A small Jupyter notebook to analyse a Friendica milestone and the associated label in the addon repository for release note and CHANGELOG preparation.
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# CHANGELOG generation and Milestone analysis\n",
"\n",
"This script is here to make the process of generating and updating the `CHANGELOG` file of the [Friendica](https://friendi.ca) project more easy. The script will call the `github` API and collect all the nexxessary information from the Milestone and then sums them up in numbers and prefilled text blocks that can be used for the release notes and CHANGELOG file.\n",
"\n",
"## Usage\n",
"\n",
"1. Create an access token in your github account and save it in the file `token.txt` next to this jupyter notebook\n",
"2. Change the `milestone` variable to the correct integer identification value from the github milestone page and let all cells of the jupyter notebook run.\n",
"\n",
"**Note** the script will not automatically generate the `CHANGELOG` section for the release. Instead it will summerize the work done during the milestone to make the manual work less cumbersome to create the section.\n",
"\n",
"## Author\n",
"\n",
"* Tobias Diekershoff <tobias.diekershoff@gmx.net>\n",
"\n",
"## License (MIT / Expat style)\n",
"\n",
"Copyright (c) 2019, Tobias Diekershoff\n",
"\n",
"Permission is hereby granted, free of charge, to any person obtaining a copy\n",
"of this software and associated documentation files (the \"Software\"), to deal\n",
"in the Software without restriction, including without limitation the rights\n",
"to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n",
"copies of the Software, and to permit persons to whom the Software is\n",
"furnished to do so, subject to the following conditions:\n",
"\n",
"The above copyright notice and this permission notice shall be included in all\n",
"copies or substantial portions of the Software.\n",
"\n",
"THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n",
"IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n",
"FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n",
"AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n",
"LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n",
"OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\n",
"SOFTWARE."
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [],
"source": [
"from github import Github\n",
"from matplotlib import pylab as plt\n",
"import seaborn as sns\n",
"sns.set_style(\"darkgrid\")\n",
"pal = sns.color_palette(\"husl\", 16)\n",
"from wordcloud import WordCloud"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [],
"source": [
"# get github token from token.txt file\n",
"with open('./token.txt','r') as file:\n",
" ghtoken = file.readline().strip()\n",
"# current milestone\n",
"milestone = 18\n",
"# types of issues\n",
"bugfixes = []\n",
"enhancements = []\n",
"newfeatures = []\n",
"addonstuff = []\n",
"translation = []\n",
"closedissues = []\n",
"closedtitles = []\n",
"prcount = 0\n",
"issuecount = 0\n",
"alllabels = {}\n",
"allcontributors = {}\n",
"titlewords = []"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [],
"source": [
"# and login\n",
"gh = Github(ghtoken)\n",
"# open the friendica repository\n",
"repo = gh.get_repo('friendica/friendica')\n",
"ms = repo.get_milestone(milestone)\n",
"addonlabel = ms.title"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Friendica Core Repository\n",
"\n",
"### Some basic stats"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Milestone State: open\n",
"Open / Close Issue: 11/241\n"
]
}
],
"source": [
"print('Milestone State: {}\\nOpen / Close Issue: {}/{}'.format(ms.state, ms.open_issues, ms.closed_issues))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now grap all issues of the milestone and sort them.\n",
"\n",
"* are they issues or pull requests\n",
"* bug fixes, new features or enhancements\n",
"\n",
"also collect the issue numbers of the (real) issues that got closed."
