: pycsw
    repo_url: https://github.com/geopython/pycsw
    wp_url: https://en.wikipedia.org/wiki/Pycsw
    date_added: 2018-11-26 01:59:00
    desc: Full implementation of the OpenGIS Catalogue Service Implementation Specification.
    tags:
      - communication
      - server
  - name: RapidSMS # too much of a library?
    repo_url: https://github.com/rapidsms/rapidsms
    home_url: http://rapidsms.org/
    docs_url: https://rapidsms.readthedocs.io/en/develop
    date_added: 2018-11-24 02:37:00
    desc: Interactive SMS text messaging platform.
    tags:
      - communication
      - server
  - name: SecureDrop
    repo_url: https://github.com/freedomofpress/securedrop
    home_url: https://securedrop.org/
    docs_url: https://docs.securedrop.org/
    date_added: 2019-02-21 10:08:00
    desc: Whistleblower submission system for media organizations to securely accept documents from anonymous sources. Originally created by [Aaron Swartz](https://en.wikipedia.org/wiki/Aaron_Swartz) and currently managed by the [Freedom of the Press Foundation](https://en.wikipedia.org/wiki/Freedom_of_the_Press_Foundation).
    tags:
      - communication
      - server
      - flask
  - name: Socialhome
    repo_url: https://git.feneas.org/socialhome/socialhome
    home_url: https://socialhome.network/
    clone_url: git+https://git.feneas.org/socialhome/socialhome.git
    docs_url: https://socialhome.readthedocs.io/en/latest
    gh_url: https://github.com/jaywink/socialhome
    date_added: 2019-09-09 11:52:00
    desc: Web application enabling users to build a federated personal profile with social networking functionality.
    tags:
      - communication
      - server
  - name: Synapse
    repo_url: https://github.com/matrix-org/synapse
    home_url: https://riot.im/app#/home
    fund_url: https://www.patreon.com/matrixdotorg/overview
    date_added: 2018-11-24 02:37:00
    desc: Reference server for the [matrix.org](https://matrix.org) distributed chat protocol. Used daily by tens of thousands at [riot.im](https://riot.im/app/).
    tags:
      - communication
      - server
  - name: Virtaal
    repo_url: https://github.com/translate/virtaal
    home_url: http://virtaal.translatehouse.org/
    date_added: 2018-11-26 01:59:00
    desc: Cross-platform GUI for performing translation, with support for a variety of formats.
    tags:
      - communication
      - linux
      - windows
      - mac
      - gtk
  - name: Weblate
    repo_url: https://github.com/WeblateOrg/weblate
    home_url: https://weblate.org/
    pypi_url: https://pypi.org/project/Weblate
    date_added: 2018-11-26 01:59:00
    desc: Web based localization tool with tight version control integration.
    tags:
      - communication
      - server
  - name: Zulip
    repo_url: https://github.com/zulip/zulip
    home_url: https://zulip.org/ #     chat_url: https://chat.zulip.org/
    docs_url: https://zulip.readthedocs.io/en/latest
    wp_url: https://en.wikipedia.org/wiki/Zulip
    date_added: 2018-11-26 01:59:00
    desc: Powerful chat server and web client with support for threaded conversations.
    tags:
      - communication
      - server

# Education

  - name: Anki
    repo_url: https://github.com/dae/anki
    home_url: https://apps.ankiweb.net/
    docs_url: https://apps.ankiweb.net/docs/manual.html
    date_added: 2018-11-24 02:37:00
    desc: Powerful desktop application for flash cards and memorization.
    tags:
      - education
      - linux
      - windows
      - mac
      - qt5
  - name: explainshell.com
    repo_url: https://github.com/idank/explainshell
    home_url: https://www.explainshell.com/
    date_added: 2024-01-27 12:55:00
    desc: A web-based tool to match command-line arguments to their man pages and help text.
    tags:
      - education
      - dev
      - server
      - flask
  - name: Kolibri
    repo_url: https://github.com/learningequality/kolibri
    home_url: https://learningequality.org/kolibri
    demo_url: https://kolibridemo.learningequality.org/
    docs_url: https://kolibri.readthedocs.io/en/latest
    pypi_url: https://pypi.org/project/kolibri
    date_added: 2019-09-18 10:01:00
    desc: Self-hostable learning web application targeted at making high quality education technology available in low-resource communities (e.g., rural schools, refugee camps, orphanages, non-formal school systems, and prison systems).
    tags:
      - education
      - server
  - name: Mnemosyne
    repo_url: https://github.com/mnemosyne-proj/mnemosyne
    home_url: https://mnemosyne-proj.org/
    date_added: 2018-11-24 02:37:00
    desc: Spaced-repetition flashcard program for efficient memorization.
    tags:
      - education
      - linux
      - windows
      - mac
      - qt5
  - name: NBGrader
    repo_url: https://github.com/jupyter/nbgrader
    docs_url: https://nbgrader.readthedocs.io/en/stable
    date_added: 2018-12-16 00:16:00
    desc: Jupyter-based application which enables educators to create, assign, and grade assignments in notebook form.
    tags:
      - education
      - server
  - name: Open edX Platform
    repo_url: https://github.com/edx/edx-platform
    home_url: http://open.edx.org/
    wp_url: https://en.wikipedia.org/wiki/EdX#Open_edX
    date_added: 2018-11-24 02:37:00
    desc: Platform for online education providers, powering [edX](https://en.wikipedia.org/wiki/EdX).
    tags:
      - education
      - server
  - name: RELATE
    repo_url: https://github.com/inducer/relate
    docs_url: https://documen.tician.de/relate
    date_added: 2019-09-11 10:06:00
    desc: Web-based courseware with support for course planning and versioning, scheduling, testing, and grading.
    tags:
      - education
      - server
  - name: Tutor
    repo_url: https://github.com/overhangio/tutor
    docs_url: https://docs.tutor.overhang.io/
    date_added: 2019-10-01 20:36:00
    desc: Docker-based Open edX distribution, both for production and local development, with a goal of easing deployment, customization, upgrading, and scaling.
    tags:
      - education
      - server

# Science

  - name: AnuGA
    repo_url: https://github.com/GeoscienceAustralia/anuga_core
    # home_url: https://anuga.anu.edu.au/  # SSL broken as of 2020-04-02 (site notes trac deprecation)
    date_added: 2018-11-24 02:37:00
    desc: Advanced simulation of the shallow water equation, for modeling tsunamis, dam breaks, and floods.
    tags:
      - science
      - linux
      - windows
  - name: Artisan
    repo_url: https://github.com/artisan-roaster-scope/artisan
    home_url: https://artisan-scope.org/
    docs_url: https://artisan-scope.org/docs/quick-start-guide
    date_added: 2019-09-30 18:50:00
    desc: Desktop visual scope for coffee roasters, which helps coffee roasters record, analyze, and control roast profiles.
    tags:
      - science
      - linux
      - windows
      - mac
  - name: ASCEND
    repo_url: http://code.ascend4.org/ascend/trunk # svn
    home_url: http://ascend4.org/Main_Page
    wp_url: https://en.wikipedia.org/wiki/ASCEND
    date_added: 2018-11-24 02:37:00
    desc: Mathematical chemical process modelling system developed at Carnegie Mellon University since late 1978.
    tags:
      - science
      - linux
      - windows
      - mac
      - gtk
  - name: CellProfiler
    repo_url: https://github.com/CellProfiler/CellProfiler
    home_url: http://cellprofiler.org/
    docs_url: https://github.com/CellProfiler/CellProfiler/wiki
    manual_url: https://cellprofiler.org/cpa
    date_added: 2018-11-24 02:37:00
    desc: Interactive data exploration, analysis, and classification of biological image sets.
    tags:
      - science
      - linux
      - windows
      - mac
  - name: cellxgene
    repo_url: https://github.com/chanzuckerberg/cellxgene
    home_url: https://chanzuckerberg.github.io/cellxgene
    date_added: 2019-10-01 18:39:00
    desc: Web-based interactive explorer for single-cell transcriptomics data.
    tags:
      - science
      - linux
      - windows
      - mac
      - fnd
  - name: CKAN
    repo_url: https://github.com/ckan/ckan
    home_url: https://ckan.org/
    date_added: 2019-01-16 10:58:00
    desc: Data management system (DMS) which makes it easy to publish, share, and use data. Data hubs powered by CKAN include [datahub.io](https://datahub.io), [catalog.data.gov](https://catalog.data.gov), and [europeandataportal.eu](https://europeandataportal.eu/data/en/dataset), among many other sites.
    tags:
      - science
      - server
      - flask
  - name: CoCalc
    repo_url: https://github.com/sagemathinc/cocalc
    home_url: https://cocalc.com/
    wp_url: https://en.wikipedia.org/wiki/CoCalc
    date_added: 2018-11-26 01:59:00
    desc: Collaborative calculation in the cloud, with support for the scientific Python stack, SageMath, R, LaTeX, Markdown, and more. Also features chat, course management, and other supporting functionality.
    tags:
      - science
      - server
  - name: Dissem.in
    repo_url: https://github.com/dissemin/dissemin
    home_url: https://dissem.in/
    docs_url: https://dev.dissem.in/
    date_added: 2018-11-30 13:38:00
    desc: Web platform to help researchers upload their papers to open-access repositories.
    tags:
      - science
      - server
      - django
  - name: Galaxy
    repo_url: https://github.com/galaxyproject/galaxy
    home_url: https://galaxyproject.org/
    docs_url: https://galaxyproject.org/docs
    date_added: 2020-10-10 23:41:00
    desc: Web-based platform for reproducible and transparent computational research, with a focus on bioinformatics.
    tags:
      - science
      - server
  - name: InVesalius
    repo_url: https://github.com/invesalius/invesalius3
    home_url: https://invesalius.github.io/
    wp_url: https://en.wikipedia.org/wiki/InVesalius
    date_added: 2018-12-21 09:36:00
    desc: Generates virtual reconstructions of structures in the human body for medical purposes, including CT and MRI scans.
    tags:
      - science
      - linux
      - windows
      - mac
      - gtk
  - name: Manim
    repo_url: https://github.com/3b1b/manim
    docs_url: https://manim.readthedocs.io/
    date_added: 2019-01-27 02:17:00
    desc: Animation engine for explanatory math videos, primarily designed for [works by 3blue1brown](https://www.youtube.com/channel/UCYO_jab_esuFRV4b17AJtAw).
    tags:
      - science
      - linux
  - name: Mayavi
    repo_url: https://github.com/enthought/mayavi
    home_url: http://docs.enthought.com/mayavi/mayavi
    date_added: 2018-11-24 02:37:00
    desc: General purpose, cross-platform tool for 2-D and 3-D scientific data visualization.
    tags:
      - science
      - linux
      - windows
      - mac
      - qt4
  - name: Mosaic
    repo_url: https://github.com/usnistgov/mosaic
    home_url: https://pages.nist.gov/mosaic
    docs_url: https://pages.nist.gov/mosaic/html/index.html
    date_added: 2019-10-01 18:32:00
    desc: Desktop-based single molecule analysis toolbox that automatically decodes multi-state nanopore data.
    tags:
      - science
      - linux
      - windows
      - mac
      - gov
  - name: odemis
    repo_url: https://github.com/delmic/odemis
    home_url: https://www.delmic.com/microscopy-software-odemis
    date_added: 2019-10-01 18:55:00
    desc: Desktop imaging workflow software for Delmic microscopes, supporting autofocus, coordinate history, and OME-TIFF and HDF5 export.
    tags:
      - science
      - linux
  - name: OPEM
    repo_url: https://github.com/ECSIM/opem
    docs_url: https://www.ecsim.ir/opem/doc
    date_added: 2019-07-31 01:33:00
    desc: A modeling tool for evaluating the performance of [proton exchange membrane (PEM) fuel cells](https://en.wikipedia.org/wiki/Proton-exchange_membrane_fuel_cell).
    tags:
      - science
      - linux
      - windows
      - mac
  - name: Orange
    repo_url: https://github.com/biolab/orange3
    home_url: https://orange.biolab.si/
    wp_url: https://en.wikipedia.org/wiki/Orange_%28software%29
    date_added: 2018-11-24 02:37:00
    desc: Component-based data mining software for graphical interactive data analysis and visualization.
    tags:
      - science
      - linux
      - windows
      - mac
      - qt4
      - qt5
  - name: Pybliographer
    repo_url: https://github.com/GNOME/pybliographer
    home_url: https://pybliographer.org/
    date_added: 2018-11-24 02:37:00
    desc: Bibliographic database manager with a user-friendly desktop UI.
    tags:
      - science
      - linux
      - gtk
  - name: Sage Math
    repo_url: https://git.sagemath.org/sage.git
    home_url: http://www.sagemath.org/
    clone_url: git+git://git.sagemath.org/sage.git
    wp_url: https://en.wikipedia.org/wiki/SageMath
    date_added: 2018-11-26 01:59:00
    desc: Cross-platform computer algebra system with features covering many aspects of mathematics, including algebra, combinatorics, graph theory, numerical analysis, number theory, calculus, and statistics.
    tags:
      - science
      - linux
      - windows
      - mac
  - name: SOFA Statistics
    repo_url: https://code.launchpad.net/sofastatistics
    home_url: http://www.sofastatistics.com/
    clone_url: git+https://git.launchpad.net/sofastatistics
    date_added: 2019-01-01 18:44:00
    desc: User-friendly statistics and analysis with a learn-as-you-go approach.
    tags:
      - science
      - linux
      - windows
      - mac
      - wx
  - name: Spack
    repo_url: https://github.com/spack/spack
    home_url: https://spack.io/
    docs_url: https://spack.readthedocs.io/en/latest
    date_added: 2020-10-11 00:06:00
    desc: Language-independent package manager for supercomputers, Mac, and Linux, designed for scientific computing.
    tags:
      - science
      - pkg_mgr
      - linux
      - mac
  - name: Taguette
    repo_url: https://gitlab.com/remram44/taguette
    home_url: https://www.taguette.org/
    docs_url: https://www.taguette.org/getting-started.html
    gh_url: https://github.com/remram44/taguette
    pypi_url: https://pypi.org/project/taguette
    date_added: 2019-10-10 12:43:00
    desc: Web-based qualitative research tool supporting importing, tagging, highlighting, and exporting many document formats.
    tags:
      - science
      - server
  - name: Veusz
    repo_url: https://github.com/veusz/veusz
    home_url: https://veusz.github.io/
    date_added: 2018-11-24 02:37:00
    desc: 2D and 3D scientific plotting, designed to produce publication-ready PDF or SVG graphs.
    tags:
      - science
      - linux
      - windows
      - mac
      - qt

