Mercurial > hg > plosone_underreview
view notebooks/correlation_samples_outliers.ipynb @ 30:e8084526f7e5 branch-tests
additional test functions
author | Maria Panteli <m.x.panteli@gmail.com> |
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date | Wed, 13 Sep 2017 19:57:49 +0100 |
parents | ed109218dd4b |
children | e6e10013e11c |
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{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import pickle\n", "from scipy.stats import pearsonr\n", "import sys\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "%load_ext autoreload\n", "%autoreload 2\n", "\n", "sys.path.append('../')\n", "import scripts.outliers as outliers\n", "import scripts.utils_spatial as utils_spatial" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: there are 21 disconnected observations\n", "Island ids: [3, 6, 26, 35, 39, 45, 52, 61, 62, 66, 77, 85, 94, 97, 98, 102, 103, 107, 110, 120, 121]\n", "Antigua and Barbuda\n", "Australia\n", "Cuba\n", "Fiji\n", "French Polynesia\n", "Grenada\n", "Iceland\n", "Jamaica\n", "Japan\n", "Kiribati\n", "Malta\n", "New Zealand\n", "Philippines\n", "Puerto Rico\n", "Republic of Serbia\n", "Saint Lucia\n", "Samoa\n", "Solomon Islands\n", "South Korea\n", "The Bahamas\n", "Trinidad and Tobago\n", "most outliers \n", " Country Outliers\n", "60 Chad 0.636364\n", "86 Gambia 0.540000\n", "17 French Guiana 0.535714\n", "43 Benin 0.500000\n", "78 El Salvador 0.484848\n", "136 Botswana 0.477778\n", "6 Bolivia 0.457143\n", "104 Bhutan 0.454545\n", "14 Liberia 0.450000\n", "63 Senegal 0.439024\n", "least outliers \n", " Country Outliers\n", "1 Lithuania 0.000000\n", "120 Kazakhstan 0.000000\n", "119 Denmark 0.000000\n", "107 Kiribati 0.000000\n", "109 Democratic Republic of the Congo 0.042553\n", "105 Sudan 0.044118\n", "15 Netherlands 0.044776\n", "84 Iraq 0.045977\n", "74 Czech Republic 0.048780\n", "85 Sierra Leone 0.050000\n" ] } ], "source": [ "X_list, Y, Yaudio = pickle.load(open('../data/lda_data_melodia_8.pickle','rb'))\n", "ddf = outliers.load_metadata(Yaudio, metadata_file='../data/metadata.csv')\n", "w, data_countries = utils_spatial.get_neighbors_for_countries_in_dataset(Y)\n", "w_dict = utils_spatial.from_weights_to_dict(w, data_countries)\n", "Xrhy, Xmel, Xmfc, Xchr = X_list\n", "X = np.concatenate((Xrhy, Xmel, Xmfc, Xchr), axis=1)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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+1zTdrXkzD5KTQ/VurtK497GJE7MxGidm11Xp\nBvjj6vVlqryTDXWTJ3b1RcTHJd2jPgBVB6T3ufsdNDmDclJ3gE80Ala/42GTBxczu7G7f97MJocq\n1hkGbeBWerp9sD7hs9IavOLubx/4+VNUdrr156+k0lj6G41prq9yp+z2Ksvoo5Ke6u5faUxzB5U7\nAavdaYeuC2b2IJWD20YzfEXlgvg4n/20uANV7pQ1/fUewBqfbz7NxlVORFefZjNwHlMeVIqa39Ha\nn9Tlvva0gd7facD3v1/lgPk3KmO4L1SpZ/GvPuDJE43vvYHGt/lTK611v6jSCOSa8dQjd7/9OjLU\nBZBbh6ba7KegvG9IRiuN/3fzqtF3hoeZy6Ch31DjRTpPrU5Yznb3X1MLNt6rs+2C84ipD03PY8ix\noS5YfmOVWgiTTx36mKRnufu+6vWKpOc393tty0BlWO6sE4bVdXnCS2svo2q/eT8fHzr0bklfcvf7\nWWmoa9v3X7cxj6kTL0l3cvfXW/vT+dzXum730rceDPh8a6FNSZ/vyqiyzcwc6uBzNuia2SP7llFL\n48ikiWYhzkn9e5Ie6u6PtwFP7Gn4mmrcqC7qj/fGza9qP3SvrmWk0vuks1HazJ7j7kdXFxJtGQdd\nSDTOpf5d5Q7zRSoXZmf6sKdTvU7SkRP7/heqNEj2/gYDPX5Ea8W4f1NrxbjP6VoXVOpfDNmv9j2V\n7+iJ+dYT1PqnJd3Tq14/1fb8gfWs61aGTvxcpejtqSoF2dfTGNm332wtOivpdkPO9dZ73dDcHtax\nPW7oaabrwUoP1NXzJHd/Z0NrruuXVjln/KK7Tz4pbeYNCGvcuG985kxJPxpyLjUwQ98xvn6qrFQa\nHs5azzm99T+t9JLe3qA09ImuH2s7r9rE646z3f2mPdO8QeU8+TRveaBH43r2aJWnn73aypDNv9us\nY3SPv99UaWjbrfFt4aDGNH0P+akftDDZcN4sCH64Sh3XG1rptfdmd69LxJwg6Sk+/iTPF05u89U1\nkftEw/ksfyodQuZehls6BGwdK/esHe1fu/sLJP2umf1uy+frC5nW7qYzThaan68PNk+UdFuVLo/1\nmNhmPY++Svh13q5x4T9y94daqa5+qpU7IPU0F5vZ/1r3Uxv6Ktn3PYWls+uYdVSRN7OPDNkRDzgY\nTQ7V+7RKF85LqPtpb/WJz0mqHqlb8YvqvV+e8bma+iKi8+kfVYa/USnK1Tw5+1N3r4eSfVTtY3Gf\npgG1nqp1snkxKJUT6E+qDOk5unmiV50M7FXp9jhzW2ns5K7cXIe8PEnm0Akvb1SpmP9b1euHqgyZ\nvF31HW9QuUO/X411yUqX0CE7ob3eaLmvM5jZjYacXKr/aXEz13XrGTfe2OZbn2ZjZlcc8vlZHuqD\nqPc/qav3dxqwPc0aolVf2Ddrrqx+VWP+9dMvrqVyF23yEa6t+8U6o/U89cgGPJZTa081mDU0ddbT\n2q4+JKPWhia9Ry1juvuWgXU8IcTd3cxON7PbunvzCXA1dffw1qfqDbkwH3hs6Hv6xWW9avypwo+s\nUVtl1jKo12Eze57K8Is3VB95hNaWfz2PsZN8M5vsZfR9H+9995XqvftVnnbPyFbPf6/anw5VN0pP\nPu3SJPk6zkH6toUh+97XqGyLZ2h8n/CtroxWhltIM4Y6zNhfrs6+8jDzcckqx3NpxjKq/n8XDTsG\nP0blGFyvTysqeQ8zs99XGUIzWXfBJy5kxxoFzKzZuPEkSQ8zsye5e/00mD9SqR0ozR4Ocrw6GqUl\n3d7dj5Ykd98zYx61n77eM7OGaNW9u++n6WXQ5GYt+/5bqRRt7vwNbHij8qz6OfWj5mc9Hba+YOzb\nr/Y9le+HjekvozLEqHkzxzSjnqOZ/X3X+lxnrC42D1LpTX0vSa80swu86onVd1Gu/v1m6xODrDx5\na0hdz5nn7F0NPFZq2dxcw7bHvqeZ9t1g6Wu4OEZlmN6JKr/PkWZ2B3d/ZjXh5JOfbqXp8hivVHno\nQPMGxCur494dJF3ZzJ6mtXX5Cio9NX+3+o7Oc6m+C/8Bx/jWp8qqXDsNrd96nLqffrjbSlmKyX3K\n0GPsmVaGRr1TjfMYleu0QR57rk/P6DiPqXmtSiPZS62UyThDpTHoxZU+q6ZWfY3VdfzpPb72rcsq\nN7UfpO7e3p3lYtT/FK4HqfToOr367q9bddOr4ube6NXV2LevhW78DrZWa7b+HWb5q59w3LkM+9jS\nBqB1rNyzdrT1wX7WI/bq7/mypHvYRHfTxuf76Csidhl3f0brJ9e89o0Lr70eWx2IT1YZX1vzQ0ln\nW+kZ8MO1yVcvivs8dD6+zt3rMeQfksbq+tQ8WOWgc4a7P7q6GD2x+uwdq3/7Lmr7HiXfWmB56ImZ\nSnX8Zt2In5rZJfouHhr80MwO97VHaN5aa2Owa+5bH9yq7/iOleELdQPQ7VXqA3xVLWNxvafWk8p4\n0Ys1XgDysirDjY5X+4lj80DS9xjD/7XG41WtDJ2Y3Blext1f33j9BjP788brwyXdxH2ql9MfVv/t\n2wnNytD3yMzyn9LQ80qVk4QVlfXw78zsLSpdwbvW9br+Rt+2fxsfv9v4ASt3Je8z8PMzPVT7j8+4\n+2Ednx/yO3VuT17GWl9NpZHm2yrdli9SNf7d++tA9D3Ssm+/eFjd+FN932esDMGsGfJYzr4CyD/3\nxrDZBvUB+PjK2xUl/cKnh5h+tfprHdM9YBn06b8u6ffM7Gsa32/fzN1HlbcXunvzcajvMLPTtdbQ\n1bdfrY8NJ6v0IK2/Y7Unl3cXLP+qlZ4VzUc2f2Vt9r0Zj5jYVv6h2laawxRaT/LVaIw0s3drra7d\nQ1TG9P9W5f+tVu6mXUfjPVjru7StJ17u/orq9d4Zy+45M96fZMjjjPv2vZ2FNiWpK6PPGM5WrSvN\nxpMmrtL7RGqvR+FeCkZ3LSPVx2CVpyF1Db+9hMqTWC6ovB2qsl7dQuVi9yx3n7xZJ5vR66ZBfUH7\ndZWG7beY2Unufmzl7xv1rNTSC7g+7lpHo/REQ+tqdE3fwGhezK1o4mKucbL+L1ZqXq32Yqr2kcd7\nNfR/BmZmh/haz+RDVM5thpwHdTYqN6ZrrZ9Tby8qw5kna+6sMmC/eg3v6K3q7mM1wqzUHzm58VZX\nPce6Ubd1fW7M86YqF6R3UTm+nKeyDtb0XZT37Tdbi876wLqe6j5n72xw9ao32oBz4lnHx5q+Gyx9\ny+h+km7ha2UTjle5EfJMteClp91kWYlZNyAuqXIueWD1b833Va5H3qbq4T9m9i/uPlnPpabvwr9v\n3/5YlV5dP6y+6xiV0gv1zbyVGd/bpK9geec+Rf3H2MuqNPyM1a5prCedHgdcn848j2l81wet9Ki+\ndTWfJ6g8+r1uAGqtFejV0Nmu409F3/G1b10+T+WpmV1D/fse8tP3oIW+hxS07tsbYt/vMOsaue88\nZxDbVQS6b+WetaMdeiHT16rWx4esu4jYkCeE9FXzr0+wVO0o7q3x4ohvrf5a75IN8DDrKSxlZuXk\nZ7JL7vdUHp23X8OeniHrGGam/oNRZ4FlKy3xx6nUeHq1ygn/M33tCT7fqi4U/7Wa/gHVe4d5qdzf\n1w2y7+kfknSAlScB1HWLLqNyoKq5jzows4eoDE/5fnXRdUtJz2t4uKePd3f9tK11nTxb5aLoRVrr\nmfJEjd+N66uE/xeSTqt21FI50Xh85e2Qap7vMbNnqrQsS9PFtD+jsmy+0XhP69gJnd6WYej2bP1P\ni5u5rtcXCrMuphq0Ps2m+XkrRSpvp9Iw80mvar9UdHm42My+2GzgaWHm79Sgc3sys8eqPN2vPrl6\nqZk9V+UCatWOJhrafO0ucd/TL/r2i31PPeo7wZb6C4p3PgXFzG6jcmeqvkv0XZXhv5+qpttbvT+r\nAHLfMujThwzZa32qnru/otqf/sC7u/DWx4YmzWNDX8Hyx6icMNXzOK16b2jGH5rZ72ltf/EwjRdQ\nlnp6GancdbxQpZepVO6qXVpVQ2t10fBQlUbiZq++evvoPPGygcMtqumad0DrY1ffMpD6972zHgRR\nDwl5QVtGKw1jvb2UGtO31tKolvmlVGq3/UJlKMbPGp8bsoy+YmbvVbkL+kH3qZoB1/Kq8afiwuq9\ni6wUWb22mV3KJ4biDLiQbU77NTO7i6R/tLUn39XM6gV86+p1V6P0rF4vk+dafU9fbOu18T2V4aAX\nmtkvrLvH3gtVCrq+ufruh6g8erme18zzIO9vVK7pK8b9YStDEt8k6a0+UYukb7+q/qfyTXI5lYeo\n1DxdpQdyXcfvFV71GvbqBp1Kw8OLmzMxs6dorW7Q36jsy16iMoxycohN30V5336zteiseu66+1pv\ntpnn7F6GIh4g6T3u/qZZ87KeoXbqf0pY3w2WvmXkKjWY6htdBzez23ij6gEqDTbNp5BJM25ANC6w\nj2s7T7J6Z1/oql3Vd+E/ZN8+9VTZtu28iY8PyewrwD9kXZx5jO3bf1bXKX+sRl1MlTImde+8vuvT\n3vMYK0XxL6fSe+rDkm7tjUZkd/9vNRptq2PrCY3PH6vS0+bH1XffXKX0RH0zuu/42rcuP0Pl2maf\n2p/gJfU/5KfvQQt9Dyno3Ler/3fou0buLd/RxXY1APWdQPZVqu8bl9fZqmb9QxGOUuladrZKt693\na/xHHfKEkM5q/u7+DisX4DdQGW8srR3I5O7HWxmOdG1vGV85wEM91GHW4+sOVzlJeqfKinm/Ku8T\nqpOsT1nP0zOsf5hZ38GoHqp3I2t5MoTKCcbfm9lvqPSO+n2Vg0bdAPQElSe4vKx6fZ7K0J1naEA3\nSO9/+odUept8wMxeWy2nR2vtjtRqw8LkhUSDv3L3t1ipB3EPlS7x/6jSS0OSDjSz27n7x6v53FZr\nj8S8WKUL/LNVTsyk0n242aW2c1tx9/daKTT261XGp/haEekzJpZP3eBQn9DUF+ZXlvQ5M/uEGr2c\nJM1qzKg91D0SOjP0bc+a8bQ4M7uOyl3Or0gamdm7JpbBi2zgkA/1PM3GphtXXmZmz3X311Sv+7a3\nQ1SeivcJjd9Rqbuvd/1ONX3b09Ml3dLXirD/ksrBuf5d++4S9z39om+/+Gh1PPVIwx7L2fdUgz3V\n8pn1FJTXSvpjdz+tWgZ3qt6rh+r1DU06r2cZdOoD9gdSx1P1vDS6P1xrTwSawvtvgHQ+/aJaX57U\n8fm+9eB3VZ6CWV+MfaR6r0lfL6M/a1m/VzGzc1R61M2q4dF34tU3RPoIlZOzq6scv66jcvewrlXR\ntx5I/U8hqbflW098ru4N8qCejJ30rcvWUmjbzP7Q3d9dvR4ylP3GKt3f/0TSa60Mw3lTvX1pbZ9X\nn+D+tsq++HIqQ4LOU2lceIfGe6vVQy6vqnJCfA13/3/UnXn8Z2P5/5/XzNglS0JFg6KVbJWEIUpF\nRSFkLUUJFSptQyVFRaVVzaQkSZHwzZKZprHPYOyVtW/fLG2WiizX74/XdX/Ofc77nHOfz8yg3/V4\nvB+fz9nvc859rvu6r+t1Xa9tTAQVG2d6NSG8HgL2Cv2XB3ZaUcDZ9k6ntA+PnpYmc11pcKubHPC9\naG4X6cgcZK86sL3Xa92V7CDocCpnzyWlcjxAnaknbV/L5HR9O/AxM7sBvec0GevVqxRY+ayeQj0B\neCZK0xnbEdX5O73Ztkz2pNI5SfZK6zwIVHqk9B53p581qIsxqJR2kfRBr83ucmgfRmUntUkp1W4v\n+sfHUoCl9Iw+xygLZh7AyZ2qjwK/ZPSdtgYgLEvxM2uaBcPTWihP/Eu6fRrtrLIJnfVMhGRNKalb\noLlR7gAqOVxLz7l3jDWzaY17bqY/nYQCkolpbFekM3aM7aX56e1xnT47Zh4a214S1/q7qTZRQmP2\n1tQCXufuh5lqhN6OHMCzop1QHl9LffnTSN8tTj1on0svOyHdjHTJIXkqCrA8gOpCfsIzkoIBur3E\n+ldqX2/5jpI8VSxgq6POneDgs4GDsk43PdbXGudVpfrz0YM/hCwvz90Pi+29rAzxQkZSEdw9V2QL\neo+fQC9mS1TEycmq+VtHLYnMifUmlFO+mLtPNrP1gCN8QKHQOH5q/FtDEHnFwjILpTelAshLownd\nNgid8cLsXKvTUuneVIn+5d6RZmaFQp4W6VeWFVg2s23d/ZexPb3HrwAzXGkBbQXilo7zNqPQXc9m\nEPtHtv/rqZjEzvcKgdQ5kfAoemfBPmeCkV7r7idbnZ1uIzTgpLSPB9Ak+3pUJDWlSHTdy/S87Zl8\nwVUMboOOe5zLQDGlb7TJZOr9Kxf3gHoOOH/pe25li4s+3oWQI/X1oWI9bDYxId246Vxx97WyttBs\nT/a9TWm5pAP3DH1PA76ni1GB44djeTFUfPtVsTzH61Hi1nVZe5ehg/1ifsTksLuHfia1NbwRvWhb\n13ONNv0w190TdLxYADk7bgr9DCAj20v6IDu2j1Xvyyi15lSqCWOOHJkvRh/rrheSjh8ZW+a3H5ic\neEdQZzec6lUxxN+jcW8aino3ERTnAju1fffZPp3sUJaxfnYcOw+Nzee70JZbALt7S0HWrmdQslNK\nMvAe10eT68eB2Q190NuXraPQtruvHcu9z6ilLcshg35Xd0/U2hOoIzdmA6en9zlAL/4P6gMf84qN\n9CrvKKTe0qYLgK96HQV8oFeEHUsgp/RYQVfqkfBiFDXG6JvoZp86D/WdZhrcLnG9Yzqewfdj/1cC\nN3hV024ZlFaXgkJFO8jMtkEThZpTOdkqcQ+HM4ocyZH46VzPAL6M2E4nxLqSXp3cPE9c4PaW7Y8C\nd7v7IzYgQGNyiO+K3uGsbPvTgMeyd12qX9PJImZCGX/f3fPJ1ZMuYSf+hVHdnxCu1w39NjrOX2KY\nLDIHmmqUJaf25V5HQs+39NiZSS6kciIvQb1cg3udUOMBFKjKGbJG7MEe3d7JKhvn38OFcMGUdv99\nd286BjtlyHMuHP82qu9mCRRM+D93f39sv8HdX9Q4ZmydFdjmhtoxse/TkM1+CCpWvFis751nm9n1\nrsLGiXXuXDO7xt3Xje3T4xJdfoBSXx78rVg3O2EnI51ZN+mHjTJ9Nu369D3nfoJO1r+e9o2w/ObP\nsHjf/v8nC9hcd18/v3kL6vf4v5WVwd2fF9sTXXJ+fE4T38re4XWGrM5K+C3tXQzlhd+XrbuOKg/1\nZRZ5qO6+fbpH1Cku8spZcB1iCloYVd5vQsUH08RlMWCeu69tqrj/tzSwZsdcmK8zedhf6+NgSmqc\nby6KWKb8/F2Q4fXyWJ6OFNAaKNI0CUXZjvOqWGregZu5+5jYqyZTR7ut6eNg/wjj5fnufr4F9bVX\ndaV6JxKm6OifUFHC9VDU5rLmB2r9VeDHzepgZt9x932th+4x23fPjn0WiPHNBhZvHPA996YqmNlO\n3nCUta3LztWW8pH6yuq0MJ1Zwbky8HlMpk6hPgkxAgx6TwPO/wMUjTkzVr0ZRWnmxbn3RTnVeZT4\nbKpJeqtkg1WvXhywfSs0iW3W2crvYWxSka2rOamshZ2Qqgj77sggytMZH3L3FLUZGRwbRscP3H33\nxvYfuPvuNqCWU0kfZPv19bUZ9PQF62D0yYy31iKYiD0CupFgvSnSWT8YzGZj3SxgE4CtUDR4I2Qk\nTnP338X2n1EVPs0RBQcyQEx1Bi/xjhTpzAa4BljfhbxKAaMhNbsGifUU2izdYxjpO1IVI30zMpQ/\nHdtLffkKd98o22ZowrZRLPc+o+yYzdF3tA0iJzjV3fuQGoMl6XmrB0WuBn7vw4rvPw+hdFMNyf9F\n39sfWo7rasNlyAj/cazaGXi/uycShN7xxcxu9HrAzJBD54VWpXN3ornjftdzH3OaTUQpTOl5TKey\ng9ZFkfSLfNSZ3+dU/h2yI1ppo01p/tvHvT8P1Vs51av6iMfRoleJaL3Xma5GxtdsItQlH6SlLqi7\nf8IUOFgdFYT9MNVk6gFUY+rRuEavXiyJmf0WscK2IvKsXEB52bj+ZnHIDODIht1fYp+6nXbdn4I8\n3wa+5j2pdm3jYza2LGiAxag7fGd5nZr7LEYDWfcjvfEtd3/IyojvBRIrTPz7xvhseTlgNerjc+rj\nNyEHbfpeJ6Dv/QUt95/LmM2bXSehv5rswuNljJuAbKuNY/mHwAkebNkmJ/P7mvcd29rYF4t2jCkD\nZFOUTXIbcs7O8ijWb+V59tEIXfUQyohYFjgr6d0FFRPK/ELPAvYt+yyHHFOTqT/nNAa3MtJluvn7\n6Dlf3tjnbB/IZpod0/Ye8pTPiTAW6P5a/H8YQgTmenk5HwhmeUpSwBqKNDfib/ZhrEClvLyzrJ2V\nIUkpFaGVvSNrf28l/OweazmYZpZHnkp5qI+42JLySz/OcHapkpI9GcEcz4h72A74kQnZ8AeUlpUP\n2stQz9mGjrQXNCgPoS99G/BTE6PbpuhD3Drb9Z3I4LnV3f8VbdubKue/K4efeAat7FUeXnJvyaO1\nxgO3jPoaWBMhtr5BhQh6xN3/YmYTTLVNLjKz47NT7IQM52Pifa6C0o3ya/TVq5pvVocYFD7mIDGp\nDwAAIABJREFU7rO7nlHIRtk5U+rkXCLVzcr0qK19LbvPtuKNuZS+51Kqwkepism2rrNCykdXXzHR\n0YK+ifS9QOVcSfuV0lJb+5G7v2Yc76nXuANuiV96NmfG/wld1pV6lFIBDRk9qf7DcijNLw1WvXpx\nwPY9gK+bINe/id9vXYXVXxj3taypEHAa6JbJ79W62Qn3ye7bqGqsNZFhpdSkJovJJGTg4MNqOZX0\nQWdfo0ot3afNSM8WS/UDeotgWne9kKH9oJg6ZIX0pGjXecB5ZrYlmvi9NybDH0Xpf79oNH0wixfl\nFOm/m5xTs1Aa8T1EGvrA9zxkQlgq8JjusQvF+A4UpEn15z6H0pc+Hdtb+3KMuyAI/Uih7ez8Q1LZ\nb0P99FTgUG+gbK3M1FKyQx6McT2d75WoFuGg4v3h6HmFdaCAM13XOMyb31MfCUJpfOlNg7MMzY3Y\nf0bQ3GkyGf8/ZnICJdkHBY9ucfd/ZnZQU56PEKyLA+ua2NSSTrnX3ZvfUy5Xo+/6SFTwtvmNvQz1\nzaZeTZO5L9OfUjmXUZ1yZ5zDkT2RR7LH6oLGN3gHQsn3SalW00Utx+R98TZ60hUpF539HkKd7BjP\nZ3eEbtshrl9kFvQygUkp1W4qHey9se9PqadQgmzMDeL40jP6OrJfTol7fI+Zbe3u743ttyEW3rR9\nZ6r0mO/EM+llVrIyW1tJzjGz1/VM/DvH+Fj+dLTpVuq1gFIw7gJGC5Yn9OkrkRP6FCpdX0N/xDVK\nNbUGMU1nshZiT0sO80nAbDP7Yxy3GnBz15ws2pDPzYp2DHo3X0QZI21EAb3zbHf/SKy/L3TeP5Fd\nndrTOr4i53cbW2qSv6Jx9b3AIYXx7Rz0Dc5Dz9mQnbEx/Yx0SXqLZQ/4njGzTagcPOk9pO+1K+Vz\naPmOXnmqagB1KdImK1CSpmH0WevOy5uAihX+nRZWhpBSrm+JvWNIJfxSDmYpD/V6M9sNmGRmz0cD\nx8Xuvh+AlyvR9ypZd/+0CX69CXq273H3K01F9TZEA3leRPAB5HXM5c74JUadJIMoZN39VhPq5ww0\nwL/O3f+V7edoENgWGSZLoXeZmCuOaBoqoXCStLJXZfuuCPwlbQ9H1OHUB4hW6utse+dEImRl4GxX\n5GMLhGQaS40aMEmYb1YHV075CYSR1iXufkC+HN9WnodeYm9q7Wse0UOPQpU90vk9h7SyZ5hS894A\nPNsEj8+VdBOV9hnkOKxFNLLtXUxnU1E/vAUZBE3nSpISXWRnPxr6nkrGnVcFjpfyYLBoOcdajEaJ\nJ8e27wA/96gREs93++zwkl7s3e7ue8R5n4WcvycgPTMJGTDboToL+aTvAeQ4S9LKTjhAHybpqj9w\nONLfS5hZjlZ5BKVWJOmt5URZH0BBL1Ew0inXDygVwewqQj05lkv9oMiCSYEFzJRmshvSJXejsfgs\n9G5/2mM4pbSZXiZRLzNUvgWlEHwgjl2GOkNY6T1DeULYW+DRVedvMdT3Qd9jrrf+hMaGZPgtTkXb\nDd3FvL9MpZvaCm2n65eeESjV4Tf5CjPbxCtndYmppaQXP4Te+xomlOWKwNt8YPF+M/sUldPSbTSA\nslG2++JIfySnZC8JwjjGlwPQJD8hKb9PlQa3RTghXkHUCHL3q6zu0L3NzA5EgR5DKWu3mtkL47km\n58sacX8j6c4DJv5HmFItLqC9nsYaPfqoaG+Gs6ZvfD2fFp3i7omQ4hIrFJa3ck2Rkl7MnXopsp5P\nXFMAZQIKmjSfc6no7JruvkO