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"# get the \"issues\" from the milestone. Seperate pull requests from fixed issues and analyse them a bit.\n",
"for issue in repo.get_issues(milestone=ms, state='all'):\n",
" ititle = issue.title\n",
" titlewords.append(ititle)\n",
" iauthor = issue.user.login\n",
" lnames = []\n",
" itype = ''\n",
" for label in issue.labels:\n",
" lnames.append(label.name)\n",
" try:\n",
" pr_url = issue.pull_request.html_url\n",
" # This issue is actually a pull request\n",
" itype = 'PR'\n",
" prcount += 1\n",
" if ('Bug' in lnames):\n",
" bugfixes.append(ititle+' [{}] by {}'.format(\", \".join(lnames), iauthor))\n",
" if ('Addons' in lnames):\n",
" addonstuff.append(ititle+' [{}] by {}'.format(\", \".join(lnames), iauthor))\n",
" if ('Translation' in lnames):\n",
" translation.append(ititle+' [{}] by {}'.format(\", \".join(lnames), iauthor))\n",
" if ('New Feature' in lnames):\n",
" newfeatures.append(ititle+' [{}] by {}'.format(\", \".join(lnames), iauthor))\n",
" if ('Enhancement' in lnames):\n",
" enhancements.append(ititle+' [{}] by {}'.format(\", \".join(lnames), iauthor))\n",
" allcontributors[iauthor] = allcontributors.get(iauthor, 0) + 1\n",
" for l in lnames:\n",
" alllabels[l] = alllabels.get(l, 0) + 1\n",
" except:\n",
" # this issue is actually an issue\n",
" itype = 'ISSUE'\n",
" issuecount += 1\n",
" if issue.state == 'closed':\n",
" closedissues.append(int(issue.number))\n",
" closedtitles.append(ititle)\n",
"closedissues.sort()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Closed Issues\n",
"\n",
"First of all, number countings."
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"Total: Pull Requests / Issues: 190 / 62\n"
]
}
],
"source": [
"print('\\n\\nTotal: Pull Requests / Issues: {} / {}'.format(prcount, issuecount))"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[989, 1071, 1188, 1334, 2537, 3229, 3231, 3385, 4112, 4442, 4451, 5048, 5568, 5802, 6865, 7190, 7308, 7316, 7418, 7613, 7657, 7659, 7671, 7679, 7681, 7682, 7688, 7691, 7702, 7707, 7709, 7718, 7733, 7740, 7747, 7756, 7766, 7773, 7776, 7778, 7781, 7821, 7825, 7834, 7863, 7868, 7880, 7888, 7902, 7914, 7920, 7946, 7953]\n",
"\n",
"====================\n",
"Issue Titles\n",
"====================\n",
"[frio] Self contact hovercard shouldn’t show follow and private message action buttons\n",
"frio: visual glitch with 'active tab indicator' on .../contact/123456\n",
"[API] Rewrite followers/ids and friends/ids to output expected data\n",
"Resharing a Mastodon post truncates body, breaks share display\n",
"[frio] Composer Modal jot new permission tab doesn't show connectors\n",
"addon: js_upload sets wrong permission on uploaded images\n",
"Upload of images broken when 'js_upload' is used\n",
"federation with pixelfed - images missing on incoming posts\n",
"Missing/Broken client API\n",
"frio: Post display doesn't reload after (un)ignoring it\n",
"Registration broken with policy approval\n",
"Admin Summary - one line too much\n",
"Compose page of frio theme on dev results in blank screen\n",
"Personal notes are public when posted from non-Composer jot\n",
"Home Notifications page is showing wrong notifications\n",
"Resharing Mastodon post removes embedded video\n",
"Reshare a Friendica post from Diaspora to Friendica removes title\n",
"Log file without write access leads to white screen\n",
"Inserting images broken\n",
"[frio] Follow button affected by whether they follow me\n",
"Search field doesn't show results and deleting a saved search doesn't work\n",
"Browser language isn't used when user is not logged in\n",
"Password reset doenst work\n",
"[vier] Default theme settings page is blank\n",
"Contact requests from Diaspora on News Page Accounts are wrong/misleading\n",