# Cms

  - name: Django-CMS
    repo_url: https://github.com/divio/django-cms
    home_url: https://www.django-cms.org/en
    date_added: 2018-11-24 02:37:00
    desc: Enterprise content management system based on the Django framework with version control, multi-site support, and more.
    tags:
      - cms
      - server
      - django
  - name: Ella # pretty framework-y
    repo_url: https://github.com/ella/ella
    docs_url: https://ella.readthedocs.io/en/latest/index.html
    date_added: 2018-11-24 02:37:00
    desc: Django-based content management system with a focus on high-traffic news sites and Internet magazines.
    tags:
      - cms
      - server
      - django
  - name: Mezzanine
    repo_url: https://github.com/stephenmcd/mezzanine
    home_url: http://mezzanine.jupo.org/
    date_added: 2018-11-24 02:37:00
    desc: Consistent and flexible content management platform built on the Django framework.
    tags:
      - cms
      - server
      - django
  - name: Plone
    repo_url: https://github.com/plone/Plone
    home_url: https://plone.com/
    wp_url: https://en.wikipedia.org/wiki/Plone_%28software%29
    date_added: 2018-12-15 02:30:00
    desc: Extensible enterprise content management system built on Zope.
    tags:
      - cms
      - server
  - name: Pretix
    repo_url: https://github.com/pretix/pretix
    home_url: https://pretix.eu/
    blog_url: https://pretix.eu/about/en/blog
    docs_url: https://docs.pretix.eu/en/latest/development/index.html
    pypi_url: https://pypi.org/project/pretix
    date_added: 2019-09-10 22:25:00
    desc: Web-based ticketing software, with support for customizable storefronts, direct payments, box office, and reporting.
    tags:
      - cms
      - server
      - corp
  - name: PyCon
    repo_url: https://github.com/PyCon/pycon
    home_url: https://us.pycon.org/
    docs_url: https://pycon.readthedocs.io/en/latest
    date_added: 2019-01-03 23:10:00
    desc: Content management and conference organization web application, based on Django and [Symposion](https://github.com/pinax/symposion).
    tags:
      - cms
      - server
      - django
  - name: Saleor
    repo_url: https://github.com/mirumee/saleor
    home_url: https://getsaleor.com/
    date_added: 2018-11-24 02:37:00
    desc: Modular, high-performance e-commerce storefront built with Django, GraphQL, and ReactJS.
    tags:
      - cms
      - server
      - django
  - name: Shuup
    repo_url: https://github.com/shuup/shuup
    home_url: https://www.shuup.com/
    docs_url: https://shuup.readthedocs.io/en/latest
    date_added: 2019-09-10 22:17:00
    desc: Storefront web application, with support for single- and multi-marketplace models.
    tags:
      - cms
      - server
  - name: Wagtail
    repo_url: https://github.com/wagtail/wagtail
    home_url: https://wagtail.io/
    date_added: 2018-11-24 02:37:00
    desc: A Django content management system focused on flexibility and user experience.
    tags:
      - cms
      - server
      - django

# Erp

  - name: ERP5
    repo_url: https://lab.nexedi.com/nexedi/erp5
    home_url: https://erp5.nexedi.com/
    clone_url: git+https://lab.nexedi.com/nexedi/erp5.git
    wp_url: https://en.wikipedia.org/wiki/ERP5
    date_added: 2018-12-24 07:18:00
    desc: Web-based ERP, CRM, DMS, and Big Data system with hundreds of built-in modules, designed for corporate scalability.
    tags:
      - erp
      - server
  - name: ERPNext
    repo_url: https://github.com/frappe/erpnext
    home_url: https://erpnext.com/
    wp_url: https://en.wikipedia.org/wiki/ERPNext
    date_added: 2018-11-24 02:37:00
    desc: Web-based ERP system with accounting, inventory, CRM, sales, procurement, project management, and HR. Built on [Frappe](https://github.com/frappe/frappe) and MariaDB.
    tags:
      - erp
      - server
  - name: Frepple
    repo_url: https://github.com/frePPLe/frepple
    home_url: https://frepple.com/
    docs_url: https://frepple.org/docs/current
    date_added: 2019-09-29 18:46:00
    desc: Web-based supply chain planning for production planning and scheduling.
    tags:
      - erp
      - linux
      - server
  - name: Odoo
    repo_url: https://github.com/odoo/odoo
    home_url: https://www.odoo.com/
    wp_url: https://en.wikipedia.org/wiki/Odoo
    date_added: 2018-11-24 02:37:00
    desc: Web-based ERP and CRM with many built-in modules, plus thousands of apps to suit any business.
    tags:
      - erp
      - server
  - name: Tryton
    repo_url: https://hg.tryton.org/trytond
    home_url: https://www.tryton.org/
    clone_url: hg+https://hg.tryton.org/trytond
    docs_url: https://docs.tryton.org/en/latest
    wp_url: https://en.wikipedia.org/wiki/Tryton
    date_added: 2018-12-25 13:34:00
    desc: Modular web-based ERP, designed for companies of all sizes.
    tags:
      - erp
      - server
      - fdn

# Static_Site

  - name: Cactus
    repo_url: https://github.com/eudicots/Cactus
    pypi_url: https://pypi.org/project/cactus
    date_added: 2018-11-24 02:37:00
    desc: Static website generator using Django templates.
    tags:
      - static_site
      - linux
      - windows
      - mac
  - name: Chert # blatant self-plug
    repo_url: https://github.com/mahmoud/chert
    pypi_url: https://pypi.org/project/chert
    date_added: 2018-11-26 01:59:00
    desc: Static site generator with built-in support for listicles, created by this humble author, used to power [calver.org](https://calver.org), [0ver.org](https://0ver.org), and [sedimental.org](https://sedimental.org/), the author's blog. Mostly here as an easter egg :)
    tags:
      - static_site
      - linux
      - windows
      - mac
  - name: Grow
    repo_url: https://github.com/grow/grow
    home_url: https://grow.io/
    pypi_url: https://pypi.org/project/grow
    date_added: 2019-10-10 12:59:00
    desc: Static site generator optimized for building interactive, localized microsites, with a focus on workflow and maintainability.
    tags:
      - static_site
      - linux
      - windows
      - mac
  - name: Hyde
    repo_url: https://github.com/hyde/hyde
    home_url: http://hyde.github.io/
    pypi_url: https://pypi.org/project/hyde
    date_added: 2018-11-26 01:59:00
    desc: Static site generator which began as the Python counterpart to [Jekyll](https://github.com/jekyll/jekyll).
    tags:
      - static_site
      - linux
      - windows
      - mac
  - name: Lektor
    repo_url: https://github.com/lektor/lektor
    home_url: https://www.getlektor.com/
    pypi_url: https://pypi.org/project/Lektor
    date_added: 2018-11-24 02:37:00
    desc: Static site generator with built-in admin console and minimal desktop application.
    tags:
      - static_site
      - linux
      - windows
      - mac
  - name: Nikola
    repo_url: https://github.com/getnikola/nikola
    home_url: https://www.getnikola.com/
    pypi_url: https://pypi.org/project/nikola
    date_added: 2018-12-14 19:11:00
    desc: Command-line static site generator with incremental rebuilds and support for Markdown, reST, Jupyter notebooks, and HTML.
    tags:
      - static_site
      - linux
      - windows
      - mac
  - name: Pelican
    repo_url: https://github.com/getpelican/pelican
    home_url: https://blog.getpelican.com/
    pypi_url: https://pypi.org/project/pelican
    date_added: 2018-11-26 01:59:00
    desc: Command-line static site generator that supports Markdown and reST syntax.
    tags:
      - static_site
      - linux
      - windows
      - mac
  - name: Prosopopee
    repo_url: https://github.com/Psycojoker/prosopopee
    demo_url: https://surleschemins.fr/
    docs_url: https://prosopopee.readthedocs.io/
    pypi_url: https://pypi.org/project/prosopopee
    date_added: 2019-09-10 09:53:00
    desc: A static site generator designed for photographers and others who tell stories with pictures.
    tags:
      - static_site
      - linux
      - windows
      - mac