2PNWEMExSZBY0OQ0/iNBi+4btv7ZHWQT0XvukdXy0gQEWys9oCzR2\npcLI06nmbSCdl9c8+4VVKL+E0i0xK02jwNZWkNaJP3JUDxnjd0bvsivl+f1oPExppWMFyxFZytYI\nVbsL+hZPcffrG+co1dTqHWOtHghxNIZ+mGrO1oZCcjReOOU6RkU7xt2PMaXKvc/MRlKUKdQijL7+\nPuSc2heN32ujulHQPb520cgnWR3Yf+D4tpi7f7C50sw2p5+RLkkqlp0HcTrFxIT2UXffP5ZLwcAu\ndsVSUH2YuPuT/gOujr/z4u8iKC0mbd+p5ZiRdaXz92w/qG8dUhTHoAFt/fTLts9DSiwtr5DuJVt3\nQ8s1RtbF+ikInr9otm5J5AW/Mn6fRc6P/LhXIcfSHumXbZubP+P4/8rs/9Xi99z4rYYGnbT9/eN4\n3kuN8/1f2/jdDdwc/+ft/SaaJN4Uy8s37mEmsHq2/PLG8achGHHz+jugPOs/I4P6Tcijekb+nmPf\ny+PvVfF3UuMaSyMlsQgybg9s9I1r4pjnoWLGx6A6DGPPovEtLI1QEWn7VKQkV4n7Xx5Yfhzf0rFI\nYdk43s+iwO+y5Tktfenq7P9SX1sLTWpvpKLhvnUc7fkMqmXRXL9uPPM7UYG99NsBwSBpuYdrECy8\n2d7WvjKONpaeQakfFd8Tgu9PRAg7UNT9gmz7q5Ax9sdYfhmqsdPUGbvFc2rqjOvarpn9X9KLpe27\nA99CEZdfIGTAqxrX27jwnK9I7xM5iwwhR9P25ZCh/WXkTPwq8JVxvMejC9untP2y7b36oK+voYnN\nW5GjcYf4f4c4z/XZfi9HRsmqKPf9Z8Ars+2vROiaj6IJ9oeQMyZt3wZ9MzPjl5zvQ/tB6/fY2P+a\nvnVIF34SeE7Lfh+h0hk30KIzaIy3beuiL7wcBSQ2AzZrOWYZNH6vQF2v9r7n2Keke9M3fylCzy4O\n/KFxjTuo0HC3o0l86rdnoEns9Pj9CU2i50tHdbyn3mdE6LXGuquy/2cXzt+rF7Pn9pL4LRLrHkTO\n37bf/dmxh2R9/OPxrL83sE23Z30r/6X1zfFlr/i1jS+Tga3j/yWBp2XbLmt5bvnzWAk5ye6J3ylo\ngvad2D4DOY9qv+b3Sf/YcDKyI7+PJtjpd3xsP6vl94vs+GWRTp0Tvy8CT8+2l8bXkk5ZHY0Jf4nf\nmcDkxv5zEMrpqrjXvcn0NQW92NEXrhjHt5K+51mo7siK1HXSpcCm2fKrkbOn1u/RZG/x+P+GxjV+\ngiby18fyUjR0KYECiv9XpG4Dt46PCFkxHaEj8vf/FRpjcN8zQpPzydnyZOCX2fKNwHOz5eei2jFQ\n2T6Xxt/zkGN4fYRua36f1zbXLYwf5TH+58BKhX1WRoGq7YBnduyzGNIXfwEOaGy7qmX/udn/xTG2\np22TiDlTzz7nA6tky6sA52XLQ+yYT6I52xEoQH8NQuw1n8FL4ntZtLGtt69TGF8L9/fp+Fsa3w5B\n6Jmu+dVzB1zrZcgpeACwbqx7EdKhN8R9PgfVPb6Dui12I/02/7cRCrjv+i9BmSYjfoDS76lCAJWq\nd7dCbs1s02zZqXvb3KsUsQtMRbLGihE2ZC/0MnLZO1tXYu8oVcIntm/s9RzMlE9dqzHgGUIiYG/7\nIYfBPDQhGqmxM8BzWEqryalmF0cD8M1UkN27LYrvWjt9OaY6FicSg66ZrYuQRO/N9hmpgUAV4W++\nw6a8whVNugrA3f9mdYaPo1Ck7qvIwH49YgpJNWeWpp29anVkGPwhPNiXoWhUW62amdZDfe0V5Pwx\nNMA25XFXSsEOqFjlV9P9hJSqwO8VbZ5fVof9UETpMTNLkWT3DAZp9Ro9E9D7yr+/Uspkqa9Noyei\nY2Uqw75UhWvM7ORod1ckHcoRjVamM6/qFJWKaJaeQW8/YsB7Av7tgso+aqrZcA8ydpMch57vmXHw\n1RHJIO6hpDP+z8w+Tp0xJ6dwLenF0vbjUIT1G6iY6W2Myg4RKeyiBi2xE3ZBeocWQP6lmS3t7g+a\n2e5I7x3vkQrkBTTbAH0A3ax632UACsoLjD4U2C9cjHNtSLAkpX4wKHXI+lPt1u4Ym3H3o61ez2MK\no1HgXiZRK6RbmNl7kOH6MHWI/RrRhhltbWtISff+0vpT0b+EaujdHG1aC9Wh+Uq0ZQ5yAiWZQT2N\noLfeBoqovp9RnZV0WuczsgoC/0zrh8APZWpp1YtW1Z9L51/fBIEfEr3F3Y/Nl83sGDSxTMupuD7R\n7g2JfuQD4PnE+JLGExNq6Dme0aRbOU28Fc2d3cPdCHXQlH1j+5QB7SyNDRsCL2h+c2aWdHUpotyb\n3kR5fO3VKTEWjBShb4q7/96UkvIYMM2UMvqR2NarF61e0iD1hdwOuqj9kmPpTyWGyv2Ak+L5g9Ld\n9sy2D2EWXNPddzKzt8fF/2lZVQIT0msDhJSYhvT7D6nQZ1e0jY+uIuln5nOSNul6Rtn4+TTgxhi7\nHE2ur8iO+RAqdzHGPIhSe5eiQr6XEN8lJFdRrL/WUu8Yj+YVV5lqrrbZgjshnT4ztn3VzA5199Ni\n++IoS+TtSPcej5xKSR+B7MFvUUcdpvNBxxiL5kS9NWB9WArzqmi8SnI3AgGk8yRyoKWo7NTmeN2b\nomxC/X6fii14NTPb04X6gkJfp2N8NbMPe6FUjKt2WDHlEqFrjwE+RosdAEy3FkY6r0o7HIT0dKrT\n90MTgnoXNAZfimzya9FceW3PCAiQ434V1MfbZEFTPnvlqWIBa63ejTrKG9DH8GPqRseLqNi0DBlv\nn8z2ca9YFR5EUZjHqODTjiDIRTaBgffQWwnfVChsLaCWg4nglI4iTAc2P1Az+wnq+L9FHecOdz+I\nhpjZjfSnN20X97gqlZKd6h154KFQ3ufu74zlxDzxauSNPhZRmr88O+ZyhFo406uiWNd7xYDVmt7k\n7u+0YQVVL0NG6JXhCFoRealz9ostkDf7XlRI8a7oXyvF/edf76YI9fO+xjk6i8bFQPROMrYZ4MT0\n3K1cA+EyNAAcDmzn7rfl17MCW1xJur4lj0r4hWOfH+3OHcGPxn382Sv2mMlogGhlbwrD/rd09DWr\nijxf6+4vzddlz6izCOeA+5hCY6BB9UZmZvssjZwKE6hSPk72itVrStu500TQykU0e7+3rn6Eom+z\nTXXA2mhd8/v8OhqodkbG0z9RJGnv2J6K3+dF6vKisCWdsQKadOeMOUd4RTO/QGIaSV8c59+UQMW5\n+zuyfa5x93VN1KDbIqfYLG9nq1mdBjuhtRSRjvVT4t/WAsjufnDsdy1yOqXv6btIb+UTyabk33uv\nPmi0pXmSGbG9ZKSXJv5Xdumz7BwvpXLMe1w/1fxa4H4QBviRdLOAle7h4oLOWJ1+JtESycIfUBCg\nRkVvw2sMjUv3WkehzWa/blvXJaa0pGa9jfuRfloG9eMTqessT3qx7xmZHMdbIJspv58HUKHO38c5\npqfz5m3LdFJJL34tO3Zx5DSZ6+5jMHtT4O957j4tbIClvd15nCawl3tF+DEjO/+jaMJ9rIfTLfbZ\nk5Z37vWi7G9C4+QcZGvM9qywPJHem+ndvN8uhfR2rvs/nU2cVkVOv1fH9t+gvjyW7mctZBaekTQM\nGBumxX03U1EGiZULjpfG116dYh11Qb1edPY3KL3mRGTH3YUcLHf2NN29mrjfzmhfOMKD5ccqZxhk\n6U/uXqvZWBLrKOzb2GcK7exTF6Nv4OKweddEKUSJGOUa5LCYk/W1Vp3RMT4egyborQGWrmdEf7mQ\nMZ0S58iLkd9csmvimA+4+5fj/wVlyGqd+GeT9tYx3t03j+03Igdul96cB2zl7vfE8oqo2PA6JiKO\nF6NA1KkeBDdZ22ZQTxeq/e8F0g8bSO5iYnleD2hNYQ69uxaiEU9jx++9YhFrDZB4nQjpImCHbExf\nDoEu0nOeC+zijQBHNoaX+nqXn+BP7n6Wme1FezAv+QF6bYDY5zZgo6YdkG3v1QnRl17pUXIhdP2l\nyJ/wsuw8tzaeXQ5SSO+pzdk4ua1dDTsnpXyua1VJhK3ajhu5v465wFMiJgTJeshw/ATVi70fQV7z\nqMtIde4B538udLMJoM5aZJcy1RnaDVjd3Y805fWt7Fkl8K4Xl8kPaPlA45zJcJiE4Jcj92lmpyEj\noctzOG6xumOil7489ilNOJMTKbGrLI0GvFfH9jNpcYJl538HgrZtgCb4bwM+7hX7xieQ4toX5c5+\nEBk/+6M8y3mN862DUunWQ9HX9P4/kC2PvefsuD4Gj1voqYFgZi9GkaGL3f0UU+7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CAAAg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\nMo4k/cj2pnP93CmlNAxJN9L7BN221x/jctIAbcMMLm97f/mh7c2bXls3k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"text/plain": [ "<matplotlib.figure.Figure at 0x103e0ed10>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "df_country = pd.DataFrame(data=Y, columns=['country'])\n", "plt.figure(figsize=(20, 5))\n", "df_country['country'].value_counts().plot(kind='bar');" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>Country</th>\n", " <th>Outliers</th>\n", " <th>N</th>\n", " <th>OutliersN</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td> Canada</td>\n", " <td> 0.060000</td>\n", " <td> 100</td>\n", " <td> 6</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td> Lithuania</td>\n", " <td> 