"ActivityPub: using sharedInbox for private deliveries can leak privacy\n",
"Enhancements for account registration (Captcha/HoneyPot/Comment field)\n",
"[Frio] Better \"Insert Link\" button\n",
"2019.09 PHP Notices\n",
"Can't see restricted posts on remote profile if the remote profile is on the same instance\n",
"Frio: Feature requests for the new composer page\n",
"/contact/blocked needs to show public contact blocks as well\n",
"Rework \"redir\" and calls to \"remote_user\"\n",
"Delete notifications for deleted items\n",
"Problem mit Foren auf der gleichen Instanz\n",
"Investigate `/contact` pages slowness\n",
"Setting permissions on posts needs more secure workflow\n",
"Replace defaults() with ??\n",
"Category labels in posts are not clickable\n",
"nodeinfo: needs extension for protocol activitypub\n",
"Adding Code-Coverage to the Friendica code-base\n",
"Sort saved folders alphabetically\n",
"Diaspora: Image URLs with double \"http://\" throw BBCode off\n",
"Drop unsecure OPENSSL_PKCS1_PADDING from openssl_private_decrypt()\n",
"Feature: remote_self for OStatus contacts\n",
"Logging in o registering via previously unknown OpenID should give the option to associate it with existing account\n",
"OpenID URIs should be verified before allowing a user to register them\n",
"Users are allowed to re-use OpenID of other users\n",
"Frio: Missing functionality\n",
"Possibilities to interact with others are hidden\n",
"contact request: bad usability\n",
"Addons: Jappix-mini: Replace error link to Jappix website with something more useful\n",
"forced track user\n"
]
}
],
"source": [
"print(closedissues)\n",
"\n",
"print('\\n====================\\nIssue Titles\\n====================')\n",
"for i in closedtitles:\n",
" print(i)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Issues by Labels"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
" >> Pull Requests merged\n",
"\n",
"=========================\n",
"Addons (2)\n",
"=========================\n",
"Add \"discourse\" as protocol [Addons, New Feature] by annando\n",
"Added hooks for the email fetch process [Addons, Enhancement] by annando\n",
"\n",
"=========================\n",
"Translation (4)\n",
"=========================\n",
"DE, ET, JA, NL and PL translation updates [Translation] by tobiasd\n",
"Fix run_xgettext.sh FRIENDICA_VERSION [Bug, Translation] by nupplaphil\n",
"regen messages.po after Hackathon 2019 [Berlin 2019, Translation] by tobiasd\n",
"CS translation update THX Aditoo [Translation] by tobiasd\n",
"\n",
"=========================\n",
"Enhancements (103)\n",
"=========================\n",
"Issue 7659: Udate the \"user-contact\" value with the \"contact\" values [Enhancement] by annando\n",
"Github Action: Merge to develop [Enhancement] by nupplaphil\n",
"API: Improved handling of quoted posts and attachments [Enhancement, Federation] by annando\n",
"Update Install.md [Docs, Enhancement] by copiis\n",
"Issue 7651: Added basic support for more complicated \"video\" elements [Enhancement] by annando\n",
"APContact: Added follower count, following count and count of posts [Enhancement, Federation] by annando\n",
"API: Account class improved [API, Enhancement] by annando\n",
"Make 2Factor \"tel\" field instead \"number\" [Enhancement, UI, UI/Theme] by nupplaphil\n",
"Issue 7691: We can now switch to BCC for ActivityPub [Enhancement, Performance, Privacy] by annando\n",
"Do reshares as native as possible [Enhancement, Federation] by annando\n",
"Mail contacts: Update public via user contact / display owner's posts [Enhancement, Federation] by annando\n",
"[frio] Add numeric field_input [Enhancement, UI/Theme] by nupplaphil\n",
"Make Two Factor Field numeric [Enhancement, UI] by nupplaphil\n",
