{ "metadata": { "name": "", "signature": "sha256:18ad978d601ea12fb28a494fdb54a1586f2020dd2efb429154eaf921e7ac0105" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#Answering Big Questions with Wikidata\n", "\n", "##Wikiconference USA Workshop\n", "## Friday 30 May 2014\n", "###By Max Klein\n", "#### Twitter [@notconfusing](http://twitter.com/notconfusing)\n", "#### Blog [notconfusing.com](http://notconfusing.com)\n", "#### Slides [http://tiny.cc/answerswikidata](http://tiny.cc/answerswikidata)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#Overview\n", "\n", "1. Motivate\n", "2. Examples\n", "3. The shape of Wikidata data.\n", "3. Extended walkthrough.\n", " 2. Dependencies - Technological and Otherwise.\n", " 3. Wikidata Toolkit\n", " 4. Export and a Python munging pipeline.\n", " 5. Future Directions" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#Audience Gauge\n", "\n", "Who's comfortable with Wikidata as a concept?\n", "\n", "Who's comfortable with Wikidata's underlying structure?\n", "\n", "Who's comfortable looking at code examples?\n", "\n", "Who's ready to start hacking in this session?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#Motivations and Past Examples\n", "\n", "**Answer *BIG* questions\u203d**\n", "\n", "+ Interwiki Comparison\n", " + Compare coverage between Wikis\n", " + Which is the most \"unique\" Wikipedia?\n", " + Which is the least sex-biased Wikipedia?\n", "+ Aggregate \"wikiverse\" modelling.\n", " + The word _for_ every language _in_ every language?\n", "+ New types of Queries\n", " + How rich is our data?\n", " + What does a map of all the subways in the world look like?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#Interwiki Comparison\n", "\n", "The [most unique Wikipedias](http://notconfusing.com/the-most-unique-wikipedias-according-to-wikidata/)\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#Interwiki Comparison\n", "\n", "The [least sex-biased Wikipedias](http://notconfusing.com/sex-ratios-in-wikidata-part-iii/)\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#Aggregate Wikiverse Modelling\n", "\n", "The word [_for_ every language _in_ every language?](http://notconfusing.com/a-word-for-every-lanaguage-in-every-language/)\n", "\n", "\n", "\n", "Reminder. It's not just Wikipedias, but Commons, Wikisource, Wikivoyage (and more to come.)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#New Types of Queries\n", "What does the world look like according to data?\n", "[Attribution Denny Vrande\u0107i\u010d](http://www.tools.wmflabs.org/wikidata-analysis/map/map.html)\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#Wikidata - The Data-en-ing\n", "
\n", "\"Wikidata data is complex.\"\n", "\n", "~ Markus Kr\u00f6tzsch\n", "\n", "\n", "Each item includes:\n", "\n", "+ Labels\n", "+ Descriptions\n", "+ Aliases\n", "+ Sitelinks\n", "+ Properties" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#Wikidata the Data-en-ing\n", "\n", "These are the less semantic properties.\n", "\n", "+ Labels\n", " + What the thing is called (in every language)\n", "+ Descriptions\n", " + What the thing is, to distinguish if multiple things have the same label. \n", " + e.g. Chinatowns, but in different cities.\n", " + (No more disambiguation (with parens (in titles))) (in every language).\n", "+ Aliases\n", " + Other labels that might refer to this item. \n", " + Charles Babbage / Lewis Carroll.\n", "+ Sitelinks\n", " + The Wikipedia articles in different languages that are associated with this item.\n", " + Now also connecting Wikivoygae, Commons, and Wikisource.\n", " + And this also shows Featured article badges." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#Wikidata the Data-en-ing\n", "\n", "Properties. Prepare for the semantics.\n", "\n", "So the triple reads: \n", "\n", "[This item / page] [property] [value]\n", "\n", "+ Properties\n", " + They can be many.\n", " + Not necessarily agreeing\n", " + Each has a value\n", " + Which have different datatypes\n", " + Which have references\n", " + Which are also triples\n", " + Which are read, this predicate, [property] [value]\n", " + E.g. this predicate, stated in, a reputable journal.\n", " + And can also be prefered or deprecated.\n", " + Known as the \"snak\"\n", " " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#Wikidata Toolkit - The Need\n", "\n", "+ We can use the Javascript API - in fact that's what the interfact uses.\n", "\n", "+ But what about if you want lots of data?\n", " + Maybe all the data\u203d\n", "\n", "+ Then you just have undocumented XML dumps.\n", " + Which is where __Wikidata Toolkit__ comes in." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#Wikidata Toolkit\n", "+ its from an Individual Engagement Grant\n", "+ Principal investigator is Markus Kr\u00f6tzsch\n", "+ The point is WDTK gives you Wikidata as Java objects\n", "+ Why Java?\n", " + Because its for researchers\n", " + And not necessarily Wikimedia hackers" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#Wikidata Toolkit\n", "##Features\n", "+ Uses daily incremental dumps\n", " + Fresh enough\n", "+ Local, in-memory processing\n", " + Fast\n", "+ Offline mode\n", " + As stale as you like" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#Wikidata Toolkit\n", "##Progress\n", "+ Started February 2014\n", " + I used to use this python script that was slow and polluted this time in 2013\n", "+ 2 programmers on the project\n", "+ Currently at 0.1.0\n", " + Next version's focus is on serialization.\n", "+ Can already get RDF dumps at tools.wmflabs.org/wikidatardfdumps (check link)\n", " + Considered \"derived dumps\"\n", " + have simple-statements\n", " + includes subclass-of and instance-of." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#Wikidata Toolkit\n", "##\"Standard Queiries\"\n", "There are no real 'standard queries'.\n", " \n", "So you could also imagine queries like, \"which sources do I have to believe in order to beleive this statement.\"\n", "\n", "Don't stifle creativity.\n", "\n", "So in order to support \"tree shaped regular conjunctive path queries\", and \"star-shaped\" queries you get the freedom of the programming language rather than SQL-like chains." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "How many people came here expecting to look at code today?\n", "\n", "# To follow along, start downloading these packages.\n", "+ Wikidata Toolkit\n", " + [On mediawiki](https://www.mediawiki.org/wiki/Wikidata_Toolkit)\n", "+ Pywikibot (optional)\n", " + [Pywikibot](https://www.mediawiki.org/wiki/Manual:Pywikibot)\n", "+ IPython Notebook\n", " + [Instructions](http://ipython.org/notebook.html)\n", "+ Pandas\n", " + Use pip\n", " \n", "##Additional assumptions\n", "+ You know what Wikidata is, in general." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#Wikidata Toolkit Example\n", "\n", "go over all pages. If it has this property, bin it in two dimensions. By the way, I failed java classes twice in University, each time ending my formal education in programming. \n", "\n", "I understand this is the worst way to do it.\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Modify DumpProcessingExample\n", "Just need minimally to edit one class which is the ItemStatisticsProcessor in DumpProcessingExample\n", "\n", "\n", "```\n", "\tstatic class ItemStatisticsProcessor implements EntityDocumentProcessor {\n", "\n", "\t\tlong countItems = 0;\n", "\t\t\n", "\t\tHashMap
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afwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000288 | \n", "0.000000 | \n", "0.000288 | \n", "0.883573 | \n", "0.115850 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
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akwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.866667 | \n", "0.133333 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
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anwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.833623 | \n", "0.166377 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
arcwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.882353 | \n", "0.117647 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
arwiki | \n", "0.000040 | \n", "0.000040 | \n", "0 | \n", "0.000040 | \n", "0.000079 | \n", "0.000079 | \n", "0.846166 | \n", "0.153516 | \n", "0.000000 | \n", "0.000040 | \n", "0 | \n", "0 | \n", "
arwikiquote | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.933333 | \n", "0.066667 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
arwikisource | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.882353 | \n", "0.117647 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
arzwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.712421 | \n", "0.287158 | \n", "0.000421 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
astwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.842975 | \n", "0.157025 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
aswiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.774336 | \n", "0.225664 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
avwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "1.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
aywiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.916667 | \n", "0.083333 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
azwiki | \n", "0.000174 | \n", "0.000174 | \n", "0 | \n", "0.000000 | \n", "0.000174 | \n", "0.000174 | \n", "0.825135 | \n", "0.174170 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
azwikiquote | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.938017 | \n", "0.061983 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
azwikisource | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "1.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
barwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.861856 | \n", "0.138144 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bat_smgwiki | \n", "0.000000 | \n", "0.001312 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.837270 | \n", "0.161417 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bawiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.915761 | \n", "0.084239 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bclwiki | \n", "0.000000 | \n", "0.002045 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.846626 | \n", "0.151329 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
be_x_oldwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000169 | \n", "0.000000 | \n", "0.000169 | \n", "0.877053 | \n", "0.122608 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
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bgwiki | \n", "0.000091 | \n", "0.000045 | \n", "0 | \n", "0.000045 | \n", "0.000091 | \n", "0.000181 | \n", "0.839242 | \n", "0.160305 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bgwikiquote | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000519 | \n", "0.000000 | \n", "0.000000 | \n", "0.826155 | \n", "0.173326 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bgwikisource | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.916667 | \n", "0.083333 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bhwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.875000 | \n", "0.125000 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
biwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.787234 | \n", "0.212766 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bjnwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.650000 | \n", "0.350000 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bmwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.875000 | \n", "0.125000 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bnwiki | \n", "0.000238 | \n", "0.000000 | \n", "0 | \n", "0.000238 | \n", "0.000238 | \n", "0.000000 | \n", "0.838102 | \n", "0.161183 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bnwikisource | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "1.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bowiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.877778 | \n", "0.122222 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bpywiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.802817 | \n", "0.197183 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
brwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000173 | \n", "0.000000 | \n", "0.000000 | \n", "0.751081 | \n", "0.248746 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
