{ "metadata": { "name": "", "signature": "sha256:f8b750cb2ff917d9b4ce2d48175750559a9526f1bd16fdd342fdeea22f04c742" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#Wikidata and the Measure of Nationality: The Germanic Shift\n", "##Max Klein December 2014\n", "My latest project has been [WIGI, the Wikipedia Gender Inequality Index](https://github.com/notconfusing/WIGI), whose aim is to take a long systematic look at the gender representation of biography articles across all Wikipedias using Wikidata. Piotr Konieczny and I were looking the evolution of gender ratios over time, and by culture [see our open notebook research thread](https://meta.wikimedia.org/wiki/Research_talk:Wikipedia_Gender_Inequality_Index). In comparing the ratios to the absolute population sizes over time we spotted a data problem with the biographies of people born in Modern Protestan Europe. In the investigation of that data problem a new sociological question arose about the way we represent culture on Wikidata, specifically with regards to Germans and Austrians around WWII.\n", "\n", "The first way I was classifying culture was the [place of birth property](https://www.wikidata.org/wiki/Property:P19) on Wikidata. I would see if the value of _place of birth_ either was a _country-item_, or if the value was a _city-item_, to see if that _city-item_ had a _country-property_. This lead to a country determination for 23% of the data. Continuing with this sample popultation, we classified the countries into [9 \"world cultures\"](https://en.wikipedia.org/wiki/Inglehart%E2%80%93Welzel_cultural_map_of_the_world). Viewing the chart, the problem was a heavy drop in biographies represented in Protestant Europe around WWII." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.display import Image\n", "Image('https://upload.wikimedia.org/wikipedia/commons/7/74/Culture_dob_later.png', width=720)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": { "png": { "width": 720 } }, "output_type": "pyout", "png": 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hhBBCCCGEEFc7WWNICCGEEEIIIYQQQtQhHUNtREpKClqtFrPZ3OhjY2JiCAoK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\n9sKz1Gx8Fe+b52MYPK55v9NSRf2+zdgy9iPp9BhTb8FjxBQ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TEwCTJk0CYMSIEXh7e7N+\n/XrS0tKIjIxsvj4mJoZXXnmFESNG4OPjw5w5c7DZbG3e6/z580ydOpWAgAACAwN54IEHqKmpadHW\nyy+/zPDhw/H29mbx4sWUlpYyffp0zGYz06ZNo7q6uvn8ffv2MWHCBHx9fRk5ciS7du1qPjZ58mR+\n/etfM3HiRLy8vMjOzmby5MmsXLmy+ZzXX3+dlJQUTCYTQ4YM4ejRowAsX76chISE5v0bN27sgUwL\ngiAIgiAIShyVJTgrijFchd5CTruT9I3p1BTWEH9zPOGjwrv9B8SoiVE4m5zNq5V9n8rgiT5uGNbM\ng8hOR7fu1d85bA7y9uThFexF0JCgTl8vyzLW9G/QhMaJopAgXMNEYagHaTQa/vrXv1JRUcHevXvZ\nuXMnK1asAGD37t0AnDhxgrq6On74w9Z/3ZAkifXr1/PZZ5+Rk5PDiRMnWL16teL9nnnmGUpKSjhz\n5gwFBQU8//zzLdr68MMP2blzJ2fPnmXz5s1Mnz6d5cuXU1ZWhsvl4tVXXwWgqKiImTNn8pvf/Iaq\nqipefvll7rnnHioqKprbW7NmDW+88QZ1dXVER0e3GEK3fv16XnjhBd555x1qa2v55JNP8Pf3ByAh\nIYGvvvqK2tpannvuOR544AEuXFDuGiz0vIE8Fra7RG6UidwoE7lRJnLTPpEfZSI3yrqSG9u5w4CE\nLiG1x+P5Ltklk/lZJpYyC0kzkghK6Xxhoi0efh4EDwmm9FQpjVVtL7muTxrLVyczaSrM7JF79lf5\ne/NpsjYRNyWuVUGuI8+Oo+Q8zuoyjIMn9FKE7km8c5SJ3CgbyLnR9HUA3ZVX9k8arOe73Y6HIZ7o\noO4tzXjddd9O7hcdHc1DDz3Erl27ePzxxzvcxmOPPUZIyKVq/axZszh27Fib58XHxzcPSQsICOBn\nP/sZL774Yotzli5dSmBgIHBpPqPg4GBGjBgBwF133dU8afaaNWuYMWMGt99+OwC33HILo0eP5tNP\nP2XBggVIksTChQsZPHgwcGlI3He98cYb/PKXv2TUqFHNsV127733Nv//++67j2XLlnHgwAHuvPPO\nDudEEARBEARB6BhZlrGdO4I2PAG1p7lX75X7VS7VudXETo7FL86vR9uOGBtB+dly8r/JJ+mOpFbH\ndZFJoNZgyz2JLjqlR+/dX9jqbJSeKiVkWAiegZ5daqMxfS+SVo++l4uIgiC4N9FjqAdlZmYyc+ZM\nQkNDMZvNPPPMMy163XTE5aIQgNFoxGKxtHleaWkpc+bMISIiArPZzPz581vdKzj42zHGRqOxxbbB\nYGhuOy8vj/Xr1+Pr69v8v6+//rpFz57vDnn7vsLCQsV5k95++21SU1Ob2z116lSncyJ0z+TJk/s6\nBLclcqNM5EaZyI0ykZv2ifwoE7lR1tncOCuKcFaXok/s3WFkJcdLuHD80kTTIcN6fgiSzkNH+Khw\nKrMrqS2qbXVc0uiYcsut2HNOXLPzRZZnlIMMoamhbR6/0rPjsjdiyzqCPnEUks7QCxG6L/HOUSZy\no2wg56bf9xjqbi+fnvTII48watQo3n//fTw9PfnLX/7Chg0butxee+Ozn376adRqNadOncLHx4eN\nGzeydOnSdttT+o9mVFQU8+fP57XXXutSLJGRkWRlZbXan5eXx0MPPcQXX3zB+PHjkSSJ1NTUa/Y/\n3oIgCIIgCL3Neu4wSCr08SN77R5VOVXk7snFN9aX6ImdXwWro0JHhlJ6spTcr3IZdt+wVv8e1ccM\nw559HMfFQrSByn/EHIhkWaY8oxxTuAmDqWtFHVvmYXDYMaRcW8PIBEFoTfQY6kEWiwVvb288PDzI\nyMjgn//8Z4vjwcHBnD/f8WFv7RVQLBYLnp6emEwmioqK+NOf/tTluB944AE2bdrE9u3bcTqdWK1W\n0tLSKCoq6lAsS5Ys4eWXX+bIkSPIskxWVhb5+fnU19cjSRIBAQG4XC5WrVrFqVOnuhyn0DUDeSxs\nd4ncKBO5USZyo0zkpn0iP8pEbpR1JjfNw8giBqEyevdKPPXl9WR+lolngCeJtyUiqXpvpVq1Vk3k\nuEjqy+qpya9pdfyb/CpAwp5zotdicFeWCxas1VYCkwMVz7nSs2M98w1qv1A0wTE9G1w/IN45ykRu\nlA3k3IjCUA96+eWXeffddzGZTDz00EPMmTOnxV82nn/+eR588EF8fX354IMPWkzg3Jb2jj/33HMc\nOXIEs9nMrFmzuOeee664AsR3j3+37YiICD7++GN+//vfExQURFRUFK+88kqLYlB7bd97770888wz\nzJs3D5PJxN13301VVRUpKSk8+eSTjB8/npCQEE6dOsUNN9zQboyCIAiCIAhC1zjK8nHVXuy1YWR2\ni52MzRlodBqSZyaj1qp75T7fFZAUgFqvpiyjrNUxlcEDTUgs9pyTvR6HuynPKEelUeGf4N+l6x0V\nxThK8zCkTOj2KnKCIPR/kuxG43okSWqzZ4rSfkHoLvFsCYIgCIIwUFi+/pDG41/iv2g5KsOVJyOW\nXTKyLKNSt/+3YmutlcrzlZSeKsVeb2foPUO7PNlxV2SnZVOWXsboJaPR6FrOhNFweDv1ez/Gb+Hv\nUHv5XrWY+pLL4eLQm4fwjfEl8dbELrVh2fMBjSd34//j36MyevVwhIIguKP2vvv2+zmGBEEQBEEQ\nBEEAe85JtBFJHSoK2WptnP7oNHaLHQ9/DzyDPPEK8sIr2AujnxFbrY2KrAoqsyupL6sHwCPAg6QZ\nSVe1KAQQmBxI6clSKrMqCUoJanFMFzec+