"Add data for shared posts from the original [Enhancement] by annando\n",
"Changed the option to enable the smart threading with the option to disable this [Enhancement, UX] by annando\n",
"Make quoted announces look better / more announce improvements [Enhancement, Federation, UI] by annando\n",
"Only show the difference between posting and receive date on difference [Enhancement, UX] by annando\n",
"[Frio] Optical indicator for connector accordion added [Enhancement, UI, UI/Theme] by annando\n",
"Group selection: Respect \"pubmail\" and ignore atchived or blocked contacts [Enhancement, Privacy] by annando\n",
"API: Improve attachment removal functionality for the status text [API, Enhancement] by annando\n",
"Disable drone except \"develop\" branch [Enhancement] by nupplaphil\n",
"[frio/plusminus] Made Connectors on new composer popup more visible [Enhancement, UI/Theme] by hoergen\n",
"Show the received date along with the creation date of posts [Enhancement] by annando\n",
"Generalize the Compose ACL to the whole site [Enhancement] by MrPetovan\n",
"Only transfer posts via mail [Enhancement, Federation] by annando\n",
"nodeinfo version 2 / basic nodeinfo data is always enabled [Enhancement, Federation] by annando\n",
"Don't allow unencrypted IMAP, allow deleting mails [Enhancement, Federation] by annando\n",
"Avoid contact update for non federated networks [Enhancement] by annando\n",
"Only read undeleted mails / improved structure [Enhancement] by annando\n",
"E-Mail import: The item is now provided to the hook [Enhancement, Federation] by annando\n",
"Use the \"reply-to\" header of the original post when answering via mail [Enhancement, Federation] by annando\n",
"Don't use the creation date when transmitting to Diaspora [Enhancement, Federation] by annando\n",
"Improvement for PR 7854: Avoid leaking of BCC header data [Enhancement, Federation] by annando\n",
"composer Update to version 1.9.1 [Enhancement, Installation] by casperrutten\n",
"Fix mail delivery via AP when the contact is hidden [Enhancement, Federation] by annando\n",
"Storing the mail header in the item [Enhancement, Federation] by annando\n",
"Added hooks for the email fetch process [Addons, Enhancement] by annando\n",
"Make the automatic title appending optional [Enhancement, Federation] by annando\n",
"Show title for posts with attached pages [Enhancement, Federation] by annando\n",
"Improve the look of fetched feeds and the BBCode processing of attachments [Enhancement, Federation] by annando\n",
"AP: Remove the link description from the \"rich html\" and adds it to the attachment [Enhancement, Federation] by annando\n",
"Don't guess the site info / restrict the description length [Enhancement, Federation] by annando\n",
"AP: Read different content types for the source and the content [Enhancement, Federation] by annando\n",
"ActivityPub: Use the contentMap to transmit additional content encodings [Enhancement, Federation] by annando\n",
"Fix image links with descriptions in API and AP transmission [Enhancement, Federation] by annando\n",
"Remove unnecessary code in \"include/enotify\" [Enhancement] by nupplaphil\n",
"Pinning now works as expected [Enhancement] by annando\n",
"Pass Router parameters to module content method [Enhancement] by MrPetovan\n",
"Pass the parameters from the router to the modules [Enhancement] by annando\n",
"a hidden field for the registration form [Berlin 2019, Enhancement] by tobiasd\n",
"categories of postings linked [Berlin 2019, Enhancement] by tobiasd\n",
"Diaspora: Use the standard function for adding a relationship [Berlin 2019, Enhancement, Federation] by annando\n",
"Plusminus Scheme for Frio improved contacts and visibility [Berlin 2019, Enhancement, UI, UI/Theme] by hoergen\n",