brwikiquote | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.962963 | \n", "0.037037 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
brwikisource | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.904762 | \n", "0.095238 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bswiki | \n", "0.000240 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000480 | \n", "0.853033 | \n", "0.146248 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bswikiquote | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.871166 | \n", "0.128834 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bswikisource | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "1.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bugwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.250000 | \n", "0.750000 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bxrwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.923729 | \n", "0.076271 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
cawiki | \n", "0.000026 | \n", "0.000000 | \n", "0 | \n", "0.000026 | \n", "0.000103 | \n", "0.000129 | \n", "0.870905 | \n", "0.128786 | \n", "0.000026 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
cawikiquote | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.900506 | \n", "0.099494 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
cawikisource | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.966667 | \n", "0.033333 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
cbk_zamwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.716867 | \n", "0.283133 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
cdowiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.900000 | \n", "0.100000 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
cebwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.848739 | \n", "0.151261 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
cewiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.939623 | \n", "0.060377 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
chrwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.513514 | \n", "0.486486 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
chwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.916667 | \n", "0.083333 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
chywiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.718750 | \n", "0.281250 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
ckbwiki | \n", "0.000000 | \n", "0.000588 | \n", "0 | \n", "0.000000 | \n", "0.000588 | \n", "0.000000 | \n", "0.893067 | \n", "0.105758 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
commonswiki | \n", "0.000045 | \n", "0.000000 | \n", "0 | \n", "0.000045 | \n", "0.000089 | \n", "0.000268 | \n", "0.810849 | \n", "0.188614 | \n", "0.000045 | \n", "0.000045 | \n", "0 | \n", "0 | \n", "
\n", " | ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
396 rows \u00d7 12 columns
\n", "\n", " | female animal | \n", "intersex | \n", "kathoey | \n", "Female | \n", "transgender female | \n", "male animal | \n", "male | \n", "female | \n", "transgender male | \n", "genderqueer | \n", "man | \n", "sodium | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|
abwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.892308 | \n", "0.107692 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
acewiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.840376 | \n", "0.159624 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
afwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000288 | \n", "0.000000 | \n", "0.000288 | \n", "0.883573 | \n", "0.115850 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
afwikiquote | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.946237 | \n", "0.053763 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
akwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.866667 | \n", "0.133333 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
alswiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000567 | \n", "0.000000 | \n", "0.000000 | \n", "0.888322 | \n", "0.111111 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
amwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.896104 | \n", "0.103896 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
angwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.797665 | \n", "0.202335 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
anwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.833623 | \n", "0.166377 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
arcwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.882353 | \n", "0.117647 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
arwiki | \n", "0.000040 | \n", "0.000040 | \n", "0 | \n", "0.000040 | \n", "0.000079 | \n", "0.000079 | \n", "0.846166 | \n", "0.153516 | \n", "0.000000 | \n", "0.000040 | \n", "0 | \n", "0 | \n", "
arwikiquote | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.933333 | \n", "0.066667 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
arwikisource | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.882353 | \n", "0.117647 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
arzwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.712421 | \n", "0.287158 | \n", "0.000421 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
astwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.842975 | \n", "0.157025 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
aswiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.774336 | \n", "0.225664 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
avwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "1.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
aywiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.916667 | \n", "0.083333 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
azwiki | \n", "0.000174 | \n", "0.000174 | \n", "0 | \n", "0.000000 | \n", "0.000174 | \n", "0.000174 | \n", "0.825135 | \n", "0.174170 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
azwikiquote | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.938017 | \n", "0.061983 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