r0fY885iXHYpKsaV1+pzKnEaXO2O4ysPbKzCevZA+hi\nh4uikCAIgBhKJggD3kAeC9tdIjfKRG6UidwoE7lpn8iPMpEbZR3NjbPmIs7qMnTRQ654rs1yqSjk\nsDkIGRGCxqChIquC7C+zObHuBAf+dYBja45RsK8ASZKImhhF6oJURswdgU+UTzc/Ued5BXth8DFQ\ndqblcLK0tDTUPsGozUHYrqHhZOVnytF56TBHmNs9T+nZsWWfQLbWY7yGJ50W7xxlIjfKBnJuRI8h\nQRAEQRAEQejn7PnpAOiiUto/r8FO+kfpOBodDP7BYLxDLk1SLcsy1hor9WX11JfXo/PS4Rfnh95b\n3+uxX4kkSQQmB1KwrwBrjRWD2dDimC52GI0nduGyW1EN8GXX7fV2qvOrCb8uvMsTf1vT96Ly8kUb\nmdzD0QmC0F+JOYaEa5p4tgRBEARBGAhqPv0Xjopi/Oa/oDiZcFNjE+kfpWOtsTJ49mBMYaarHGXX\n2epsHFl9hIixEUSOabk0vb3oHDUf/QXT7UvQJ6T2UYRXR/GRYvK+zmPkAyMx+hrbPKepNI/6fZvQ\nBIRhHDoJtTmg+ZiztoLKt5/D4/rb8Rw782qFLQiCG2jvu2+7Q8kWLVpEcHAww4YNa95XWVnJtGnT\nGDRoELfeeivV1dXNx5YtW0ZiYiLJycls3769ef/hw4cZNmwYiYmJPP744939PIIgCIIgCIIg/H+y\n04G98Cy6qBTFopDD5uDMx2dorG4keWZyvyoKAei99ZgiTJRnlLf6YqMNjUPSe2Ib4MvWy7JMWUbZ\npXmg2igKybJM48ndVG/4M47yAhqPfUnlO89Ts/mf2PPSkWUX1ox9ABgGj7/a4QuC4MbaLQz9+Mc/\nZtu2bS32LV++nGnTppGZmcnNN9/M8uXLAUhPT+f9998nPT2dbdu28eijjza/tB955BFWrlzJuXPn\nOHfuXKs2BUHoPQN5LGx3idwoE7lRJnKjTOSmfSI/ykRulHUkN00l2dBkRxfd9jAyp93JmU/O0FDR\nQNKMJMyR7c9N464CkwOx1dioK6kDvs2NpFKjixmCPfc0ssvZhxH2rvryehorGgkc3HrSabnJRt2O\nt7Dseh9txCD8fvQsJ+Juw+P622kqzaNm0z+oWvNbGk/uQRuZhNrUtWXuBwrxzlEmcqNsIOem3cLQ\njTfeiK9vy2UfP/nkEx588EEAHnzwQTZu3AjAxx9/zNy5c9FqtcTExJCQkMD+/fspKSmhrq6OMWPG\nALBgwYLmawRBEARBEARB6B57fjqo1GjDB7U65nQ4ydicgaXUQuLtifjG9N8l3f3j/VFpVJRnlLc6\npo8dhmyrv1QkG6DKM8qRVBL+iS2LOo6qUqrW/wlb5iE8xs7EPOsRVEYv1EYvPMfOxH/hb/GethDJ\n4IncWIdx6I199AkEQXBXnZ58urS0lODgYACCg4MpLS0FoLi4mHHjxjWfFxERQVFREVqtloiIiOb9\n4eHhFBUVdTduQRA6aPLkyX0dgtsSuVEmcqNM5EaZyE37RH6Uidwo60hu7HnpaEPjW0287HK6OLf1\nHLVFtSTcmoB/fP/uJaLWqfGL96PiXAWxk2Jb5EYblQIqDfack+jCE/suyF7icrq4ePYifnF+aA3a\n5v22rCPU7VwDai3mO/8bXdTg5mOX8yOptRiSrseQdD2uxjpURu+rHb7bEe8cZSI3ygZybrq1XL0k\nSYrjmIWOiYmJYefOnT3S1uTJk1m5cmWPtCUIgiAIgiC4P6elGmdFUathZLIsc/7z81TlVhE7OZbA\npNbDj/qjwORAnHYnlTmVLfardAa0EYOw55wYkAuLVOdV47A6CEy+9HOUZZn6g1up3bYStV8Yvvc/\n1aIopEQUhQRBaEunewwFBwdz4cIFQkJCKCkpISgoCLjUE6igoKD5vMLCQiIiIggPD6ewsLDF/vDw\ncMX2Fy5cSExMDAA+Pj6MHDmysyG6rYULFxIZGclvf/vb5n09WVwThbruuTxm9HIleKBsX97nLvG4\n0/axY8d44okn3CYed9r+y1/+wsiRI90mHnfa/v7vVl/H407bl/e5Szzutn15n7vE407b4n3c9ffx\nzg/W0nCuiJlzUpqPy7JMtBTNxcyLFOoKsVXYCCHELT7P559tpirnILPmPYrBFNzp649mHSWzMBOf\nDB9OFZ3issmTJ6OPHcZnb/wZb5+PuHnW3W7xeXtqO7Q+FK2HlmM5xyDHxWhKsaZ/zYFGbzz8Upni\n7dvq+u+/e9zp8/T19uV97hKPO22L93HX38futv2Xv/yFY8eONddX2nPF5epzc3OZNWsWJ0+eBOB/\n//d/8ff355e//CXLly+nurqa5cuXk56ezrx58zhw4ABFRUXccsstZGVlIUkSY8eO5dVXX2XMmDHc\ncccdPPbYY9x+++2tgxnAy9U7nU4WL17cqjAUGxvLypUrmTp1arfvMWXKFObPn8+iRYu63da1YiA8\nW1eSlpbW/HIQWhK5USZyo0zkRpnITftEfpSJ3Ci7Um5qt62kqfg8fj9+qfkPhPl78yk6VETYdWFE\nTYhymz8cyrLMhZNbsFYX4RWUSGDylC61k/dNHsVHirEkWJh2+7Tm/U5LFZWrf43nhB/gcd20dlro\nX+wNdo6sOkLI8BCix4ZQ+9mb2PNOYxx1K57j7lT8+YrfK2UiN8pEbpT199x0ebn6uXPnMmHCBM6e\nPUtkZCSrVq3iqaeeYseOHQwaNIgvvviCp556CoCUlBTuu+8+UlJSmD59OitWrGh+Sa1YsYIlS5aQ\nmJhIQkJCm0Wh/urMmTNMnjwZX19fhg4dyqZNm4BLvYMeeeQRZsyYgZeXF2+++Sbvvvsuf/zjH/H2\n9mb27NnNbRw9epQRI0bg4+PDnDlzsNlszcdef/11EhMT8ff3Z/bs2ZSUlDQf27FjB8nJyfj4+LB0\n6VJkWW7+QcuyzO9+9ztiYmIIDg7mwQcfpLa2FoA77riDn//8583tzJkzh8WLF/dqnoS+059fXr1N\n5EaZyI0ykRtlIjftE/lRJnKjrL3cyC4n9oIMdNGDm//dXXykmKJDRQQNCXKrohBAffl5rNVFqHUe\n1Ffk4nI6utROYHIgyDAkeEiL/WovXzSBkQNu2fry9HJkl0xgvCfVH/0Ve346XpPn4DV+drs/X/F7\npUzkRpnIjbKBnJsr9hi6mvpbj6GmpiYGDx7MkiVL+PnPf86ePXuYPXs2hw4d4ve//z0bN25k69at\njB8/HpvNxn/9138RGRnJiy++2NxGTEwMISEhbNy4Eb1ez8SJE3n88cd5+OGH+eKLL7j//vvZsWMH\nKSkp/PznP+f48ePs2rWLixcvEhcXx+rVq5k9ezZ/+9vf+MUvfsG///1vFi1axJtvvsmyZcvYsWMH\ngYGBLFiwAE9PT95++21KS0sZPnw469ato7i4mOeee47jx4/j6enZh9nsG+76bAmCIAiCIFxJU0k2\n1Rtewfu2RRgSR1F6upTsL7LxT/An8bZEJJX7FIWcTTYKD/0HjcELv5jruXByC4GDb8YrML5L7Z14\n/wSyS2bE3BEt9tcf+JSGA1vx//FLqDzNPRF6n5JdMkffOYrOKBFq/QhXQx2m2xahjx3W16EJgtDP\ntPfdt9NzDLkbR8lruBq7vyylyhiHJvShTl2zb98+6uvrm3tNTZkyhZkzZ/Lee+8hSRI/+MEPGD9+\nPAB6vR6g1Q9CkiQee+wxQkIujfueNWsWx44dA2Dt2rUsXry4eZ6lZcuW4evrS15eHrt27WLo0KHc\nffel8dNPPPEEr7zySnO7a9eu5cknn2weT7hs2TKGDh3K6tWrCQ4O5p///CcLFizAarXy8ccfX5NF\noWtFf+/y2JtEbpSJ3CgTuVEmctM+kR9lIjfK2suNPT8dJAldZDLlZ8vJ/iIbnygfEm5NcKuiEEBV\n7gFcTVYChk1H5+l3qddQWVaXC0OByYF8uPJDEm5JwDPw23/H6hNG0XBgC9Zzh/EY2f2pGvpaVV4V\ntlobvg37kHU2fO56HG1wTIeuFb9XykRulIncKBvIuWl3KJnQvuLiYiIjI1vsi46OpqioCICIiIgO\ntXO5KARgNBqpr68HoKSkhOjo6OZjnp6e+Pv7U1RURElJSav2vxvL96+NiorC4XBQWloKwMyZM3E6\nnSQnJzNhwoQOxSkIgiAIgiC4D3t+OprgGKqKrGTtyMIUbmLQjEGo1O71T3xrbSl1JWcwhQ9F7xWA\nJKnwDIynobIAZ5Ptyg20IWBQAJIkUZ5R3mK/xi8ETWAUtrMHeyL0PuWsuUjRzv2oacQnSML33l90\nuCgkCILQGf2+x1Bne/n0pLCwMAoKCpBluXl8b15eHklJSeTm5rYa89vZMd5hYWHk5uY2b9fX11NR\nUUFERAShoaEtVoGTZbnF9vevzc/PR6PREBwcDMAzzzxDSkoKubm5rFu3jjlz5nQqNqH/GKhV7Z4g\ncqNM5EaZyI0ykZv2ifwoE7lRppQbV6MFR2k+zkF3krvtHF7BXiTPTEatVV/dAK9Adrm4mLkbtd4T\n35jRzfu9ghKoLTpJ/cVsTKFXXmb9+7RGLVNvncrFzItET4xu0UNKn3Q99V9twFF5AY1fSDutuCfZ\n5aLxRBrVe3dicdxBcLSMz6zHkKTOFfzE75UykRtlIjfKBnJu3OvPCf3MuHHj8PDw4I9//CNNTU2k\npaWxefNm5s6d2+bYveDgYLKzrzzs7fK1c+fOZdWqVRw/fhybzcbTTz/NuHHjiIqKYsaMGZw+fZqP\nPvoIh8PBq6++yoULF5rbmDt3Lv/3f/9Hbm4uFouFp59+mjlz5qBSqdi1axerV6/mnXfeYfXq1Sxd\nupTi4uKeS4wgCIIgCILQq+wFGTTIQeRmeePh78HgOwej1rlXUQigpugETQ1V+MdPRKXWNu/XeQWg\nNZqpL8vqcttByUE0NTRRnV/dYr8hcRRIErbM/tVrSJZlmsoLqN7wZ+q/2kC952hAInzy6E4XhQRB\nEDpDvGG6QavVsmnTJrZu3UpgYCA