"added export and import of followed contacts to and from CSV files [Berlin 2019, Enhancement] by tobiasd\n",
"Changed label for network sorting [Berlin 2019, Enhancement] by annando\n",
"AP: Respect \"manually approve\" during contact request [Berlin 2019, Enhancement, Federation] by annando\n",
"Rework photo functions [Enhancement] by MrPetovan\n",
"Posted order is now arrival order [Berlin 2019, Enhancement, UX] by annando\n",
"Added usort() to the saved folders widget [Enhancement] by AlfredSK\n",
"[Drone.io] Add node info for better routing [Enhancement] by nupplaphil\n",
"Move Core\\NotificationsManager to Model\\Notify [Enhancement] by nupplaphil\n",
"Images: Show the description as title [Enhancement, UX] by annando\n",
"Move Activity definitions to constants [Docs, Enhancement] by nupplaphil\n",
"Changed OpenID registration [Bug, Enhancement, Federation] by annando\n",
"Move include/text.php to class structure [Enhancement] by nupplaphil\n",
"move mod/ignored to src/Module/Item/Ignored [Enhancement] by nupplaphil\n",
"Move mod/receive to src/Module/Diaspora/Receive [Enhancement] by nupplaphil\n",
"Reworked gcontact [Enhancement] by annando\n",
"Some improvements for accessibility - I hope [Enhancement, UX] by annando\n",
"Handling for HTTP Error code 417 [Enhancement] by annando\n",
"Change Model type to `OrderedCollectionPage` [Enhancement, Federation] by kPherox\n",
"[frio] Rework hovercard actions [Bug, Enhancement, UI/Theme, UX] by MrPetovan\n",
"Clarify quotation style in doc/Developers-Intro [Docs, Enhancement] by MrPetovan\n",
"Remove deprecated defaults() function [Enhancement] by MrPetovan\n",
"Replace deprecated calls to defaults() by ?? and ?: in src/ [Enhancement] by MrPetovan\n",
"Replace deprecated defaults() calls by ?? and ?: operators in src/Module/ [Enhancement] by MrPetovan\n",
"Replace deprecated defaults() calls by a combination of ?? and ?: operators in mod/ [Enhancement] by MrPetovan\n",
"Changed quotation (\" to ') [Enhancement] by annando\n",
"Convert links with empty descriptions [Enhancement, UX] by annando\n",
"Replace deprecated defaults() calls in include/api and boot [Enhancement] by MrPetovan\n",
"Discriminate between links and non-links in [url] BBCode tag insertion [Enhancement, UX] by MrPetovan\n",
"Move mod/manage to src/Module/Delegation [Enhancement] by MrPetovan\n",
"move uexport module to src [Berlin 2019, Enhancement] by tobiasd\n",
"Fix security vulnerabilities. [Enhancement, Security] by nathilia-peirce\n",
"Move mod/delegate to src/Module/Settings/Delegation [Enhancement] by MrPetovan\n",
"Move mod/search to src/Module/Search/Index [Enhancement] by MrPetovan\n",
"Fix communication issues with systems that speak both AP and Diaspora [Enhancement, Federation] by annando\n",
"Some added logging to the proxy functionality to better analyze problems [Enhancement] by annando\n",
"Fix for multiline host-meta, reducement of requests, fix for wordpress [Enhancement] by annando\n",
"Rework theme session variables [Enhancement] by MrPetovan\n",
"add server side check about note to admin [Enhancement] by tobiasd\n",
"Replace obsolete functionality in \"PortableContact\" [Enhancement] by annando\n",
"modified Vagrant devel VM (PHP 7.3, proper composer) [Enhancement] by tobiasd\n",
"New class \"GServer\" [Enhancement] by annando\n",
"Move mod/acl to src/Module/Search/Acl [Enhancement] by MrPetovan\n",
"Remove obsolete function to guess the base url of a contact [Enhancement] by annando\n",
"add option 'require' for textarea form elements [Enhancement, UI] by tobiasd\n",
"Enable the possibility to fetch a specific header variable [Enhancement] by annando\n",
"Don't send blank pictures on error, fail instead. [Enhancement, UX] by annando\n",