0.000000</td>\n", " <td> 47</td>\n", " <td> 0</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td> Cambodia</td>\n", " <td> 0.263158</td>\n", " <td> 19</td>\n", " <td> 5</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td> Ethiopia</td>\n", " <td> 0.257143</td>\n", " <td> 35</td>\n", " <td> 9</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td> Swaziland</td>\n", " <td> 0.142857</td>\n", " <td> 98</td>\n", " <td> 14</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Country Outliers N OutliersN\n", "0 Canada 0.060000 100 6\n", "1 Lithuania 0.000000 47 0\n", "2 Cambodia 0.263158 19 5\n", "3 Ethiopia 0.257143 35 9\n", "4 Swaziland 0.142857 98 14" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# global outliers\n", "df_global, threshold, MD = outliers.get_outliers_df(X, Y, chi2thr=0.999)\n", "df_global['N'] = np.zeros(len(df_global))\n", "df_global['OutliersN'] = np.zeros(len(df_global))\n", "for i, country in enumerate(df_global['Country']):\n", " n_counts = len(np.where(Y==country)[0])\n", " df_global['N'].iloc[i] = n_counts\n", " df_global['OutliersN'].iloc[i] = np.round(n_counts * df_global['Outliers'].iloc[i])\n", "df_global.head()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.662469099039 1.18268680985e-18\n" ] }, { "data": { "text/plain": [ "<matplotlib.text.Text at 0x103c730d0>" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ne7KYWTfQD+yjIuVz94+7+9nuvhx4L/C/3f0DVKR8ZvYaMzs1fP1aYICgU0+y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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x111d213d0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr, pval = pearsonr(df_global['OutliersN'], df_global['N'])\n", "print corr, pval\n", "\n", "plt.scatter(df_global['OutliersN'], df_global['N'])\n", "plt.xlabel('outliers')\n", "plt.ylabel('N')" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-0.122714085273 0.153126076772\n" ] }, { "data": { "text/plain": [ "<matplotlib.text.Text at 0x111dc7510>" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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h4BHgNcAKd18fNzkAuPse4FkzOz1Y9X7gUeAHHP6PHQRuj/sdImmq3YGMj69mfHw1a9YM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\nX9vUTo3l8gAAAABJRU5ErkJggg==\n", "text/plain": [ "<matplotlib.figure.Figure at 0x111dd7350>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr, pval = pearsonr(df_global['Outliers'], df_global['N'])\n", "print corr, pval\n", "\n", "plt.scatter(df_global['Outliers'], df_global['N'])\n", "plt.xlabel('outliers')\n", "plt.ylabel('N')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 0 }