//elPeeeddxg0aBCSJLXqIbR48WLS09Px9fVtnhvo+7573c03\n38xvf/tb7rnnHsLCwsjJyWHdunUABAQEsH79ep566ikCAgLIysrihhtuaG5n0aJFzJ8/n0mTJhEX\nF4eHhwd/+9vfqK2tZeHChfzjH/8gNDSUG264gcWLF4sl7gewtLS0vg7BbYncKBO5USZyo0zkpn0i\nP8pEbpQp5aY6I5sSpmAwGRk8ezAavfsNBGiy1lGddxgP/2g8A2JaHJMkCc+gBKw1JThsli61fyz3\nGBqDptVwMpWnGW1kMtazB5FlV1fDvyqclmqsGfup/fxtKt/6NdXvL8dZU4bXzQ9S0xSJb4wvepO+\nS22L3ytlIjfKRG6UDeTcuN9/QfqZlJSUNh+QVatWtdqXkJDA0aNHW+zLyclpsf3cc8+12H744Yd5\n+OGH27z3bbfdxtmzZ9s8JkkSzz77LM8++2yrY9+/5/Lly9tsQxAEQRAEQXA/ltI68vJC0GpdpNyV\ngtaovfJFV5ksy1RkfQ1I+MdPbPMcr6AEqvMOU192HnPkiDbPaY9KrSJgUAClp0tx2BwtimOGpDHU\n7XiLppJsdGEJXf0YvUKWZRqPfo41fS/O6kvzf0oGT7Thg9CNTkIfn0pVoY2mhkyChwX3cbSCIFwL\nxHL1wjVNPFuCIAiC0DV1JRnUXchApTWg1hpQa42otQZUOiMG7yC0Hj59HeKAVFtUS8amdKSmOpJu\n8MaUOq6vQ2pTY3UxF05sxi9uHOaI4YrnFR/9CFl2EX7dPV26j6XUwsn/nCRuShzBQ78toshNNi6+\n+RSGQdfjPWVel9ruLY0nd2PZ9T7asAR0McPQRiahCQhvMVzs9EensdXYSF2Q6nYrzAmC0D8N6OXq\nBUEQBEEQhKvLVlfOxaw9aA0mZNmF3VKBs6kR/v+wHUlSEzBoEl7BiX0caWuuhlqsZ/ZhyzoKGi1q\nL19U3r6ovXxQefmi9glC4xfa12G2qSqnirNbz6LTOghp2o7XoF/3dUiKagqOo9Ia8A5Nafc8z6AE\nKs/vxd5Qhc7Dt9P38QzyxOhrpDyjvEVhSNLq0ceNwJZ1BK9JP0RSu0evKnvROSx71qOLHorpjoeR\nVK1n9misbKS2sJao8VGiKCQIwlUh5hgShAFuII+F7S6RG2UiN8pEbpSJ3LRvoOTH5XRQfvZL1Foj\noSN/QPh1dxM17kfE3LCY6AkLCR/1Q/SmIMrPfkll9r4OzfHS27mRZRf2ggxqtr5BxepnqN/7MajV\nSJKKptJcGo99iWX3emq3vEbVu7+jMf2bXo2nMy7npvxsORmfZuDh70GU33EMgb6oPM19G5wCu6WC\nxqoCTGFDUanb/zu0Z2A8IHVpEuq0tDQkSSIwOZC6kjqsNdYWxw2DxiDbGrHnnu50273BWVtB7dY3\nUJsD8b51YZtFIYDS06VIKonAlMBu3W+gvHN6g8iNMpEbZQM5N6LHkCAIgiAIgtBhVbkHaWqoJnjo\ndNTabyfFlSQJSaNDp9ERMuwOKs5/Q03hCez1VQQOnopa07UJdLtDll00Hk/DenI3zppyJL0nxuGT\nMQyZiMY3pMV5cqMFp6X60mpQX32ILnoIajcpvJQcLyF3dy6mCBNJtydS9dYqdCnj+zosRdWFx5FU\nGkxh7fcWAtDoPDD4hGEpy8InenSrxVs6IiA5gPy9+ZRnlBM5NrJ5vzYyCcnDG+vZg+jjR3a63Z4k\nN9mo+fTf4HJimvEwKr2xzfOcTU7KzpThF++HzkN3laMUBOFaJeYYEq5p4tkSBEEQhI67PG+Md+hg\nAhJvvOL5tcXpVJz/Gq3BRPCQ267qvEOy00ndznewZR5EExqPcegN6ONTkTTtDylyVJVSte736GOH\nY7p98VWKtm2yLFN4oJDCA4X4xvky6LZBOC/mUf3By5huX4w+4bo+ja8tTdY6Cg+swxQiYlD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5XGA++iTbCQOumSuEsK9RQbRVHw7XwP94aX0GaOw3rtfV1JoZOpNDos6RNJn3YlaVMux1lwIdas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\nfHvkCayubwEqesMn0IIbZibQ1xB2CkQWFDeortHRS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IpCAIqioZdfn19tLvUKin/VjB1L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"prompt_number": 71, "text": [ "" ] } ], "prompt_number": 71 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Piotr thought this was an error in the data, and sure enogh as I tucked into it, I noticed that many Germans