"Reworked the remote authentication [Bug, Enhancement] by annando\n",
"Add router config [Enhancement] by nupplaphil\n",
"Adding drone as CI [Enhancement] by nupplaphil\n",
"Frio upgrade fontawesome [Enhancement, UI/Theme] by vinzv\n",
"\n",
"=========================\n",
"Fixes (75)\n",
"=========================\n",
"Add type-hint to debug null value fatal error [Bug] by MrPetovan\n",
"Fix wrong type-hints for table parameter in Database->selectToArray and DBA::selectToArray [Bug] by MrPetovan\n",
"Add meaningful sorter to ACL autocomplete [Bug, UX] by MrPetovan\n",
"Issue 7953: Don't show follow on the hovercard for the \"self\" contact [Bug] by annando\n",
"Fix notice \"Undefined index: href\" [Bug] by annando\n",
"Fixed warning [Bug] by annando\n",
"Restore correct highlighted contact tabs [Bug, UI/Theme, UX] by MrPetovan\n",
"Return early if user.uid isn't present in ACL::getFullSelectorHTML [Bug] by MrPetovan\n",
"Escape potential URL-containing BBCodes before running autolinker [Bug, UX] by MrPetovan\n",
" Add relationship filter to api_friends_ids and api_followers_ids [API, Bug] by MrPetovan\n",
"Don't process empty hash tags in Model\\Item [Bug] by MrPetovan\n",
"Log a message when data isn't the expected type in GContact::updateFromOutbox [Bug] by MrPetovan\n",
"Fix phpunit exclude list [Bug, Performance] by nupplaphil\n",
"Issue 7613: When an item is deleted, delete all notifications for it [Bug, UX] by annando\n",
"Issue 7418: connections to forums should now work again [Bug, Federation] by annando\n",
"Fix a notice [Bug] by annando\n",
"Fix: Don't automatically mention a post creator on private posts [Bug, Privacy] by annando\n",
"Fixes issue 7914: Reshares got crumbled [Bug, UX] by annando\n",
"Allow contacts and groups with same ID in ACL selector [Bug, UX] by MrPetovan\n",
"ACL: Contact list is now sorted, forums reappeared [Bug, UX] by annando\n",
"Fix a notice about an undefined \"attach\" index [Bug] by annando\n",
"Restore correct test for hidewall in ACL::getFullSelectorHTML [Bug] by MrPetovan\n",
"Fix run_xgettext.sh FRIENDICA_VERSION [Bug, Translation] by nupplaphil\n",
"Fix warnings about unexpected parameter array values type in ACL::getFullSelectorHTML [Bug] by MrPetovan\n",
"Themes are now saved just once [Bug] by nupplaphil\n",
"Restore post reload after (un)ignore [Bug, UX] by MrPetovan\n",
"Various ACL/jot fixes [Bug, UI/Theme, UX] by MrPetovan\n",
"Fix ACL-related warnings [Bug] by MrPetovan\n",
"Attached photos from pixelfed are now added to the body again [Bug, Federation] by annando\n",
"Fix a notice in gcontact.php [Bug] by annando\n",
"Notice/warning in event fixed [Bug] by annando\n",
"Fix some notices/warnings again [Bug] by annando\n",
"Fix further notes and warnings [Bug] by annando\n",
"Fix warnings [Bug] by annando\n",
"Fix fatal errors, caused by an empty \"verb\" [Bug] by annando\n",
"Update vagrant_provision.sh [Bug, Installation] by casperrutten\n",
"Fix: Mentions in the HTML part of the \"contentMap\" now are links [Bug, Federation] by annando\n",
"User account page flags is stored as 255 [Bug] by MrPetovan\n",
"Fix a notice [Bug] by annando\n",
"add missing template for userexport [Berlin 2019, Bug, UI/Theme] by tobiasd\n",
"Add missing quotation [Berlin 2019, Bug] by tobiasd\n",
"move link generation into the loop [Berlin 2019, Bug] by tobiasd\n",
"Another duplicated \"use\" removed [Berlin 2019, Bug] by annando\n",
"Removed duplicated \"use system\" [Berlin 2019, Bug] by annando\n",
"Fix/FollowUp ACLFormatter [Bug] by nupplaphil\n",
"Some more warnings removed [Bug] by annando\n",
"Solve warning [Bug] by annando\n",
"Fix several warnings and errors [Bug] by annando\n",
"Fix 7778: Don't return empty string in permissions [Bug] by annando\n",