# Scm

  - name: Allura
    repo_url: https://github.com/apache/allura
    home_url: https://allura.apache.org/
    wp_url: https://en.wikipedia.org/wiki/Apache_Allura
    date_added: 2018-11-26 01:59:00
    desc: Software [forge](https://en.wikipedia.org/wiki/Forge_(software)), with support for git, hg, and svn.
    tags:
      - scm
      - server
  - name: Git Cola
    repo_url: https://github.com/git-cola/git-cola
    home_url: https://git-cola.github.io/
    date_added: 2018-12-24 12:23:00
    desc: Featureful cross-platform GUI wrapper for `git`.
    tags:
      - scm
      - linux
      - windows
      - mac
      - qt4
      - qt5
  - name: Gitless
    repo_url: https://github.com/sdg-mit/gitless
    home_url: https://gitless.com/
    docs_url: https://gitless.com/#documentation
    pypi_url: https://pypi.org/project/gitless
    date_added: 2019-10-01 20:58:00
    desc: Simple version control system built on top of Git.
    tags:
      - scm
      - linux
      - windows
      - mac
  - name: GNU Bazaar
    repo_url: https://code.launchpad.net/bzr
    home_url: http://bazaar.canonical.com/en
    docs_url: http://doc.bazaar.canonical.com/en
    wp_url: https://en.wikipedia.org/wiki/GNU_Bazaar
    date_added: 2018-11-26 01:59:00
    desc: Distributed and client-server revision control system.
    tags:
      - scm
      - linux
      - windows
      - mac
  - name: Kallithea
    repo_url: https://kallithea-scm.org/repos/kallithea
    clone_url: hg+https://kallithea-scm.org/repos/kallithea
    wp_url: https://en.wikipedia.org/wiki/Kallithea_%28software%29
    date_added: 2018-11-26 01:59:00
    desc: Software [forge](https://en.wikipedia.org/wiki/Forge_(software)) for Mercurial and Git with a built-in push/pull server, full text search, and code-review. Forked from RhodeCode in 2014.
    tags:
      - scm
      - server
  - name: Klaus
    repo_url: https://github.com/jonashaag/klaus
    demo_url: http://klausdemo.lophus.org/
    docs_url: https://github.com/jonashaag/klaus/wiki
    pypi_url: https://pypi.org/project/klaus
    date_added: 2019-09-17 22:21:00
    desc: pip-installable web-based viewer for git repositories that "just works".
    tags:
      - scm
      - server
  - name: Launchpad
    repo_url: https://launchpad.net/launchpad
    home_url: https://launchpad.net/
    clone_url: git+https://git.launchpad.net/launchpad
    docs_url: https://dev.launchpad.net/
    wp_url: https://en.wikipedia.org/wiki/Launchpad_%28website%29
    date_added: 2019-10-01 21:32:00
    desc: Software forge designed and run by Canonical, with support for Git and [Bazaar](https://en.wikipedia.org/wiki/GNU_Bazaar).
    tags:
      - scm
      - server
  - name: Mercurial
    repo_url: https://www.mercurial-scm.org/repo/hg-stable
    home_url: https://www.mercurial-scm.org/
    clone_url: hg+https://www.mercurial-scm.org/repo/hg-stable
    wp_url: https://en.wikipedia.org/wiki/Mercurial
    date_added: 2018-11-26 01:59:00
    desc: Cross-platform distributed revision-control system designed for high performance and advanced branching/merging capabilities.
    tags:
      - scm
      - linux
      - windows
      - mac
  - name: Pagure
    repo_url: https://pagure.io/pagure
    home_url: https://pagure.io/
    clone_url: git+https://pagure.io/pagure.git
    date_added: 2018-11-26 01:59:00
    desc: Software [forge](https://en.wikipedia.org/wiki/Forge_(software)) focused on git and developed by the Fedora engineering team.
    tags:
      - scm
      - server
  - name: Patchwork
    repo_url: https://github.com/getpatchwork/patchwork
    home_url: http://jk.ozlabs.org/projects/patchwork
    docs_url: https://patchwork.readthedocs.io/en/latest
    date_added: 2018-11-26 01:59:00
    desc: Web-based patch tracking system designed to facilitate code contribution to an open-source project. Designed and used for Linux kernel subsystem development.
    tags:
      - scm
      - server
  - name: Plane
    repo_url: https://github.com/makeplane/plane
    home_url: https://plane.so/
    date_added: 2024-06-29 09:11:00
    desc: Modern, self-hostable issue and product roadmap tracker. An alternative to JIRA, Linear, and Asana.
    tags:
      - scm
      - server
      - django
  - name: RabbitVCS
    repo_url: https://github.com/rabbitvcs/rabbitvcs
    home_url: http://rabbitvcs.org/
    docs_url: http://wiki.rabbitvcs.org/wiki
    date_added: 2019-09-29 18:50:00
    desc: Tools providing straightforward graphical access to Subversion or Git within a variety of clients, including as Nautilus, Thunar, Nemo, Caja, and the command line.
    tags:
      - scm
      - linux
  - name: RhodeCode
    repo_url: https://code.rhodecode.com/rhodecode-enterprise-ce
    home_url: https://rhodecode.com/
    clone_url: hg+https://code.rhodecode.com/rhodecode-enterprise-ce
    wp_url: https://en.wikipedia.org/wiki/RhodeCode
    date_added: 2018-11-26 01:59:00
    desc: Self-hosted platform for behind-the-firewall source code management, providing centralized control over Git, Mercurial, and Subversion.
    tags:
      - scm
      - server
      - corp
  - name: Roundup Issue Tracker
    repo_url: http://hg.code.sf.net/p/roundup/code
    home_url: https://www.roundup-tracker.org/
    clone_url: hg+http://hg.code.sf.net/p/roundup/code
    gh_url: https://github.com/roundup-tracker/roundup
    wp_url: https://en.wikipedia.org/wiki/Roundup_%28issue_tracker%29
    date_added: 2018-11-26 01:59:00
    desc: Highly-customizable issue tracking system featuring command-line, web, and email interfaces, historically used by the official Python bug tracker at [bugs.python.org](https://bugs.python.org).
    tags:
      - scm
      - server
  - name: TortoiseHg
    repo_url: https://bitbucket.org/tortoisehg/thg/src
    home_url: https://tortoisehg.bitbucket.io/
    clone_url: hg+https://bitbucket.org/tortoisehg/thg # bc repo_url has extra "src" in it to avoid project default redirect to wiki
    docs_url: https://bitbucket.org/tortoisehg/thg/wiki/developers/Home
    date_added: 2018-12-21 22:11:00
    desc: Windows shell extension and a series of applications for the Mercurial distributed revision control system. Also includes GNOME and CLI support.
    tags:
      - scm
      - linux
      - windows
      - qt4
      - qt5
  - name: Trac
    repo_url: https://github.com/edgewall/trac
    home_url: https://trac.edgewall.org/
    docs_url: https://trac.edgewall.org/wiki/TracGuide
    wp_url: https://en.wikipedia.org/wiki/Trac
    date_added: 2018-11-26 01:59:00
    desc: Enhanced web-based wiki and issue tracking system for software development projects.
    tags:
      - scm
      - server
  - name: ViewVC
    repo_url: https://github.com/viewvc/viewvc
    home_url: http://viewvc.org/
    date_added: 2018-11-26 01:59:00
    desc: Browser interface for CVS and Subversion version control repositories.
    tags:
      - scm
      - server

# Code_Review

  - name: Diffoscope
    repo_url: https://salsa.debian.org/reproducible-builds/diffoscope
    home_url: https://diffoscope.org/
    clone_url: git+https://salsa.debian.org/reproducible-builds/diffoscope.git
    demo_url: https://try.diffoscope.org/
    pypi_url: https://pypi.org/project/diffoscope
    date_added: 2019-09-18 09:34:00
    desc: Web-based deep comparison of files, archives, and directories, including support for diffing tarballs, ISO images, and PDFs.
    tags:
      - code_review
      - server
  - name: Meld
    repo_url: https://github.com/GNOME/meld
    home_url: http://meldmerge.org/
    date_added: 2018-11-26 01:59:00
    desc: Visual diff and merge tool targeted at developers, providing two- and three-way comparison of both files and directories, and supports many version control systems including Git, Mercurial, Bazaar, and Subversion.
    tags:
      - code_review
      - linux
      - windows
      - mac
      - gtk
  - name: Review Board
    repo_url: https://github.com/reviewboard/reviewboard
    home_url: https://www.reviewboard.org/
    date_added: 2018-11-26 01:59:00
    desc: Extensible code review tool for projects and companies of all sizes.
    tags:
      - code_review
      - server
  - name: Rietveld
    repo_url: https://github.com/rietveld-codereview/rietveld
    home_url: https://codereview.appspot.com/
    wp_url: https://en.wikipedia.org/wiki/Rietveld_%28software%29
    date_added: 2018-11-26 01:59:00
    desc: Django-based collaborative code review tool for Subversion written by [Guido van Rossum](https://en.wikipedia.org/wiki/Guido_van_Rossum) to run on [Google AppEngine](https://en.wikipedia.org/wiki/Google_App_Engine). The basis for [Gerrit](https://en.wikipedia.org/wiki/Gerrit_(software)).
    tags:
      - code_review
      - server
  - name: SQLFluff
    repo_url: https://github.com/sqlfluff/sqlfluff
    home_url: https://www.sqlfluff.com/
    fund_url: https://flattr.com/github/alanmcruickshank
    pypi_url: https://pypi.org/project/sqlfluff
    date_added: 2021-10-10 22:07:00
    desc: Dialect-flexible and configurable SQL linter, designed with ELT applications in mind, with support for templating and autofixing errors.
    tags:
      - code_review
      - console

# Storage

  - name: B2
    repo_url: https://github.com/Backblaze/B2_Command_Line_Tool
    pypi_url: https://pypi.python.org/pypi/b2
    date_added: 2019-10-01 21:44:00
    desc: Command-line tool that gives easy access to all of the capabilities of Backblaze's [B2 Cloud Storage](https://www.backblaze.com/b2/cloud-storage.html).
    tags:
      - storage
      - linux
      - windows
      - mac
      - corp
  - name: Barman
    repo_url: https://github.com/2ndquadrant-it/barman
    date_added: 2018-11-30 23:53:00
    desc: Remote backup and disaster recovery for PostgreSQL.
    tags:
      - storage
      - linux
  - name: Datasette
    repo_url: https://github.com/simonw/datasette
    docs_url: https://datasette.readthedocs.io/en/latest
    pypi_url: https://pypi.org/project/datasette
    date_added: 2019-08-31 23:41:00
    desc: A tool for exploring and publishing data, backed by SQLite.
    tags:
      - storage
      - server
  - name: EdgeDB
    repo_url: https://github.com/edgedb/edgedb
    home_url: https://edgedb.com/
    docs_url: https://edgedb.com/docs
    date_added: 2019-08-29 22:48:00
    desc: High-performance object-relational database built on top of PostgreSQL, featuring strict, strong typing, built-in migrations, and GraphQL support.
    tags:
      - storage
      - server
  - name: FreeNAS
    repo_url: https://github.com/freenas/freenas
    home_url: https://www.freenas.org/
    docs_url: https://www.ixsystems.com/documentation/freenas
    date_added: 2019-09-12 18:18:00
    desc: Operating system designed to be installed virtually any hardware platform, for sharing [ZFS](https://en.wikipedia.org/wiki/ZFS)-based storage over a network, using SMB, NFS, AFP, FTP, and more.
    tags:
      - storage
      - server
  - name: kinto
    repo_url: https://github.com/Kinto/kinto
    home_url: https://www.kinto-storage.org/
    docs_url: http://docs.kinto-storage.org/
    date_added: 2019-01-27 01:45:00
    desc: A generic JSON document store with sharing and synchronisation capabilities, supporting in-memory and PostgreSQL backends.
    tags:
      - storage
      - server
  - name: mycli
    repo_url: https://github.com/dbcli/mycli
    home_url: https://www.mycli.net/
    pypi_url: https://pypi.python.org/pypi/mycli
    date_added: 2020-04-11 01:53:00
    desc: Interactive MySQL client that does auto-completion and syntax highlighting.
    tags:
      - storage
      - linux
      - mac
  - name: pgcli
    repo_url: https://github.com/dbcli/pgcli
    home_url: https://www.pgcli.com/
    pypi_url: https://pypi.python.org/pypi/pgcli
    date_added: 2018-11-30 23:53:00
    desc: Interactive PostgreSQL client that does auto-completion and syntax highlighting.
    tags:
      - storage
      - linux
      - mac
  - name: s3ql
    repo_url: https://github.com/s3ql/s3ql
    docs_url: http://www.rath.org/s3ql-docs/index.html
    date_added: 2019-10-01 21:04:00
    desc: A standards-conforming, full-featured UNIX filesystem for cloud-based storage services (S3, Google Storage, OpenStack), supporting compression, encryption, deduplication, snapshotting, and more.
    tags:
      - storage
      - linux
  - name: Seafile
    repo_url: https://github.com/haiwen/seahub
    wp_url: https://en.wikipedia.org/wiki/Seafile
    date_added: 2018-11-26 01:59:00
    desc: Cross-platform file hosting and synchronization system.
    tags:
      - storage
      - server
  - name: sqlmap
    repo_url: https://github.com/sqlmapproject/sqlmap
    home_url: http://sqlmap.org/
    docs_url: https://github.com/sqlmapproject/sqlmap/wiki
    pypi_url: https://pypi.org/project/sqlmap
    date_added: 2019-01-27 15:41:00
    desc: Automatic SQL injection and database takeover.
    tags:
      - storage
      - security
      - console
  - name: TahoeLAFS
    repo_url: https://github.com/tahoe-lafs/tahoe-lafs
    home_url: https://tahoe-lafs.org/trac/tahoe-lafs
    wp_url: https://en.wikipedia.org/wiki/Tahoe-LAFS
    date_added: 2018-11-26 01:59:00
    desc: Decentralized cloud storage system for robust distributed data storage.
    tags:
      - storage
      - linux
      - windows
      - mac
  - name: WAL-E
    repo_url: https://github.com/wal-e/wal-e
    date_added: 2018-11-30 23:53:00
    desc: Continuous archiving of PostgreSQL WAL files and base backups.
    tags:
      - storage
      - linux
  - name: ZEO
    repo_url: https://github.com/zopefoundation/ZEO
    docs_url: https://zope.readthedocs.io/en/latest/zopebook/ZEO.html
    pypi_url: https://pypi.org/project/ZEO
    date_added: 2019-11-13 18:42:00
    desc: Server and client providing [ZODB](http://www.zodb.org/)-based storage over the network.
    tags:
      - storage
      - linux
      - server
  - name: ZFSp
    repo_url: https://github.com/alcarithemad/zfsp
    date_added: 2019-11-13 09:59:00
    desc: A reverse-engineered [ZFS](https://en.wikipedia.org/wiki/ZFS) implementation, written in Python, without reading the original C.
    tags:
      - storage
      - linux