azwikisource | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "1.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
barwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.861856 | \n", "0.138144 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bat_smgwiki | \n", "0.000000 | \n", "0.001312 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.837270 | \n", "0.161417 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bawiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.915761 | \n", "0.084239 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bclwiki | \n", "0.000000 | \n", "0.002045 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.846626 | \n", "0.151329 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
be_x_oldwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000169 | \n", "0.000000 | \n", "0.000169 | \n", "0.877053 | \n", "0.122608 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bewiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000099 | \n", "0.000000 | \n", "0.000099 | \n", "0.876528 | \n", "0.123273 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bewikiquote | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "1.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bewikisource | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.952381 | \n", "0.047619 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bgwiki | \n", "0.000091 | \n", "0.000045 | \n", "0 | \n", "0.000045 | \n", "0.000091 | \n", "0.000181 | \n", "0.839242 | \n", "0.160305 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bgwikiquote | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000519 | \n", "0.000000 | \n", "0.000000 | \n", "0.826155 | \n", "0.173326 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bgwikisource | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.916667 | \n", "0.083333 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bhwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.875000 | \n", "0.125000 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
biwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.787234 | \n", "0.212766 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bjnwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.650000 | \n", "0.350000 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bmwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.875000 | \n", "0.125000 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bnwiki | \n", "0.000238 | \n", "0.000000 | \n", "0 | \n", "0.000238 | \n", "0.000238 | \n", "0.000000 | \n", "0.838102 | \n", "0.161183 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bnwikisource | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "1.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bowiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.877778 | \n", "0.122222 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bpywiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.802817 | \n", "0.197183 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
brwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000173 | \n", "0.000000 | \n", "0.000000 | \n", "0.751081 | \n", "0.248746 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
brwikiquote | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.962963 | \n", "0.037037 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
brwikisource | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.904762 | \n", "0.095238 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bswiki | \n", "0.000240 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000480 | \n", "0.853033 | \n", "0.146248 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bswikiquote | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.871166 | \n", "0.128834 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bswikisource | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "1.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bugwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.250000 | \n", "0.750000 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
bxrwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.923729 | \n", "0.076271 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
cawiki | \n", "0.000026 | \n", "0.000000 | \n", "0 | \n", "0.000026 | \n", "0.000103 | \n", "0.000129 | \n", "0.870905 | \n", "0.128786 | \n", "0.000026 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
cawikiquote | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.900506 | \n", "0.099494 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
cawikisource | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.966667 | \n", "0.033333 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
cbk_zamwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.716867 | \n", "0.283133 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
cdowiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.900000 | \n", "0.100000 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
cebwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.848739 | \n", "0.151261 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
cewiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.939623 | \n", "0.060377 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
chrwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.513514 | \n", "0.486486 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
chwiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.916667 | \n", "0.083333 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
chywiki | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.718750 | \n", "0.281250 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
ckbwiki | \n", "0.000000 | \n", "0.000588 | \n", "0 | \n", "0.000000 | \n", "0.000588 | \n", "0.000000 | \n", "0.893067 | \n", "0.105758 | \n", "0.000000 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "
commonswiki | \n", "0.000045 | \n", "0.000000 | \n", "0 | \n", "0.000045 | \n", "0.000089 | \n", "0.000268 | \n", "0.810849 | \n", "0.188614 | \n", "0.000045 | \n", "0.000045 | \n", "0 | \n", "0 | \n", "
\n", " | ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
396 rows \u00d7 12 columns
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