"Fix wrong check for logfile in admin summary [Bug] by nupplaphil\n",
"Revert \"Add not null/default value for ACL in fields\" [Bug] by nupplaphil\n",
"Fix travis - Remove APCu setting for PHP 7.2/7.3 [Bug] by nupplaphil\n",
"Check null for acl-fields [Bug] by nupplaphil\n",
"Wrong condition for home notifications [Bug] by nupplaphil\n",
"(hopefully) fix preview issue with tags on Mastodon [Bug] by annando\n",
"Changed OpenID registration [Bug, Enhancement, Federation] by annando\n",
"[composer] Downgrade dependencies [Bug] by nupplaphil\n",
"Expect outbox->first to be a Link structure in Model\\GContact [Bug, Federation] by MrPetovan\n",
"Add Fallback in case the logfile isn't accessible. [Bug] by nupplaphil\n",
"Fix fatal error [Bug] by annando\n",
"Fix: Friendica contacts had falsely been detected as ActivityPub [Bug, Federation] by annando\n",
"Remove remaining Logger log level in explicit Logger::debug call [Bug] by MrPetovan\n",
"[frio] Rework hovercard actions [Bug, Enhancement, UI/Theme, UX] by MrPetovan\n",
"Prevent empty [url] label regular expression to break image insertion [Bug, UX] by MrPetovan\n",
"Saved Search fixes [Bug] by MrPetovan\n",
" Catch missing Certainty bundle exception when checking for exposed password [Bug, UX] by MrPetovan\n",
"Strings.php: Spaces are transformed to Tabs [Bug] by annando\n",
"Fix typo in Core\\Authentication [Bug] by MrPetovan\n",
"Complete L10n::detectLanguage call parameters in Module\\Register [Bug] by MrPetovan\n",
"Fix browser language detection [Bug, UX] by nupplaphil\n",
"The getGUID function hadn't fetched the GUID from pictures with scale \"0\" [Bug] by annando\n",
"[vier] Add necessary required_once statement in theme/vier/config.php [Bug] by MrPetovan\n",
"Fix notice \"Undefined index: openRegistrations\" [Bug] by annando\n",
"Critical Fix: Inbox needs to be accessed via POST [Bug] by annando\n",
"Reworked the remote authentication [Bug, Enhancement] by annando\n",
"\n",
"=========================\n",
"New Features (8)\n",
"=========================\n",
"[API] Provide post/contact search [API, New Feature] by MrPetovan\n",
"Add POST follow request Mastodon API endpoint [API, New Feature] by MrPetovan\n",
"API: Added endpoints /instance and /instance/peers [API, New Feature] by annando\n",
"Add GET /api/v1/follow_requests Mastodon API endpoint [API, Docs, New Feature] by MrPetovan\n",
"Discourse logo added [Federation, New Feature] by annando\n",
"Add \"discourse\" as protocol [Addons, New Feature] by annando\n",
"Pinning: Missing file added [New Feature] by annando\n",
"We can now pin posts [Berlin 2019, New Feature] by annando\n"
]
}
],
"source": [
"print('\\n\\n >> Pull Requests merged')\n",
"print('\\n=========================\\nAddons ({})\\n========================='.format(len(addonstuff)))\n",
"for i in addonstuff:\n",
" print(i)\n",
"print('\\n=========================\\nTranslation ({})\\n========================='.format(len(translation)))\n",
"for i in translation:\n",
" print(i)\n",
"print('\\n=========================\\nEnhancements ({})\\n========================='.format(len(enhancements)))\n",
"for i in enhancements:\n",
" print(i)\n",
"print('\\n=========================\\nFixes ({})\\n========================='.format(len(bugfixes)))\n",
"for i in bugfixes:\n",
" print(i)\n",
"print('\\n=========================\\nNew Features ({})\\n========================='.format(len(newfeatures)))\n",
"for i in newfeatures:\n",
" print(i)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Addon Repository\n",
"\n",
"Here is a list of closed pull requests from the addon repository.\n",
"\n",
"Issues with addons are handled in the core repository, listed above in the *Addons* section of the report."
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"DE and ET translation updates by tobiasd\n",
"[various] Use correct object class for Oauth token by MrPetovan\n",
"Issue 7916: Buffer is unsupported now by annando\n",
"Bump symfony/cache from 3.4.8 to 3.4.36 in /advancedcontentfilter by dependabot[bot]\n",
"[js_upload] Restore public image upload by MrPetovan\n",
"[js_upload] Rewrite addon after ACL changes by MrPetovan\n",
"Discourse Addon by annando\n",
"CA translation pack by tobiasd\n",
"[remote_permissions] Fix ACLFormatterTest by nupplaphil\n",
"Added logging to twitter addon by annando\n",
"Check null for acl-fields by nupplaphil\n",
"CA translation updated THX obiolscat by tobiasd\n",
"added editorconfig file by tobiasd\n",
"[forumdirectory] Remove direct access to $_SESSION['theme'] by MrPetovan\n",
"[xmpp] Rename /manage module to /delegation by MrPetovan\n",
"[various] Replace deprecated defaults() calls by ?? operator by MrPetovan\n",
"[retriever] First submission of retriever plugin by mexon\n",
"[gnot] Make settings collapsible by tobiasd\n",
"[mailstream] Support new img format with alt text by mexon\n",
"[mailstream] Remove URL parameters when extracting image filenames by mexon\n",
"[mailstream] Include BB code as plaintext by mexon\n",
"[mailstream] Do not send \"announce\" messages by mexon\n",
"[mailstream] Modernise logging in mailstream plugin by mexon\n"
]
}
],
"source": [
"repo = gh.get_repo('friendica/friendica-addons')\n",
"labels = []\n",
"try:\n",
" labels.append(repo.get_label(addonlabel))\n",
" issues = repo.get_issues(labels=labels, state='closed')\n",
" for i in issues:\n",
" print(\"{} by {}\".format(i.title, i.user.login))\n",
" titlewords.append(i.title)\n",
" allcontributors[i.user.login] = allcontributors.get(i.user.login, 0) + 1\n",
"except:\n",
" print(\"No pull requests with the label {} found in the addon repository.\".format(addonlabel))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Graphs\n",
"\n",
"Lets make some bar charts for the number counts of the used labels and the contributors to the repository."
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = []\n",
"y = []\n",
"plt.figure(figsize=(15,10))\n",
"for k in alllabels:\n",
" x.append(k)\n",
" y.append(alllabels[k])\n",
"chart = sns.barplot(x,y,palette=pal)\n",
"chart.set_xticklabels(chart.get_xticklabels(), rotation=80)\n",
"chart.axes.set_title(\"Labels used in milestone {}\".format(ms.title),fontsize=20)\n",
"chart.tick_params(labelsize=15)\n",
"plt.show()\n",
"x = []\n",
"y = []\n",
"plt.figure(figsize=(15,10))\n",
"for k in allcontributors:\n",
" x.append(k)\n",
" y.append(allcontributors[k])\n",
"chart = sns.barplot(x,y,palette=pal)\n",
"chart.set_xticklabels(chart.get_xticklabels(), rotation=80)\n",
"chart.axes.set_title(\"Contributors making pull requests for milestone {}\".format(ms.title),fontsize=20)\n",
"chart.tick_params(labelsize=15)\n",
"plt.show()\n",
"wordcloud = WordCloud(max_font_size=40, background_color='white', relative_scaling=.5).generate(\" \".join(titlewords).strip('.,:;-_()[]{}').replace('issue',''))\n",
"plt.figure(figsize=[15,10])\n",
"plt.imshow(wordcloud)\n",
"plt.axis(\"off\")\n",
"plt.show()"
]
}
],
"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": "3.5.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}