and Austrians born after this time did not have a place of birth, but did have the [Property P:27 - Citizenship](http://wikidata.org/wiki/Property:P27). So then I compared the rate of rates of Citizenship-data-having Biographies of Germans and Austrians to the rest, by Date of Birth. Now 63% of our data could be mapped to a culture. Let's take a look:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "for data, labelniggle in ((modgeraus, ''), (modnotgeraus, 'NOT ')):\n", " moddata = data.query('1800 < dob < 2000')\n", " r = pd.DataFrame(moddata.groupby(by=['dob','classification'])['qid'].count()).unstack()['qid'].plot()\n", " r.set_title('Classification available for Humans {}of \"Germany\" or \"Austria\" \\n by Date of Birth'.format(labelniggle))\n", " r.set_xticks(range(1800,2000, 10))\n", " r.set_xticklabels(range(1800,2000, 10),rotation=90)\n", " r.set_xlabel('Date of Birth')\n", " r.set_ylabel('number of humans in Wikidata')\n", " plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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w0UE8+7T+0NKM5oX5aFoxu3fvhre3N3x8fGrFtd+2bRv8/Pzg4+ODf/3rXygq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hwwAAMTEx8PDwQN++feHi4oL4+HgAgJaWFoDafRGLi4vRr18/7Nu3T6zFFhcX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\n7F+yBPDzQ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"text": [ "" ] } ], "prompt_number": 41 }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Interpretation\n", "For biographies whose citizenship or place of birth is Germany or Austria, there was a large switch to moving from both classifications, to only using Citizenship information. Why this shold be so could be one of several hypotheses. (A) Wikidata is incomplete, and _place of birth_ information has not been merged from Wikipedias to Wikidata. (B) A sociological and psychological effect is preesent in how Germans and Austrians retrospectively use for cultural identification. (C) The trend reflects how Wikipedia and Wikidata editors are choosing to record history. There may be more hypotheses, and I would be glad to hear them. None of these hypotheses I know how to test very well. However a look at the non-German, non-Austrian population reveals no similar classification shift. So at least we can negate the hypothesis that this is owed to a global trend.\n", "\n", "If you have a constructive theory or test, comment below or find me on twitter [@notconfusing](twitter.com/notconfusing).\n", "\n", "###Update: Explanation\n", "\n", "Update: [User:Saehrimnir](https://en.wikipedia.org/wiki/User:Saehrimnir), a friend from [_sudo room_](http://sudoroom.org) wrote in to offer some history.\n", "