# Ops

  - name: Airflow
    repo_url: https://github.com/apache/airflow
    docs_url: https://airflow.apache.org/
    date_added: 2019-10-22 07:00:00
    desc: A platform to programmatically author, schedule and monitor workflows.
    tags:
      - ops
      - linux
      - server
      - corp
      - flask
  - name: Ajenti
    repo_url: https://github.com/ajenti/ajenti
    home_url: https://ajenti.org/
    docs_url: http://docs.ajenti.org/en/latest
    pypi_url: https://pypi.org/project/ajenti-panel
    date_added: 2020-11-22 00:26:00
    desc: Web-base server admin panel for fast, extensible remote access, featuring a web terminal, text editor, file manager, and more.
    tags:
      - ops
      - server
  - name: Ansible
    repo_url: https://github.com/ansible/ansible
    home_url: https://www.ansible.com/
    docs_url: https://docs.ansible.com/ansible
    date_added: 2018-11-26 01:59:00
    desc: Agentless, playbook-based automation.
    tags:
      - ops
      - linux
      - mac
      - corp
  - name: aws-cli
    repo_url: https://github.com/aws/aws-cli
    docs_url: https://docs.aws.amazon.com/cli/latest
    pypi_url: https://pypi.org/project/awscli
    date_added: 2019-01-27 15:25:00
    desc: Official command-line interface for Amazon Web Services.
    tags:
      - ops
      - console
      - py26
  - name: Beaker
    repo_url: https://git.beaker-project.org/cgit/beaker
    home_url: https://beaker-project.org/
    clone_url: git+git://git.beaker-project.org/beaker
    docs_url: https://beaker-project.org/docs
    date_added: 2019-01-23 10:03:00
    desc: Hardware integration testing system, used by RedHat to test compatiblity for RHEL and Fedora.
    tags:
      - ops
      - server
      - flask
  - name: Cobbler
    repo_url: https://github.com/Cobbler/Cobbler
    home_url: https://cobbler.github.io/
    wp_url: https://en.wikipedia.org/wiki/Cobbler_%28software%29
    date_added: 2018-11-26 01:59:00
    desc: Linux installation server that allows for rapid setup of network installation environments.
    tags:
      - ops
      - linux
      - server
  - name: DCOS
    repo_url: https://github.com/dcos/dcos
    home_url: https://dcos.io/
    docs_url: https://dcos.io/docs
    wp_url: https://en.wikipedia.org/wiki/Mesosphere%2C_Inc.#Mesosphere_DC/OS
    date_added: 2019-02-22 10:01:00
    desc: Management platform for hardware and software resources in datacenters, built on [Apache Mesos](https://en.wikipedia.org/wiki/Apache_Mesos).
    tags:
      - ops
      - server
      - corp
  - name: fail2ban
    repo_url: https://github.com/fail2ban/fail2ban
    home_url: https://www.fail2ban.org/wiki/index.php/Main_Page
    wp_url: https://en.wikipedia.org/wiki/Fail2ban
    date_added: 2018-11-26 01:59:00
    desc: Daemon to ban hosts that cause multiple authentication errors on Linux servers.
    tags:
      - ops
      - linux
      - server
  - name: Ganeti
    repo_url: https://github.com/ganeti/ganeti
    date_added: 2018-11-26 01:59:00
    desc: Virtual machine cluster management tool built on existing virtualization technologies such as [Xen](https://en.wikipedia.org/wiki/Xen) and [KVM](https://en.wikipedia.org/wiki/Kernel-based_Virtual_Machine).
    tags:
      - ops
      - linux
      - server
      - haskell
  - name: Gunicorn
    repo_url: https://github.com/benoitc/gunicorn
    home_url: https://gunicorn.org/
    pypi_url: https://pypi.python.org/pypi/gunicorn
    date_added: 2018-11-26 01:59:00
    desc: Pluggable, pre-fork WSGI server, started as the counterpart to [Unicorn](https://en.wikipedia.org/wiki/Unicorn_(web_server)).
    tags:
      - ops
      - server
  - name: Healthchecks
    repo_url: https://github.com/healthchecks/healthchecks
    home_url: https://healthchecks.io/
    docs_url: https://healthchecks.io/docs
    date_added: 2019-09-04 23:26:00
    desc: Web-based monitor for scheduled jobs (e.g., cron).
    tags:
      - ops
      - server
      - corp
  - name: Iris
    repo_url: https://github.com/linkedin/iris
    home_url: https://iris.claims/
    date_added: 2018-12-20 23:05:00
    desc: Flexible automated incident paging system, developed by and used at LinkedIn.
    tags:
      - ops
      - server
      - corp
  - name: Nagstamon
    repo_url: https://github.com/HenriWahl/Nagstamon
    home_url: https://nagstamon.ifw-dresden.de/
    docs_url: https://nagstamon.ifw-dresden.de/docs
    date_added: 2019-10-01 21:51:00
    desc: Status monitor for the desktop, with support for Nagios, Icinga, Opsview, and more.
    tags:
      - ops
      - linux
      - windows
      - mac
  - name: NColony
    repo_url: https://github.com/ncolony/ncolony
    home_url: http://ncolony.org/en/latest
    date_added: 2018-12-18 20:22:00
    desc: Process manager and monitor.
    tags:
      - ops
      - linux
      - mac
      - server
  - name: netbox
    repo_url: https://github.com/netbox-community/netbox
    docs_url: https://netbox.readthedocs.io/en/stable
    date_added: 2019-08-17 01:06:00
    desc: IP address management (IPAM) and data center infrastructure management (DCIM) tool, conceived at Digital Ocean.
    tags:
      - ops
      - server
      - django
  - name: Oncall
    repo_url: https://github.com/linkedin/oncall
    home_url: https://oncall.tools/
    date_added: 2018-12-20 23:05:00
    desc: Calendar tool designed for on-call management and scheduling, developed by and used at LinkedIn.
    tags:
      - ops
      - server
      - corp
  - name: OpenStack
    repo_url: https://github.com/openstack/openstack # https://opendev.org/openstack/openstack is official, but slow
    home_url: https://www.openstack.org/
    docs_url: https://docs.openstack.org/
    date_added: 2019-08-05 23:47:00
    desc: Cloud operating system that controls large pools of compute, storage, and networking resources throughout a datacenter, manageable through a web-based dashboard.
    tags:
      - ops
      - server
      - corp
  - name: Pulp
    repo_url: https://github.com/pulp/pulp
    home_url: https://pulpproject.org/
    docs_url: https://docs.pulpproject.org/
    date_added: 2019-01-31 21:16:00
    desc: Platform for managing repositories of software packages and making it available to a large numbers of consumers. Developed and used by Red Hat.
    tags:
      - ops
      - server
  - name: Ralph
    repo_url: https://github.com/allegro/ralph
    home_url: https://ralph.allegro.tech/
    docs_url: https://ralph-ng.readthedocs.io/en/stable
    date_added: 2019-01-23 10:06:00
    desc: Simple and powerful Asset Management, DCIM, and CMDB system for the data center and back office.
    tags:
      - ops
      - server
      - django
  - name: RDPY
    repo_url: https://github.com/citronneur/rdpy
    date_added: 2020-08-24 11:37:00
    desc: An implementation of the Microsoft Remote Desktop Protocol built on Twisted, including applications for client use, MITM proxy, and Honeypot server.
    tags:
      - ops
      - security
      - linux
      - windows
      - server
  - name: Salt Stack
    repo_url: https://github.com/saltstack/salt
    home_url: https://repo.saltstack.com/
    date_added: 2018-11-26 01:59:00
    desc: Automation for the management and configuration of any infrastructure or application at scale.
    tags: # or linux? what to do when installation is vagrant-centric?
      - ops
      - server
      - corp
  - name: Shinken
    repo_url: https://github.com/naparuba/shinken
    home_url: http://www.shinken-monitoring.org/
    date_added: 2018-11-26 01:59:00
    desc: Shinken is a modern, Nagios-compatible monitoring framework, designed to scale for large environments.
    tags:
      - ops
      - server
  - name: SpaceSiren
    repo_url: https://github.com/spacesiren/spacesiren
    docs_url: https://github.com/spacesiren/spacesiren/blob/master/docs/getting-started.md
    date_added: 2020-08-24 11:24:00
    desc: Honeypot management and alert system for AWS tokens, with a fully serverless architecture.
    tags:
      - ops
      - security
      - server
  - name: Spinnaker
    repo_url: https://github.com/spinnaker/spinnaker
    home_url: https://www.spinnaker.io/
    docs_url: https://www.spinnaker.io/concepts
    wp_url: https://en.wikipedia.org/wiki/Spinnaker_%28software%29
    date_added: 2019-09-10 18:42:00
    desc: Continuous delivery platform developed for Netflix's deployment and management of applications in cloud environments.
    tags:
      - ops
      - server
      - corp
  - name: StackStorm
    repo_url: https://github.com/StackStorm/st2
    home_url: http://www.stackstorm.com/
    date_added: 2018-11-26 01:59:00
    desc: Rules- and event-driven operational automation for auto-remediation, security responses, troubleshooting, deployments, and more.
    tags:
      - ops
      - server
      - corp
  - name: Supervisor
    repo_url: https://github.com/Supervisor/supervisor
    home_url: http://supervisord.org/
    date_added: 2018-12-18 20:22:00
    desc: Process manager and monitor.
    tags:
      - ops
      - linux
      - mac
      - server

# Security

  - name: BYOB (Build Your Own Botnet)
    repo_url: https://github.com/malwaredllc/byob
    date_added: 2019-10-01 17:51:00
    desc: Client-server framework (RAT and C2 server) for security researchers to build and operate basic botnets.
    tags:
      - security
      - linux
      - windows
      - mac
  - name: CAPE
    repo_url: https://github.com/ctxis/CAPE
    demo_url: https://cape.contextis.com/submit
    date_added: 2019-10-01 18:01:00
    desc: Web application designed to automate malware analysis, succeeded by [CAPEv2](https://github.com/kevoreilly/CAPEv2).
    tags:
      - security
      - server
  - name: CAPEv2
    repo_url: https://github.com/kevoreilly/CAPEv2
    demo_url: https://www.capesandbox.com/
    date_added: 2020-03-17 01:20:00
    desc: Web application designed to automate malware analysis, with a goal of extracting payloads and configuration from uploaded artifacts.
    tags:
      - security
      - server
  - name: Cowrie
    repo_url: https://github.com/cowrie/cowrie
    home_url: http://www.cowrie.org/
    date_added: 2018-11-24 02:37:00
    desc: Medium interaction SSH and Telnet honeypot designed to log brute force attacks and the shell interaction performed by the attacker.
    tags:
      - security
      - server
      - corp
  - name: detect-secrets
    repo_url: https://github.com/Yelp/detect-secrets
    date_added: 2023-03-30 18:10:00
    desc: An enterprise-friendly CLI for auditing, detecting, and preventing secrets in code.
    tags:
      - security
      - dev
      - linux
      - windows
      - mac
  - name: GRR Rapid Response
    repo_url: https://github.com/google/grr
    docs_url: https://grr-doc.readthedocs.io/en/latest
    date_added: 2019-10-01 14:50:00
    desc: Server-agent system focused on remote live forensics for quick, browser-based triage and analysis of attacks on fleets of machines, with agent support for Linux, Windows, and OS X.
    tags:
      - security
      - server
      - corp
  - name: Hubble
    repo_url: https://github.com/hubblestack/hubble
    docs_url: https://hubblestack.readthedocs.io/en/latest
    date_added: 2019-10-01 09:58:00
    desc: Modular security compliance client, providing on-demand profile-based auditing, alerting, and reporting. Originally designed for Adobe.
    tags:
      - security
      - linux
      - windows
      - corp
  - name: Infection Monkey
    repo_url: https://github.com/guardicore/monkey
    home_url: https://www.guardicore.com/infectionmonkey
    docs_url: https://github.com/guardicore/monkey/wiki
    date_added: 2019-09-30 18:53:00
    desc: Web-based tool for testing a datacenter's resiliency to perimeter breaches and internal server infection.
    tags:
      - security
      - server
  - name: King Phisher
    repo_url: https://github.com/securestate/king-phisher
    docs_url: https://king-phisher.readthedocs.io/
    date_added: 2019-09-12 00:18:00
    desc: Server-based [phishing](https://en.wikipedia.org/wiki/Phishing) campaign toolkit, used to simulate real-world phishing attacks, with GTK-powered client application.
    tags:
      - security
      - linux
      - windows
      - server
  - name: LinOTP
    repo_url: https://github.com/LinOTP/LinOTP
    home_url: https://www.linotp.org/
    docs_url: https://www.linotp.org/documentation.html
    wp_url: https://en.wikipedia.org/wiki/LinOTP
    date_added: 2019-09-30 09:54:00
    desc: Server supporting two-factor authentication with one-time passwords from several sources, from Yubikeys to SMS.
    tags:
      - security
      - server
  - name: Maltrail
    repo_url: https://github.com/stamparm/maltrail
    date_added: 2019-02-20 10:03:00
    desc: Malicious traffic detection system with web-based monitoring.
    tags:
      - security
      - linux
      - server
  - name: MITMproxy
    repo_url: https://github.com/mitmproxy/mitmproxy
    home_url: https://mitmproxy.org/
    date_added: 2018-11-24 02:37:00
    desc: Interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers.
    tags:
      - security
      - linux
      - windows
      - mac
  - name: MozDef
    repo_url: https://github.com/mozilla/MozDef
    docs_url: https://mozdef.readthedocs.io/en/latest?badge=latest
    date_added: 2019-03-07 10:02:00
    desc: Security incident automation with metrics and collaboration tools for defenders.
    tags:
      - security
      - server
  - name: OpenSnitch
    repo_url: https://github.com/evilsocket/opensnitch
    fund_url: https://www.patreon.com/evilsocket
    # home_url: https://opensnitch.io/  # down on 2020-04-02
    date_added: 2019-01-27 01:29:00
    desc: GNU/Linux port of the [Little Snitch](https://en.wikipedia.org/wiki/Little_Snitch) application firewall.
    tags:
      - security
      - linux
      - qt5
  - name: Passit
    repo_url: https://gitlab.com/passit/passit-backend
    home_url: https://passit.io/
    docs_url: https://passit.io/documentation
    date_added: 2019-09-12 11:43:00
    desc: Password management server, providing storage services and group access control list features.
    tags:
      - security
      - server
  - name: privacyIDEA
    repo_url: https://github.com/privacyidea/privacyidea
    home_url: https://privacyidea.org/
    docs_url: https://privacyidea.readthedocs.io/
    wp_url: https://en.wikipedia.org/wiki/PrivacyIDEA
    date_added: 2019-10-06 20:15:00
    desc: A multi factor authentication server running on premises, supporting many different token types and allowing authentication via REST API, RADIUS, PAM, Windows Credential Provider, SAML, OpenID Connect.
    tags:
      - security
      - server
  - name: Pupy
    repo_url: https://github.com/n1nj4sec/pupy
    docs_url: https://github.com/n1nj4sec/pupy/wiki/Installation
    date_added: 2019-03-24 23:47:00
    desc: Remote administration tool and post-exploitation framework, supporting Windows, Linux, Mac OS X, and Android targets.
    tags:
      - security
      - linux
      - docker
      - server
  - name: PyEW
    repo_url: https://github.com/joxeankoret/pyew
    docs_url: https://github.com/joxeankoret/pyew/wiki
    date_added: 2018-11-24 02:37:00
    desc: Malware analysis tool, with support for hexadecimal viewing, disassembly, PE and ELF formats, plugins, and more.
    tags:
      - security
      - console
  - name: Recon-ng
    repo_url: https://github.com/lanmaster53/recon-ng
    home_url: https://github.com/lanmaster53/recon-ng
    docs_url: https://github.com/lanmaster53/recon-ng/wiki
    date_added: 2020-01-13 18:22:00
    desc: Recon-ng is a full-featured reconnaissance framework providing a powerful environment to conduct open source web-based reconnaissance quickly and thoroughly.
    tags:
      - security
      - linux
  - name: Spiderfoot
    repo_url: https://github.com/smicallef/spiderfoot
    home_url: https://www.spiderfoot.net/
    docs_url: https://www.spiderfoot.net/documentation
    date_added: 2019-03-06 10:03:00
    desc: Reconnaissance tool that automatically queries over 100 public data sources to gather intelligence on IP addresses, domain names, e-mail addresses, names, and more.
    tags:
      - security
      - linux
      - windows
      - mac
      - docker
      - server
  - name: sshuttle
    repo_url: https://github.com/sshuttle/sshuttle
    docs_url: https://sshuttle.readthedocs.org/
    date_added: 2019-01-01 17:45:00
    desc: Transparent network proxy server that uses SSH to achieve VPN-like results, without requiring root access.
    tags:
      - security
      - linux
      - mac
  - name: Thug
    repo_url: https://github.com/buffer/thug
    docs_url: https://thug-honeyclient.readthedocs.io/en/latest
    fund_url: https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=XTDF8AHJ28CXY
    pypi_url: https://pypi.org/project/thug
    date_added: 2020-08-24 12:02:00
    desc: Low-interaction honeyclient designed to mimic the behavior of a web browser in order to detect and emulate malicious contents.
    tags:
      - security
      - linux
      - mac
  - name: Universal Radio Hacker (URH)
    repo_url: https://github.com/jopohl/urh
    date_added: 2019-01-27 01:10:00
    desc: Wireless protocol investigator, with a focus on analyzing proprietary IoT communication.
    tags:
      - security
      - linux
      - windows
      - mac
  - name: XSStrike
    repo_url: https://github.com/s0md3v/XSStrike
    # home_url: https://somdev.me/XSStrike  # down as of 2020-04-02
    date_added: 2018-11-24 02:37:00
    desc: '[Cross Site Scripting](https://en.wikipedia.org/wiki/Cross-site_scripting) (XSS) detection suite equipped with multiple hand-written parsers, a payload generator, a fuzzing engine, and a performance-focused crawler.'
    tags:
      - security
      - console

# Docs

  - name: asciidoc
    repo_url: https://github.com/asciidoc/asciidoc
    date_added: 2018-11-26 01:59:00
    desc: Text document format for writing notes, documentation, articles, books, slideshows, man pages & blogs.
    tags:
      - docs
      - console
  - name: doc2dash
    repo_url: https://github.com/hynek/doc2dash
    home_url: https://doc2dash.readthedocs.io/
    pypi_url: https://pypi.org/project/doc2dash
    date_added: 2019-11-13 18:33:00
    desc: Extensible CLI-based [Documentation Set](https://developer.apple.com/library/archive/documentation/DeveloperTools/Conceptual/Documentation_Sets/010-Overview_of_Documentation_Sets/docset_overview.html#//apple_ref/doc/uid/TP40005266-CH13-SW6) generator intended for use with [Dash.app](https://kapeli.com/dash/) and [other](https://velocity.silverlakesoftware.com/) [compatible](https://github.com/dash-docs-el/helm-dash) [API browsers](https://zealdocs.org/).
    tags:
      - docs
      - linux
      - mac
  - name: Kuma
    repo_url: https://github.com/mozilla/kuma
    home_url: https://developer.mozilla.org/en-US
    docs_url: https://kuma.readthedocs.io/en/latest/installation.html
    date_added: 2019-02-21 22:34:00
    desc: The platform powering the Mozilla Developer Network (MDN)
    tags:
      - docs
      - server
      - django
  - name: mkdocs
    repo_url: https://github.com/mkdocs/mkdocs
    home_url: https://www.mkdocs.org/
    pypi_url: https://pypi.org/project/mkdocs
    date_added: 2019-01-31 21:02:00
    desc: Simple, customizable project documentation, with built-in dev server.
    tags:
      - docs
      - console
  - name: readthedocs.org
    repo_url: https://github.com/readthedocs/readthedocs.org
    home_url: https://readthedocs.org/
    docs_url: https://docs.readthedocs.io/en/stable
    date_added: 2019-09-12 18:12:00
    desc: Continuous integration platform for building and hosting documentation.
    tags:
      - docs
      - server
      - django
  - name: Sphinx
    repo_url: https://github.com/sphinx-doc/sphinx
    home_url: http://sphinx-doc.org/
    pypi_url: https://pypi.org/project/Sphinx
    date_added: 2018-11-26 01:59:00
    desc: Documentation tool for interconnected bodies of authorship, from code documentation to books. Used by [the official Python docs](https://docs.python.org), and many other projects ([not all of them Python](https://varnish-cache.org/docs/)).
    tags:
      - docs
      - console

# Editor

  - name: Algojammer
    repo_url: https://github.com/ChrisKnott/Algojammer
    demo_url: https://www.youtube.com/watch?v=9XPE4uT0AdE
    date_added: 2020-01-28 09:50:00
    desc: An experimental, proof-of-concept IDE to assist with algorithm-writing in a competition setting.
    tags:
      - editor
      - linux
      - windows
      - mac
      - tk
  - name: Black
    repo_url: https://github.com/ambv/black
    docs_url: https://black.readthedocs.io/
    pypi_url: https://pypi.org/project/black
    date_added: 2019-01-27 02:30:00
    desc: Uncompromising automatic formatter for Python code.
    tags:
      - editor
      - console
  - name: Eric IDE
    repo_url: http://die-offenbachs.homelinux.org:48888/hg/eric
    home_url: https://eric-ide.python-projects.org/
    clone_url: hg+http://die-offenbachs.homelinux.org:48888/hg/eric
    date_added: 2018-11-26 01:59:00
    desc: Python editor and IDE, based on Qt, integrating Scintilla editor control.
    tags:
      - editor
      - linux
      - windows
      - mac
      - qt5
  - name: Gedit
    repo_url: https://gitlab.gnome.org/GNOME/gedit
    wp_url: https://en.wikipedia.org/wiki/Gedit
    date_added: 2018-11-26 01:59:00
    desc: The default GNOME text editor makes extensive use of Python, in addition to C.
    tags:
      - editor
      - linux
      - c
      - gtk
  - name: Jupyter Notebook
    repo_url: https://github.com/jupyter/notebook
    home_url: https://jupyter.org/
    wp_url: https://en.wikipedia.org/wiki/Project_Jupyter#Jupyter_Notebook
    date_added: 2018-11-26 01:59:00
    desc: Web-based, extensible notebook environment for interactive computing.
    tags:
      - editor
      - linux
      - windows
      - mac
  - name: Komodo Edit
    repo_url: https://github.com/Komodo/KomodoEdit
    home_url: https://www.activestate.com/products/komodo-edit
    wp_url: https://en.wikipedia.org/wiki/Komodo_Edit
    date_added: 2018-11-26 01:59:00
    desc: Multi-language code editor, written in JS, Python, and C++, based on the Mozilla platform.
    tags:
      - editor
      - linux
      - windows
      - mac
      - cpp
      - js
  - name: Leo Editor
    repo_url: https://github.com/leo-editor/leo-editor
    home_url: http://leoeditor.com/
    wp_url: https://en.wikipedia.org/wiki/Leo_%28text_editor%29
    date_added: 2018-11-26 01:59:00
    desc: Personal Information Manager (PIM), IDE, and outliner with a holistic approach to programming and writing.
    tags:
      - editor
      - linux
      - windows
      - mac
      - qt5
  - name: mu
    repo_url: https://github.com/mu-editor/mu
    home_url: https://codewith.mu/en
    date_added: 2018-12-17 10:51:00
    desc: A small, simple editor designed for beginner Python programmers.
    tags:
      - editor
      - linux
      - windows
      - mac
      - qt5
  - name: Ninja IDE
    repo_url: https://github.com/ninja-ide/ninja-ide
    home_url: http://ninja-ide.org/
    wp_url: https://en.wikipedia.org/wiki/Ninja-IDE
    date_added: 2018-11-26 01:59:00
    desc: Cross-platform Python IDE with project management, linting, extensions, and more.
    tags:
      - editor
      - linux
      - windows
      - mac
      - qt5
  - name: Pluma
    repo_url: https://github.com/mate-desktop/pluma
    date_added: 2018-11-26 01:59:00
    desc: Small and lightweight UTF-8 text editor for [the MATE environment](http://mate-desktop.org/). Based on gedit.
    tags:
      - editor
      - linux
      - c
      - gtk
  - name: ReText
    repo_url: https://github.com/retext-project/retext
    docs_url: https://github.com/retext-project/retext/wiki
    pypi_url: https://pypi.org/project/ReText
    date_added: 2019-10-01 21:08:00
    desc: Simple but powerful editor for Markdown and reStructuredText markup languages.
    tags:
      - editor
      - linux
  - name: Spyder IDE
    repo_url: https://github.com/spyder-ide/spyder
    home_url: https://www.spyder-ide.org/
    wp_url: https://en.wikipedia.org/wiki/Spyder_%28software%29
    date_added: 2018-11-26 01:59:00
    desc: Scientific editing and execution environment designed by and for scientists, engineers, and data analysts using Python.
    tags:
      - editor
      - linux
      - windows
      - mac
      - qt5
  - name: Thonny
    repo_url: https://github.com/thonny/thonny
    home_url: https://thonny.org/
    wp_url: https://en.wikipedia.org/wiki/Thonny
    date_added: 2019-01-05 14:36:00
    desc: Cross-platform Python IDE for beginners, designed for learning to code.
    tags:
      - editor
      - linux
      - windows
      - mac
      - tk

# Pkg_Mgr

  - name: Conan
    repo_url: https://github.com/conan-io/conan
    home_url: https://conan.io/
    docs_url: https://docs.conan.io/en/latest
    date_added: 2019-10-10 10:00:00
    desc: Decentralized package manager for binary package management, targeted at C/C++ developers.
    tags:
      - pkg_mgr
      - linux
      - windows
      - mac
  - name: Conda
    repo_url: https://github.com/conda/conda
    home_url: https://conda.io/
    wp_url: https://en.wikipedia.org/wiki/Conda_%28package_manager%29
    date_added: 2018-11-26 01:59:00
    desc: OS-agnostic, system-level binary package manager and ecosystem, with a focus on Python and high-performance scientific computing.
    tags:
      - pkg_mgr
      - linux
      - windows
      - mac
      - corp
  - name: dnf
    repo_url: https://github.com/rpm-software-management/dnf
    docs_url: https://dnf.readthedocs.io/en/latest
    wp_url: https://en.wikipedia.org/wiki/DNF_%28software%29
    date_added: 2018-11-26 01:59:00
    desc: Dandified YUM (DNF) is the successor to `yum` and works everywhere yum worked.
    tags:
      - pkg_mgr
      - linux
      - corp
  - name: pip
    repo_url: https://github.com/pypa/pip
    home_url: https://pip.pypa.io/en/stable
    pypi_url: https://pypi.org/project/pip
    wp_url: https://en.wikipedia.org/wiki/Pip_%28package_manager%29
    date_added: 2018-11-26 01:59:00
    desc: Python's go-to package manager, with a wide range of features and platform support.
    tags:
      - pkg_mgr
      - linux
      - windows
      - mac
  - name: pip-tools
    repo_url: https://github.com/jazzband/pip-tools
    date_added: 2019-11-13 09:43:00
    desc: A set of command line tools to help you keep your pip-based packages fresh, even when you've pinned them.
    tags:
      - pkg_mgr
      - linux
      - windows
      - mac
  - name: pipenv
    repo_url: https://github.com/pypa/pipenv
    docs_url: https://pipenv.readthedocs.io/en/latest
    date_added: 2018-12-23 17:37:00
    desc: Wrapper around `pip`, [`virtualenv`](https://github.com/pypa/virtualenv), and [`pip-tools`](https://github.com/jazzband/pip-tools) for a more holistic package management workflow.
    tags:
      - pkg_mgr
      - linux
      - windows
      - mac
  - name: Poetry
    repo_url: https://github.com/sdispater/poetry
    home_url: https://poetry.eustace.io/
    docs_url: https://poetry.eustace.io/docs
    date_added: 2018-12-19 09:45:00
    desc: An independent approach to Python dependency management and packaging.
    tags:
      - pkg_mgr
      - linux
      - windows
      - mac
  - name: Portage
    repo_url: https://gitweb.gentoo.org/proj/portage.git
    clone_url: git+https://anongit.gentoo.org/git/proj/portage.git
    wp_url: https://en.wikipedia.org/wiki/Portage_%28software%29
    date_added: 2019-08-05 23:47:00
    desc: Platform-agnostic Package management system created for and used by Gentoo Linux and also by Chrome OS, Sabayon, and Funtoo Linux. Inspired by FreeBSD ports.
    tags:
      - pkg_mgr
      - linux
  - name: Solaris IPS
    repo_url: https://github.com/oracle/solaris-ips
    date_added: 2018-11-26 01:59:00
    desc: Software delivery system backed by network repository, featuring safe execution for zones, use of ZFS for efficiency and rollback, preventing the introduction of invalid packages, and efficient use of bandwidth.
    tags:
      - pkg_mgr
      - linux
      - corp
  - name: yum
    repo_url: https://github.com/rpm-software-management/yum
    home_url: http://yum.baseurl.org/
    wp_url: https://en.wikipedia.org/wiki/Yum_%28software%29
    date_added: 2018-11-26 01:59:00
    desc: Automatic updater and package installer/remover for RPM-based systems (Fedora, RHEL, etc.).
    tags:
      - pkg_mgr
      - linux
      - corp

# Pkg_Repo

  - name: Bandersnatch
    repo_url: https://github.com/pypa/bandersnatch
    date_added: 2018-11-26 01:59:00
    desc: PyPI mirror client complying with [PEP 381](http://www.python.org/dev/peps/pep-0381/).
    tags:
      - pkg_repo
      - server
      - corp
  - name: devpi
    repo_url: https://github.com/devpi/devpi
    docs_url: http://doc.devpi.net/
    date_added: 2018-11-26 01:59:00
    desc: PyPI staging server, as well as a packaging, testing, release tool, complete with web and search interface. Like a local PyPI.
    tags:
      - pkg_repo
      - server
  - name: distro-tracker
    repo_url: https://salsa.debian.org/qa/distro-tracker
    clone_url: git+https://salsa.debian.org/qa/distro-tracker.git
    demo_url: https://tracker.debian.org/
    docs_url: https://qa.pages.debian.net/distro-tracker
    date_added: 2019-09-30 18:35:00
    desc: Web application designed to follow the evolution of a Debian-based distribution with email updates and a comprehensive web interface. Powers the [Debian Package Tracker](https://tracker.debian.org/).
    tags:
      - pkg_repo
      - server
  - name: SweetTooth Web
    repo_url: https://gitlab.gnome.org/Infrastructure/extensions-web
    home_url: https://extensions.gnome.org/
    clone_url: git+https://gitlab.gnome.org/Infrastructure/extensions-web.git
    date_added: 2019-10-10 12:29:00
    desc: The web store for extensions to the [GNOME](https://en.wikipedia.org/wiki/GNOME) desktop environment, supporting adding and updating extensions directly from the browser.
    tags:
      - pkg_repo
      - server
  - name: Warehouse
    repo_url: https://github.com/pypa/warehouse
    docs_url: https://warehouse.pypa.io/
    fund_url: https://psfmember.org/civicrm/contribute/transact?reset=1&id=13
    date_added: 2018-11-26 01:59:00
    desc: Server software that powers [PyPI](https://pypi.org/), where most Python libraries are downloaded from.
    tags:
      - pkg_repo
      - server
      - fnd

# Build

  - name: bitbake
    repo_url: https://github.com/openembedded/bitbake
    docs_url: https://www.yoctoproject.org/docs/current/bitbake-user-manual/bitbake-user-manual.html
    wp_url: https://en.wikipedia.org/wiki/BitBake
    date_added: 2018-11-26 01:59:00
    desc: Generic task execution engine that allows shell and Python tasks to be run efficiently and in parallel while working within complex inter-task dependency constraints.
    tags:
      - build
      - linux
  - name: buildbot
    repo_url: https://github.com/buildbot/buildbot
    docs_url: https://www.buildbot.net/
    wp_url: https://en.wikipedia.org/wiki/Buildbot
    date_added: 2018-11-26 01:59:00
    desc: Job scheduling system tailored to the needs of continuous integration and software packaging.
    tags:
      - build
      - server
  - name: Buildout
    repo_url: https://github.com/buildout/buildout
    docs_url: http://docs.buildout.org/
    wp_url: https://en.wikipedia.org/wiki/Buildout
    date_added: 2018-11-26 01:59:00
    desc: Extensible deployment automation tool designed for application-centric assembly and deployment, as well as repeatable Python software builds.
    tags:
      - build
      - linux
      - windows
      - mac
  - name: doit
    repo_url: https://github.com/pydoit/doit
    home_url: https://pydoit.org/
    docs_url: https://pydoit.org/contents.html
    fund_url: https://opencollective.com/doit
    date_added: 2019-10-10 23:15:00
    desc: Command-line task management and automation tool, with directives written in Python.
    tags:
      - build
      - linux
      - windows
      - mac
  - name: GYP
    repo_url: https://chromium.googlesource.com/external/gyp
    home_url: https://gyp.gsrc.io/
    clone_url: git+https://chromium.googlesource.com/external/gyp
    wp_url: https://en.wikipedia.org/wiki/GYP_%28software%29
    date_added: 2018-11-26 01:59:00
    desc: AKA 'Generate Your Projects', a build system that generates other build systems.
    tags:
      - build
      - linux
      - windows
      - mac
  - name: JHBuild
    repo_url: https://gitlab.gnome.org/GNOME/jhbuild
    home_url: https://wiki.gnome.org/Projects/Jhbuild
    docs_url: https://developer.gnome.org/jhbuild/stable/getting-started.html.en
    gh_url: https://github.com/GNOME/jhbuild
    date_added: 2019-11-13 09:55:00
    desc: Tool designed to ease building collections of packages, originally written to build the GNOME desktop from sources.
    tags:
      - build
      - linux
  - name: Meson
    repo_url: https://github.com/mesonbuild/meson
    home_url: http://mesonbuild.com/
    date_added: 2018-11-26 01:59:00
    desc: Build system designed for speed and user-friendliness.
    tags:
      - build
      - linux
      - windows
      - mac
  - name: Pants
    repo_url: https://github.com/pantsbuild/pants
    home_url: https://www.pantsbuild.org/
    date_added: 2018-12-18 20:13:00
    desc: Build system designed for monolithic repositories.
    tags:
      - build
      - linux
      - mac
      - corp
  - name: PlatformIO Core
    repo_url: https://github.com/platformio/platformio-core
    home_url: https://platformio.org/
    docs_url: https://docs.platformio.org/en/latest?utm_source=github&utm_medium=core
    fund_url: https://platformio.org/donate?utm_source=github&utm_medium=core
    pypi_url: https://pypi.org/project/platformio
    date_added: 2019-10-01 21:22:00
    desc: Multiplatform CLI build system and library manager for IoT development.
    tags:
      - build
      - linux
      - windows
      - mac
  - name: redo
    repo_url: https://github.com/apenwarr/redo
    docs_url: https://redo.readthedocs.io/en/latest
    pypi_url: https://pypi.org/project/redo-tools
    date_added: 2019-03-06 09:53:00
    desc: A recursive, general-purpose build sytem, replacing `make` with original design by [DJB](https://en.wikipedia.org/wiki/Daniel_J._Bernstein).
    tags:
      - build
      - linux
      - windows
      - mac
      - console
  - name: SCons
    repo_url: https://github.com/SCons/scons
    home_url: http://scons.org/
    wp_url: https://en.wikipedia.org/wiki/SCons
    date_added: 2018-11-26 01:59:00
    desc: Domain-specific language and build tool, designed to replace Make, autoconf, and ccache.
    tags:
      - build
      - linux
      - windows
      - mac
  - name: Snapcraft
    repo_url: https://github.com/snapcore/snapcraft
    home_url: https://snapcraft.io/
    docs_url: https://snapcraft.io/docs
    date_added: 2019-10-01 21:40:00
    desc: A command-line tool to package, distribute, and update apps for Linux and IoT using containerization, developed by Canonical.
    tags:
      - build
      - linux
  - name: Waf
    repo_url: https://gitlab.com/ita1024/waf
    home_url: https://waf.io/
    docs_url: https://waf.io/book
    wp_url: https://en.wikipedia.org/wiki/Waf
    date_added: 2018-11-26 01:59:00
    desc: Cross-platform build system designed to improve on SCons.
    tags:
      - build
      - linux

# Shell

  - name: Ergonomica
    repo_url: https://github.com/ergonomica/ergonomica
    docs_url: http://ergonomica.readthedocs.io/
    date_added: 2018-11-26 01:59:00
    desc: Cross-platform shell language based on [S-expressions](https://en.wikipedia.org/wiki/S-expression) combined with traditional shell features.
    tags:
      - shell
      - linux
      - windows
      - mac
  - name: Oil
    repo_url: https://github.com/oilshell/oil
    home_url: http://www.oilshell.org/
    date_added: 2018-11-26 01:59:00
    desc: A new [bash](https://en.wikipedia.org/wiki/Bash_(Unix_shell))- and [dash](https://en.wikipedia.org/wiki/Almquist_shell#dash:_Ubuntu,_Debian_and_POSIX_compliance_of_Linux_distributions) backwards-compatible shell, with an improved language of its own.
    tags:
      - shell
      - linux
  - name: Xonsh
    repo_url: https://github.com/xonsh/xonsh
    home_url: https://xon.sh/
    date_added: 2018-11-26 01:59:00
    desc: Cross-platform shell language and command prompt. The language is a superset of Python 3.4+ with additional shell primitives.
    tags:
      - shell
      - linux
      - windows
      - mac

# Dev

  - name: asciinema
    repo_url: https://github.com/asciinema/asciinema
    home_url: https://asciinema.org/
    date_added: 2019-01-27 02:26:00
    desc: Terminal session recorder and replayer.
    tags:
      - dev
      - linux
      - mac
  - name: autojump
    repo_url: https://github.com/wting/autojump
    date_added: 2019-01-27 16:11:00
    desc: A `cd` with many heuristics to speed up console filesystem navigation.
    tags:
      - dev
      - console
  - name: coala
    repo_url: https://github.com/coala/coala
    home_url: https://coala.io/
    pypi_url: https://pypi.org/project/coala
    date_added: 2018-11-26 01:59:00
    desc: Unified command-line interface for linting and fixing code, regardless of programming language.
    tags:
      - dev
      - console
  - name: Cookiecutter
    repo_url: https://github.com/audreyr/cookiecutter
    docs_url: https://cookiecutter.readthedocs.io/en/latest
    pypi_url: https://pypi.org/project/cookiecutter
    date_added: 2019-01-27 16:01:00
    desc: Utility for creating new projects from shareable templates.
    tags:
      - dev
      - console
  - name: Cython
    repo_url: https://github.com/cython/cython
    home_url: https://cython.org/
    docs_url: http://docs.cython.org/
    pypi_url: https://pypi.org/project/cython
    date_added: 2019-10-01 21:48:00
    desc: Language and compiler designed for high-performance Python and C interoperability.
    tags:
      - dev
      - linux
      - windows
      - mac
  - name: Docker Compose
    repo_url: https://github.com/docker/compose
    docs_url: https://docs.docker.com/compose
    date_added: 2020-11-21 16:41:00
    desc: Docker Compose is a tool for defining and running multi-container Docker applications.
    tags:
      - dev
      - linux
      - windows
      - mac
      - corp
  - name: doitlive
    repo_url: https://github.com/sloria/doitlive
    docs_url: https://doitlive.readthedocs.io/
    pypi_url: https://pypi.org/project/doitlive
    date_added: 2019-10-10 23:15:00
    desc: Tool for live presentations in the terminal.
    tags:
      - dev
      - linux
      - mac
  - name: gdbgui
    repo_url: https://github.com/cs01/gdbgui
    home_url: https://gdbgui.com/
    pypi_url: https://pypi.org/project/gdbgui
    date_added: 2019-09-30 19:24:00
    desc: Browser-based frontend for [gdb](https://en.wikipedia.org/wiki/GNU_Debugger).
    tags:
      - dev
      - linux
      - windows
      - mac
  - name: GNS3 GUI
    repo_url: https://github.com/GNS3/gns3-gui
    home_url: https://www.gns3.com/
    docs_url: https://docs.gns3.com/
    pypi_url: https://pypi.org/project/gns3-gui
    date_added: 2019-11-13 18:53:00
    desc: Graphical Network Simulator used to emulate, configure, test and troubleshoot virtual and real networks. (Backed by server component [here](https://github.com/GNS3/gns3-server).)
    tags:
      - dev
      - linux
      - windows
      - mac
  - name: howdoi
    repo_url: https://github.com/gleitz/howdoi
    pypi_url: https://pypi.org/project/howdoi
    date_added: 2019-01-27 02:34:00
    desc: Instant coding answers from StackOverflow on your command line.
    tags:
      - dev
      - console
  - name: IPython
    repo_url: https://github.com/ipython/ipython
    docs_url: https://ipython.readthedocs.org/
    pypi_url: https://pypi.org/project/ipython
    date_added: 2018-11-26 01:59:00
    desc: Set of enhancements to Python, wrapping it for richer interactivity.
    tags:
      - dev
      - console
  - name: LocalStack
    repo_url: https://github.com/localstack/localstack
    home_url: https://localstack.cloud/
    pypi_url: https://pypi.org/project/localstack
    date_added: 2019-09-17 19:22:00
    desc: Self-hostable version of many AWS services, including S3, Route53, Lambda, Redshift, and much more, designed for testing cloud-centric code.
    tags:
      - dev
      - server
  - name: Locust
    repo_url: https://github.com/locustio/locust
    home_url: https://locust.io/
    docs_url: https://docs.locust.io/
    date_added: 2018-11-26 01:59:00
    desc: Scalable user load testing tool for web sites, featuring an interactive web interface.
    tags:
      - dev
      - server
  - name: PathPicker
    repo_url: https://github.com/facebook/PathPicker
    home_url: http://facebook.github.io/PathPicker
    date_added: 2019-01-21 09:31:00
    desc: Shell utility to interactively select paths from the output of other commands.
    tags:
      - dev
      - linux
      - mac
  - name: PeachPy
    repo_url: https://github.com/Maratyszcza/PeachPy
    date_added: 2019-09-30 10:01:00
    desc: Highly portable assembler with unified syntax, sporting an extensive user list, including many cryptography libraries for Go.
    tags:
      - dev
      - linux
      - windows
  - name: PINCE
    repo_url: https://github.com/korcankaraokcu/PINCE
    date_added: 2019-01-02 09:47:00
    desc: Debugging frontend for GDB focused on reverse engineering video games.
    tags:
      - dev
      - linux
      - qt5
  - name: Plinth
    repo_url: https://salsa.debian.org/freedombox-team/plinth
    home_url: https://freedombox.org/
    clone_url: git+https://salsa.debian.org/freedombox-team/plinth.git
    docs_url: https://wiki.debian.org/FreedomBox/Plinth
    date_added: 2019-09-17 23:06:00
    desc: The core functionality and web front-end of [FreedomBox](https://freedombox.org/), an easy-to-manage, privacy-oriented home server.
    tags:
      - dev
      - linux
      - server
  - name: PPCI
    repo_url: https://bitbucket.org/windel/ppci
    demo_url: https://godbolt.org/g/eooaPP
    docs_url: https://ppci.readthedocs.io/
    gh_url: https://github.com/windelbouwman/ppci-mirror
    pypi_url: https://pypi.org/project/ppci
    date_added: 2019-09-13 11:02:00
    desc: The Pure Python Compiler Infrastructure is a compiler written entirely in Python, containing front-ends for various programming languages (C, c3, WebAssembly, and others) as well as machine code generation backends for various CPUs (6500, arm, avr, x86_64, openrisc, among others).
    tags:
      - dev
      - linux
      - windows
      - mac
  - name: pre-commit
    repo_url: https://github.com/pre-commit/pre-commit
    home_url: https://pre-commit.com/
    pypi_url: https://pypi.org/project/pre-commit
    date_added: 2023-03-30 15:52:00
    desc: A framework for managing and maintaining multi-language git hooks.
    tags:
      - dev
      - linux
      - windows
      - mac
  - name: RedHat Anaconda
    repo_url: https://github.com/rhinstaller/anaconda
    docs_url: https://anaconda-installer.readthedocs.io/en/latest
    date_added: 2018-12-21 22:16:00
    desc: Installation program used by Fedora, Red Hat Enterprise Linux, and other Linux distributions.
    tags:
      - dev
      - linux
      - gtk
  - name: Robot Framework
    repo_url: https://github.com/robotframework/robotframework
    home_url: http://robotframework.org/
    pypi_url: https://pypi.org/project/robotframework
    date_added: 2018-11-26 01:59:00
    desc: Generic, cross-platform, and language-independent automation framework for acceptance testing, acceptance test driven development (ATDD), and robotic process automation (RPA). Extensible in Python and Java.
    tags:
      - dev
      - console
  - name: ScratchABit
    repo_url: https://github.com/pfalcon/ScratchABit
    date_added: 2019-09-13 10:13:00
    desc: Easily retargetable and hackable interactive disassembler with IDAPython-compatible plugin API.
    tags:
      - dev
      - linux
      - tui
  - name: Script Server
    repo_url: https://github.com/bugy/script-server
    demo_url: https://script-server.net/
    docs_url: https://github.com/bugy/script-server/wiki
    date_added: 2020-01-07 22:48:00
    desc: Turn scripts into interactive, validated, authenticated, auditable web UIs, without modifying the scripts.
    tags:
      - dev
      - server
  - name: Sentry
    repo_url: https://github.com/getsentry/sentry
    home_url: https://sentry.io/
    date_added: 2018-11-24 02:37:00
    desc: Web service and frontend for cross-platform application monitoring, with a focus on error reporting.
    tags:
      - dev
      - server
      - corp
      - django
  - name: Socorro
    repo_url: https://github.com/mozilla-services/socorro
    docs_url: https://wiki.mozilla.org/Socorro
    date_added: 2019-08-30 09:58:00
    desc: Web service for collecting crash statistics from Mozilla products, including Firefox, Thunderbird, and [others](https://crash-stats.mozilla.org/).
    tags:
      - dev
      - server
  - name: Ubiquity # ubuntu installer
    repo_url: https://code.launchpad.net/ubiquity
    wp_url: https://en.wikipedia.org/wiki/Ubiquity_%28software%29
    date_added: 2018-11-26 01:59:00
    desc: The default installer for Ubuntu and its derivatives, designed to be run from Live CD or USB.
    tags:
      - dev
      - linux
      - gtk
      - qt
  - name: Voltron
    repo_url: https://github.com/snare/voltron
    date_added: 2018-12-19 11:46:00
    desc: Extensible debugger wrapper aiming to improve the user experience of various debuggers, such as [LLDB](https://lldb.llvm.org/), [GDB](https://en.wikipedia.org/wiki/GNU_Debugger), and [WinDbg](https://en.wikipedia.org/wiki/WinDbg).
    tags:
      - dev
      - linux
      - windows
      - mac
  - name: YunoHost
    repo_url: https://github.com/YunoHost/yunohost
    home_url: https://yunohost.org/
    docs_url: https://yunohost.org/#/docs
    date_added: 2019-09-17 22:44:00
    desc: Server operating system based on Debian Linux aiming to make self-hosting accessible to as many people as possible, with support for several types of hardware.
    tags:
      - dev
      - linux
      - server
  - name: aider
    repo_url: https://github.com/paul-gauthier/aider
    home_url: https://aider.chat/
    date_added: 2025-04-25 10:31:00
    desc: Terminal-based AI pair programming assistant.
    tags: []

# Misc

  - name: CourtListener
    repo_url: https://github.com/freelawproject/courtlistener
    home_url: https://www.courtlistener.com/
    fund_url: https://free.law/donate
    wp_url: https://en.wikipedia.org/wiki/Free_Law_Project
    date_added: 2020-04-04 23:59:00
    desc: Web application which provides a graph-based search interface and API with 900,000 minutes of oral argument recordings, more than eight thousand judges, and more than three million opinions. Also powers [RECAP search](https://www.courtlistener.com/recap/).
    tags:
      - misc
      - server
      - django
  - name: Guake
    repo_url: https://github.com/Guake/guake
    home_url: http://guake-project.org/
    pypi_url: https://pypi.org/project/guake
    date_added: 2018-11-26 01:59:00
    desc: Drop-down terminal for GNOME, reminiscent of first-person game command consoles.
    tags:
      - misc
      - linux
      - gtk
  - name: Home Assistant
    repo_url: https://github.com/home-assistant/home-assistant
    home_url: https://www.home-assistant.io/
    demo_url: https://demo.home-assistant.io/
    docs_url: https://www.home-assistant.io/docs
    date_added: 2018-12-15 23:13:00
    desc: Home automation platform that puts local control and privacy first.
    tags:
      - misc
      - linux
  - name: JARVIS on Messenger
    repo_url: https://github.com/swapagarwal/JARVIS-on-Messenger
    home_url: https://m.me/J.A.R.V.I.S.on.Messenger
    date_added: 2018-11-26 01:59:00
    desc: Facebook Messenger bot with a wide assortment of features.
    tags:
      - misc
      - server
  - name: Nicotine+
    repo_url: https://github.com/Nicotine-Plus/nicotine-plus
    date_added: 2018-11-26 01:59:00
    desc: Graphical desktop client for the [Soulseek](https://en.wikipedia.org/wiki/Soulseek) peer-to-peer system.
    tags:
      - misc
      - linux
      - windows
      - gtk
  - name: Nimbus
    repo_url: https://github.com/nimbusproject/nimbus # hybrid w java?
    home_url: http://www.nimbusproject.org/
    date_added: 2018-11-26 01:59:00
    desc: Infrastructure-as-a-Service platform geared toward scientific cloud computing.
    tags:
      - misc
      - linux
  - name: OpenLP
    repo_url: https://code.launchpad.net/openlp
    home_url: https://openlp.org/
    date_added: 2019-08-05 23:47:00
    desc: Presentation software geared toward church usage.
    tags:
      - misc
      - linux
      - windows
      - mac
      - qt5
  - name: qtile
    repo_url: https://github.com/qtile/qtile
    home_url: http://qtile.org/
    date_added: 2018-11-26 01:59:00
    desc: A small, flexible, scriptable tiling window manager.
    tags:
      - misc
      - linux
  - name: uMap
    repo_url: https://github.com/umap-project/umap
    docs_url: https://wiki.openstreetmap.org/wiki/UMap
    date_added: 2019-09-11 17:58:00
    desc: Web application allowing users to create maps with OpenStreetMap layers and embed it on other sites.
    tags:
      - misc
      - server
  - name: Wammu
    repo_url: https://github.com/gammu/wammu
    home_url: https://wammu.eu/wammu
    date_added: 2019-09-30 09:35:00
    desc: GUI phone manager with read/write support for contacts, todo, calendar, SMS, and more, primarily designed for Nokia and AT-compatible phones.
    tags:
      - misc
      - linux
      - windows
  - name: Wicd
    repo_url: https://code.launchpad.net/wicd
    home_url: http://wicd.sourceforge.net/download.php
    wp_url: https://en.wikipedia.org/wiki/Wicd
    date_added: 2018-11-26 01:59:00
    desc: Graphical utility for managing wired and wireless connections on Linux.
    tags:
      - misc
      - linux
      - gtk
  - name: Xpra
    repo_url: https://xpra.org/svn/Xpra/trunk # svn
    home_url: http://xpra.org/
    date_added: 2018-11-26 01:59:00
    desc: Cross-platform remote display server and client for forwarding applications and desktop screens.
    tags:
      - misc
      - linux
      - windows

================================================
FILE: revisit.yaml
================================================
projects:
  - name: docnado
    repo_url: https://github.com/HEInventions/docnado
    reason: Too young (48 commits, <1 year)
  - name: OpenEats
    repo_url: https://github.com/open-eats/OpenEats
    reason: Not enough commnits (59)
  - name: imgpush
    repo_url: https://github.com/hauxir/imgpush
    reason: Too young (16 commits, 3 months)
  - name: tagtool
    repo_url: https://gitlab.com/tagtool/tagtool
    reason: low commit count. also, tried it out, seemed interesting, but confusing in its current state.
  - name: rapidbay
    repo_url: https://github.com/hauxir/rapidbay/
    reason: bit young, 1 contributor, low commit count (93)
  - name: shadowproxy
    repo_url: https://github.com/guyingbo/shadowproxy
  - name: mlox
    repo_url: https://github.com/mlox/mlox/graphs/contributors
    reason: maybe a little too niche?
  - name: kungfu trader
    repo_url: https://github.com/taurusai/kungfu
    reason: not obviously python enough
  - name: iqiyi-parser
    repo_url: https://github.com/ZSAIm/iqiyi-parser
    reason: young, 1 contributor. also, misleading name, this is a tencent video downloader.
  - name: bscan
    repo_url: https://github.com/welchbj/bscan
    reason: wavering maintenance status, still young, though has packaging.
  - name: Loki
    repo_url: https://github.com/Pure-L0G1C/Loki
    reason: low commit, 1 committers
  - name: captcha_trainer
    repo_url: https://github.com/kerlomz/captcha_trainer
    reason: low commit, 2 committers
  - name: bustag
    repo_url: https://github.com/gxtrobot/bustag
    reason: low commit, 1 committer
  - name: miio
    repo_url: https://github.com/rytilahti/python-miio
    reason: not sure its cli is substantive enough, seems more like a library
  - name: pyomo
    repo_url: https://github.com/Pyomo/pyomo
    reason: seems mostly like a library/framework
  - name: valinor
    repo_url: https://github.com/ARMmbed/valinor
    reason: seems a bit too quiet
  - name: visualequation
    repo_url: https://github.com/daniel-molina/visualequation
    reason: might be a bit young, only one committer
  - name: weasyprint
    repo_url: https://github.com/Kozea/WeasyPrint/
    reason: not sure the CLI is substantive enough, though it does follow some best practices
  - name: zktop
    repo_url: https://github.com/phunt/zktop
    reason: bit young, not a lot of commits
  - name: jampy postfix aliases
    repo_url: https://github.com/platipusica/jampy-posfixaliases
    reason: <100 commits, 2 committers, bit quiet.
  - name: shufti
    repo_url: https://github.com/danboid/shufti
    reason: <100 commits, 2 committers, bit quiet.
  - name: PyLucid
    repo_url: https://github.com/jedie/PyLucid
    reason: Not sure if application enough. Says itself it's more of a distribution of django cms. Also, 1 contributor.
  - name: pydoro
    repo_url: https://github.com/JaDogg/pydoro
    reason: good concept, but import error when I tried it.
  - name: hanash
    repo_url: https://github.com/Aboghazala/Hanash
    reason: young (33 commits), quiet for its age (no commits for 3 months)


================================================
FILE: templates/BY_PLATFORM.tmpl.md
================================================
# Awesome Python Applications - By Platform

The same Awesome Python Applications you know and love, but arranged
by *platform*. This list is for the app-happy reader looking to install
everything their operating system supports.

But what can the rest of us learn from organizing Python by platform?

In practice, Python's history of building on the features of C has led
to a wide range of deployment targets, from desktop operating systems,
console interfaces, and even mobile platforms. Python's user and
developer ecosystem is far from uniform, but by using the same
language, we can more readily share packaging techniques and other
platform-specific knowledge.

**Status note**: This dimension of the data is still under
development. While the *Desktop* data is relatively complete, we're
still on the lookout for more mobile and browser applications. Server
platform targeting is still mostly general at the moment, needs more
segmentation by distribution (i.e., Docker, etc.)

<!-- NOTE: This file is automatically generated, see projects.yaml -->

**Contents**

{PLATFORM_TOC}

<!-- ANOTHER NOTE: This file is automatically generated, see projects.yaml -->

{PLATFORM_TEXT}

<!-- YET ANOTHER NOTE: This file is automatically generated, see projects.yaml -->

## Conclusion

If you have a project to add, [please let us know](https://github.com/mahmoud/awesome-python-applications/issues)!


================================================
FILE: templates/CHANGELOG.tmpl.md
================================================
# Awesome Python Applications - Changelog

The same {TOTAL_COUNT} projects from the Awesome Python Applications list,
but arranged in reverse-chronological order of when they were listed.

{CHANGELOG_TEXT}

## Conclusion

If you have a project to add, [please let us know](https://github.com/mahmoud/awesome-python-applications/issues)!


================================================
FILE: templates/README.tmpl.md
================================================
# Awesome Python Applications

<!-- NOTE: This file is automatically generated, see projects.yaml -->

_Case studies in successfully shipping Python software_ <a href="https://raw.githubusercontent.com/mahmoud/awesome-python-applications/master/atom.xml" target="_blank"><img src="https://raw.githubusercontent.com/mahmoud/awesome-python-applications/master/templates/rss.png" /></a>

<img src="https://raw.githubusercontent.com/mahmoud/awesome-python-applications/master/templates/snake_cd.png" width="30%" align="right" />

As developers, we spend our days with code. The site you're reading
this on is mostly modules, packages, libraries, frameworks, and the
like. But users see applications.

When building our own applications, open-source Python applications
are a gold mine of practical patterns that we know work together. A
production application is worth a thousand blog posts and Stack
Overflow answers.

This document is an always-growing list of **{TOTAL_COUNT}**
open-source Python applications arranged by topic, with links to
repositories, docs, and more, generated from [structured
data](https://github.com/mahmoud/awesome-python-applications/blob/master/projects.yaml)
using [apatite](https://github.com/mahmoud/apatite). If you have one
to add or find some information missing, [please let us
know](https://github.com/mahmoud/awesome-python-applications/issues)!

Read [**the announcement post**](http://sedimental.org/awesome_python_applications.html) to learn more about this list.<br/>
Subscribe to [**the RSS/Atom feed**](https://raw.githubusercontent.com/mahmoud/awesome-python-applications/master/atom.xml) to see new applications added,
or see the newest additions here in [**the CHANGELOG**](https://github.com/mahmoud/awesome-python-applications/blob/master/CHANGELOG.md).

<!-- To see this list arranged by which operating systems they
support (and associated discussion), see Platforms, and to see the
list arranged by implementation approach used (and discussion
thereof), see Architectures. -->

**Contents**

{TOPIC_TOC}

<!-- ANOTHER NOTE: This file is automatically generated, see projects.yaml -->

{TOPIC_TEXT}

<!-- YET ANOTHER NOTE: This file is automatically generated, see projects.yaml -->

## Conclusion

If you have a project to add, [please let us know](https://github.com/mahmoud/awesome-python-applications/issues)!


================================================
FILE: templates/atom.xml
================================================
<?xml version="1.0" encoding="UTF-8"?>
<feed xmlns="http://www.w3.org/2005/Atom" xmlns:sy="http://purl.org/rss/1.0/modules/syndication/" xmlns:media="http://search.yahoo.com/mrss/" xml:lang="en">
  <id>https://github.com/mahmoud/awesome-python-applications</id>
  <title type="text">Awesome Python Applications</title>
  <subtitle type="text">The newest additions to the Awesome Python Applications list.</subtitle>
  <link rel="alternate" type="text/html" href="https://github.com/mahmoud/awesome-python-applications" />
  <link rel="self" type="application/atom+xml" href="https://raw.githubusercontent.com/mahmoud/awesome-python-applications/master/atom.xml" />
  <updated>{last_generated_utc}</updated>
  <sy:updatePeriod>hourly</sy:updatePeriod>
  <sy:updateFrequency>1</sy:updateFrequency>

  <rights type="html">CC-BY-SA unless otherwise noted</rights>
  <generator uri="https://github.com/mahmoud/apatite">Apatite 19.0</generator>

  {#projects}
  <entry>
    <id>{repo_url}</id>
    <title>{name}</title>
    <link rel="alternate" type="text/html" href="{repo_url}" />
    <published>{date_added_utc}</published>
    <updated>{date_added_utc}</updated>
    {#tags}<category term="audio"/>{/tags}

    <content type="xhtml">
      <div xmlns="http://www.w3.org/1999/xhtml">
      <p><strong><a href="{repo_url}">{name}</a></strong>: {desc}</p>
      <p>Links:</p>
      <ul>
        {@iterate key=urls}<li><a href='{$1}'>{$0}</a></li>
        {/iterate}
      </ul>
      </div>
    </content>
    <author>
      <name>Awesome Python Applications contributors</name>
      <uri>https://github.com/mahmoud/awesome-python-applications</uri>
    </author>
  </entry>
  {/projects}
</feed>