\n", "I checked a couple of entries and found an explanation. Its option __A).__ Once upon a time there was a bot https://www.wikidata.org/wiki/Special:Contributions/FischBot which harvested Person data mainly in German wikipedia I guess. It was working chronological and guess what it stopped when int was at 1930. Other Bots took over the work for en but never for de were the most of the citizenship only entries can be found exclusively. Why is there still so many with citizenship? That is likely due to Wikidata The Game at least it was for the samples I checked.\n", "
\n", "So there seems to strong evidence that this is an artefact of the way that bots are migrating data into Wikidata. That is informative when hypothesizing about any other of Wikidata's data at this still early stage of the project.\n", "\n", "\n", "###WIGI's status\n", "By the way the WIGI project ongoing. I will start releasing [monthly updates of inequality data](https://github.com/notconfusing/WIGI/tree/master/snapshot_data) soon indexed by: _date of birth_, _date of death_, _place of birth_, _citizenship_, _ethnicity_, and _Wikipedia language_. I invite you to play around with ideas you might get by hacking on a [_rough_ example notebook](http://nbviewer.ipython.org/github/notconfusing/WIGI/blob/master/Sitelinks%20Exmaple.ipynb) on how to use the files." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Supporting Code" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "import numpy\n", "import json\n", "\n", "%pylab inline\n", "java_min_int = -2147483648" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "allrecs = pd.read_csv('snapshot_data/2014-10-13/gender-index-data-2014-10-13.csv',na_values=[java_min_int]) #you can get this data in the github project WIGI" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "def split_column(q_str):\n", " if type(q_str) is float:\n", " if numpy.isnan(q_str):\n", " return q_str \n", " if type(q_str) is str:\n", " qs = q_str.split('|')\n", " return qs[0] #cos the format will always end with a |\n", " " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "for col in ['place_of_birth','gender', 'citizenship','ethnic_group']:\n", " allrecs[col] = allrecs[col].apply(split_column)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "allrecs.head(10)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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qiddobdodgenderethnic_groupcitizenshipplace_of_birthsite_links
0 Q23 1732 1799 Q6581097 NaN Q30 Q494413 zhwiki|kywiki|euwiki|plwiki|bswiki|angwiki|uzw...
1 Q42 1952 2001 Q6581097 NaN Q145 Q350 zhwiki|jvwiki|euwiki|plwiki|bswiki|eswiki|tawi...
2 Q207 1946 NaN Q6581097 NaN Q30 Q49145 uzwiki|eswiki|kowikiquote|huwiki|liwikiquote|p...
3 Q297 NaN 1660 Q6581097 NaN Q29 Q8717 zhwiki|kywiki|plwiki|euwiki|bswiki|uzwiki|eswi...
4 Q326 1942 NaN Q6581097 NaN Q298 Q2887 zhwiki|plwiki|euwiki|kowiki|frwiki|eswiki|yowi...
5 Q368 1915 2006 Q6581097 NaN Q298 Q33986 lbwiki|zhwiki|plwiki|euwiki|bswiki|angwiki|esw...
6 Q377 1882 1942 Q6581097 NaN Q34266 Q658871 zhwiki|kywiki|ukwikisource|jvwiki|plwiki|euwik...
7 Q475 1911 1982 Q6581097 NaN Q298 Q2887 plwiki|euwiki|kowiki|frwiki|eswiki|yowiki|ocwi...
8 Q501 1821 1867 Q6581097 NaN Q142 Q90 zhwiki|glwikisource|plwiki|euwiki|bswiki|ptwik...
9 Q530 1956 NaN Q6581097 NaN Q34 Q499415 plwiki|euwiki|frwiki|bswiki|bewiki|eswiki|ocwi...
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ " qid dob dod gender ethnic_group citizenship place_of_birth \\\n", "0 Q23 1732 1799 Q6581097 NaN Q30 Q494413 \n", "1 Q42 1952 2001 Q6581097 NaN Q145 Q350 \n", "2 Q207 1946 NaN Q6581097 NaN Q30 Q49145 \n", "3 Q297 NaN 1660 Q6581097 NaN Q29 Q8717 \n", "4 Q326 1942 NaN Q6581097 NaN Q298 Q2887 \n", "5 Q368 1915 2006 Q6581097 NaN Q298 Q33986 \n", "6 Q377 1882 1942 Q6581097 NaN Q34266 Q658871 \n", "7 Q475 1911 1982 Q6581097 NaN Q298 Q2887 \n", "8 Q501 1821 1867 Q6581097 NaN Q142 Q90 \n", "9 Q530 1956 NaN Q6581097 NaN Q34 Q499415 \n", "\n", " site_links \n", "0 zhwiki|kywiki|euwiki|plwiki|bswiki|angwiki|uzw... \n", "1 zhwiki|jvwiki|euwiki|plwiki|bswiki|eswiki|tawi... \n", "2 uzwiki|eswiki|kowikiquote|huwiki|liwikiquote|p... \n", "3 zhwiki|kywiki|plwiki|euwiki|bswiki|uzwiki|eswi... \n", "4 zhwiki|plwiki|euwiki|kowiki|frwiki|eswiki|yowi... \n", "5 lbwiki|zhwiki|plwiki|euwiki|bswiki|angwiki|esw... \n", "6 zhwiki|kywiki|ukwikisource|jvwiki|plwiki|euwik... \n", "7 plwiki|euwiki|kowiki|frwiki|eswiki|yowiki|ocwi... \n", "8 zhwiki|glwikisource|plwiki|euwiki|bswiki|ptwik... \n", "9 plwiki|euwiki|frwiki|bswiki|bewiki|eswiki|ocwi... " ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "pobs_map = json.load(open('helpers/aggregation_maps/pobs_map.json','r'))\n", "\n", "def map_country(qid):\n", " if not type(qid) is str:\n", " return None\n", " else:\n", " country_list = pobs_map[qid]\n", " if len(country_list) == 0:\n", " return None\n", " else: return country_list[0]\n", "#TODO use citizenship as well. \n", "allrecs['country'] = allrecs['place_of_birth'].apply(map_country)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "geraus = allrecs.query('''country == \"Q183\" or country == \"Q40\" or citizenship == \"Q183\" or citizenship ==\"Q40\" or ethnic_group == \"Q183\" or ethnic_group == \"Q40\" ''')\n", "notgeraus = allrecs.query('''country != \"Q183\" and country != \"Q40\" and citizenship != \"Q183\" and citizenship !=\"Q40\" and ethnic_group != \"Q183\" and ethnic_group != \"Q40\" ''')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "for data, labelniggle in ((geraus, ''), (notgeraus, 'OUT')):\n", " moddata = data.query('1800 < dob < 2000')\n", " p= moddata['dob'].hist(bins=199,xrot=90)\n", " p.set_title('Number of Humans with{} place of Birth in, or citizenship of \"Germany\" or \"Austria\" \\n by Date of Birth'.format(labelniggle))\n", " p.set_xticks(range(1800,2000, 10))\n", " plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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JQUhICCZMmAA/Pz988sknOHr0KLp27Yrw8HA88cQTNvfUtvbaa68hMDAQXbt2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\nCAsLw+zZs7FgwQKUlpZiwYIFyMnJwSO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2U6lUuP/++6HVahESEoK//vWvWLt2rcN533nnHTzyyCPQ6/Vo164dsrKysG7dOreKjut+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\n", "text": [ "" ] } ], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "def classification_type(row):\n", " has_country = True if row['country'] else False\n", " has_citizenship = True if str(row['citizenship']).lower() != 'nan' else False\n", " classification = 'neither'\n", " if has_country and has_citizenship:\n", " classification = 'both'\n", " if has_country and not has_citizenship:\n", " classification = 'country_only'\n", " if not has_country and has_citizenship:\n", " classification = 'citizenship_only'\n", " return classification" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "geraus['classification'] = geraus.apply(classification_type, axis=1)\n", "notgeraus['classification'] = notgeraus.apply(classification_type, axis=1)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "-c:1: 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 the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", "-c:2: 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 the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "gerclass = geraus.pivot(index=geraus.index, columns='classification', value=')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "print len(geraus)\n", "print len(notgeraus)\n", "print len(geraus) + len(notgeraus)\n", "print len(allrecs)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "213940\n", "2348059\n", "2561999\n", "2561999\n" ] } ], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "len(allrecs[allrecs['country'].apply(lambda x: isinstance(x,type(None)))]) /float(len(allrecs))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 63, "text": [ "0.7652766453070434" ] } ], "prompt_number": 63 }, { "cell_type": "code", "collapsed": false, "input": [ "(len(notgeraus[notgeraus['classification'] == 'neither']) + len(geraus) ) /float(len(allrecs))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 69, "text": [ "0.6314986852063564" ] } ], "prompt_number": 69 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }