{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import ListedColormap\n", "from sklearn import neighbors, datasets\n", "from sklearn import linear_model\n", "import matplotlib.colors" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "iris = datasets.load_iris()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [ { "data": { "text/plain": [ "array([[5.1, 3.5, 1.4, 0.2],\n", " [4.9, 3. , 1.4, 0.2],\n", " [4.7, 3.2, 1.3, 0.2],\n", " [4.6, 3.1, 1.5, 0.2],\n", " [5. , 3.6, 1.4, 0.2],\n", " [5.4, 3.9, 1.7, 0.4],\n", " [4.6, 3.4, 1.4, 0.3],\n", " [5. , 3.4, 1.5, 0.2],\n", " [4.4, 2.9, 1.4, 0.2],\n", " [4.9, 3.1, 1.5, 0.1],\n", " [5.4, 3.7, 1.5, 0.2],\n", " [4.8, 3.4, 1.6, 0.2],\n", " [4.8, 3. , 1.4, 0.1],\n", " [4.3, 3. , 1.1, 0.1],\n", " [5.8, 4. , 1.2, 0.2],\n", " [5.7, 4.4, 1.5, 0.4],\n", " [5.4, 3.9, 1.3, 0.4],\n", " [5.1, 3.5, 1.4, 0.3],\n", " [5.7, 3.8, 1.7, 0.3],\n", " [5.1, 3.8, 1.5, 0.3],\n", " [5.4, 3.4, 1.7, 0.2],\n", " [5.1, 3.7, 1.5, 0.4],\n", " [4.6, 3.6, 1. , 0.2],\n", " [5.1, 3.3, 1.7, 0.5],\n", " [4.8, 3.4, 1.9, 0.2],\n", " [5. , 3. , 1.6, 0.2],\n", " [5. , 3.4, 1.6, 0.4],\n", " [5.2, 3.5, 1.5, 0.2],\n", " [5.2, 3.4, 1.4, 0.2],\n", " [4.7, 3.2, 1.6, 0.2],\n", " [4.8, 3.1, 1.6, 0.2],\n", " [5.4, 3.4, 1.5, 0.4],\n", " [5.2, 4.1, 1.5, 0.1],\n", " [5.5, 4.2, 1.4, 0.2],\n", " [4.9, 3.1, 1.5, 0.2],\n", " [5. , 3.2, 1.2, 0.2],\n", " [5.5, 3.5, 1.3, 0.2],\n", " [4.9, 3.6, 1.4, 0.1],\n", " [4.4, 3. , 1.3, 0.2],\n", " [5.1, 3.4, 1.5, 0.2],\n", " [5. , 3.5, 1.3, 0.3],\n", " [4.5, 2.3, 1.3, 0.3],\n", " [4.4, 3.2, 1.3, 0.2],\n", " [5. , 3.5, 1.6, 0.6],\n", " [5.1, 3.8, 1.9, 0.4],\n", " [4.8, 3. , 1.4, 0.3],\n", " [5.1, 3.8, 1.6, 0.2],\n", " [4.6, 3.2, 1.4, 0.2],\n", " [5.3, 3.7, 1.5, 0.2],\n", " [5. , 3.3, 1.4, 0.2],\n", " [7. , 3.2, 4.7, 1.4],\n", " [6.4, 3.2, 4.5, 1.5],\n", " [6.9, 3.1, 4.9, 1.5],\n", " [5.5, 2.3, 4. , 1.3],\n", " [6.5, 2.8, 4.6, 1.5],\n", " [5.7, 2.8, 4.5, 1.3],\n", " [6.3, 3.3, 4.7, 1.6],\n", " [4.9, 2.4, 3.3, 1. ],\n", " [6.6, 2.9, 4.6, 1.3],\n", " [5.2, 2.7, 3.9, 1.4],\n", " [5. , 2. , 3.5, 1. ],\n", " [5.9, 3. , 4.2, 1.5],\n", " [6. , 2.2, 4. , 1. ],\n", " [6.1, 2.9, 4.7, 1.4],\n", " [5.6, 2.9, 3.6, 1.3],\n", " [6.7, 3.1, 4.4, 1.4],\n", " [5.6, 3. , 4.5, 1.5],\n", " [5.8, 2.7, 4.1, 1. ],\n", " [6.2, 2.2, 4.5, 1.5],\n", " [5.6, 2.5, 3.9, 1.1],\n", " [5.9, 3.2, 4.8, 1.8],\n", " [6.1, 2.8, 4. , 1.3],\n", " [6.3, 2.5, 4.9, 1.5],\n", " [6.1, 2.8, 4.7, 1.2],\n", " [6.4, 2.9, 4.3, 1.3],\n", " [6.6, 3. , 4.4, 1.4],\n", " [6.8, 2.8, 4.8, 1.4],\n", " [6.7, 3. , 5. , 1.7],\n", " [6. , 2.9, 4.5, 1.5],\n", " [5.7, 2.6, 3.5, 1. ],\n", " [5.5, 2.4, 3.8, 1.1],\n", " [5.5, 2.4, 3.7, 1. ],\n", " [5.8, 2.7, 3.9, 1.2],\n", " [6. , 2.7, 5.1, 1.6],\n", " [5.4, 3. , 4.5, 1.5],\n", " [6. , 3.4, 4.5, 1.6],\n", " [6.7, 3.1, 4.7, 1.5],\n", " [6.3, 2.3, 4.4, 1.3],\n", " [5.6, 3. , 4.1, 1.3],\n", " [5.5, 2.5, 4. , 1.3],\n", " [5.5, 2.6, 4.4, 1.2],\n", " [6.1, 3. , 4.6, 1.4],\n", " [5.8, 2.6, 4. , 1.2],\n", " [5. , 2.3, 3.3, 1. ],\n", " [5.6, 2.7, 4.2, 1.3],\n", " [5.7, 3. , 4.2, 1.2],\n", " [5.7, 2.9, 4.2, 1.3],\n", " [6.2, 2.9, 4.3, 1.3],\n", " [5.1, 2.5, 3. , 1.1],\n", " [5.7, 2.8, 4.1, 1.3],\n", " [6.3, 3.3, 6. , 2.5],\n", " [5.8, 2.7, 5.1, 1.9],\n", " [7.1, 3. , 5.9, 2.1],\n", " [6.3, 2.9, 5.6, 1.8],\n", " [6.5, 3. , 5.8, 2.2],\n", " [7.6, 3. , 6.6, 2.1],\n", " [4.9, 2.5, 4.5, 1.7],\n", " [7.3, 2.9, 6.3, 1.8],\n", " [6.7, 2.5, 5.8, 1.8],\n", " [7.2, 3.6, 6.1, 2.5],\n", " [6.5, 3.2, 5.1, 2. ],\n", " [6.4, 2.7, 5.3, 1.9],\n", " [6.8, 3. , 5.5, 2.1],\n", " [5.7, 2.5, 5. , 2. ],\n", " [5.8, 2.8, 5.1, 2.4],\n", " [6.4, 3.2, 5.3, 2.3],\n", " [6.5, 3. , 5.5, 1.8],\n", " [7.7, 3.8, 6.7, 2.2],\n", " [7.7, 2.6, 6.9, 2.3],\n", " [6. , 2.2, 5. , 1.5],\n", " [6.9, 3.2, 5.7, 2.3],\n", " [5.6, 2.8, 4.9, 2. ],\n", " [7.7, 2.8, 6.7, 2. ],\n", " [6.3, 2.7, 4.9, 1.8],\n", " [6.7, 3.3, 5.7, 2.1],\n", " [7.2, 3.2, 6. , 1.8],\n", " [6.2, 2.8, 4.8, 1.8],\n", " [6.1, 3. , 4.9, 1.8],\n", " [6.4, 2.8, 5.6, 2.1],\n", " [7.2, 3. , 5.8, 1.6],\n", " [7.4, 2.8, 6.1, 1.9],\n", " [7.9, 3.8, 6.4, 2. ],\n", " [6.4, 2.8, 5.6, 2.2],\n", " [6.3, 2.8, 5.1, 1.5],\n", " [6.1, 2.6, 5.6, 1.4],\n", " [7.7, 3. , 6.1, 2.3],\n", " [6.3, 3.4, 5.6, 2.4],\n", " [6.4, 3.1, 5.5, 1.8],\n", " [6. , 3. , 4.8, 1.8],\n", " [6.9, 3.1, 5.4, 2.1],\n", " [6.7, 3.1, 5.6, 2.4],\n", " [6.9, 3.1, 5.1, 2.3],\n", " [5.8, 2.7, 5.1, 1.9],\n", " [6.8, 3.2, 5.9, 2.3],\n", " [6.7, 3.3, 5.7, 2.5],\n", " [6.7, 3. , 5.2, 2.3],\n", " [6.3, 2.5, 5. , 1.9],\n", " [6.5, 3. , 5.2, 2. ],\n", " [6.2, 3.4, 5.4, 2.3],\n", " [5.9, 3. , 5.1, 1.8]])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris.data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2])" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris.target" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['setosa', 'versicolor', 'virginica'], dtype='<U10')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris.target_names" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.collections.PathCollection at 0x1a23b15128>" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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dDB43gNadc2KSuubQ8KZ6OGKykgwqmj/C2Q+c/YHq7wMBwo3wTWqssJo9KqHX4MwbT+LS+88mq00GCGtkfstb1zPk6IFJO0f/0Qdw9/s30aVfRxCQ3iqVc28/nYv+YX1oaJrGo3PuYewZo3G6dRy6xrDjBvHU/PvVhKiixSCyXgDvqYAH0MA1AtHqbTUhWg+UymU3SCn3eZGFPZ3jj9dHFXtQtGQa4r3WUlAql72kIW6w2s7hLw9w6wn3cbxnMse5J3H9Ibexc2thzD4f/utzTm11IcfqZ3J6m0v48pWZMe1lReU8f9OrnNvtKi7pdz3Tn/qUaDR+srU+RKNR3n/6My7pdz3ndruKZ298hdJCVdxZUTdUMk8OexyhCyE8wBzAjeWf/q6U8s4a+1wIPAxsqdz0tJTyxd312xxG6I2FaZqc0fZSSnfGJkan28m0gv/i8Xl44773ePm2qXHHXvPkxZx8zXiC/hCXD7yR/E07q+SPbp+bkROGcNvUPyct1vvOfpx5H/5YZbPrdOnkdGzF80v/iafGXIRCoag/9R2hh4AjpZQDgUHAcUIIu8KVb0spB1X+220yV+yeL1+ZFZfMASKhCC/d9jYAr9/9P9tjX/i/1wGY+dZ3FOYVxWjZQ/4Q8z9ayIbfNiclzk0rtjD3/R9iPNMjYYOi7cV88/qcpJxDoVAkzh4TurQor/zVWfmvcR687yfszmpgyaxfCQfDtjp1oCq5Lpm9jGBFKK5daIIVP6xOSpwrflxja68brAixZLbSEisUDU1Cz9CFEA4hxGIgH/hKSrnAZreJQoilQoh3hRCdaulnihBioRBi4Y4dO+oRdsumXfc2tba16ZqL7qq9cqCotLpt172NbQELoQlyOraqf5BAbsdWYPPo0+nSab+ba1AoFPuGhBK6lDIqpRwEdASGCyEOrLHLR0BXKeVBwNfAK7X087yUcqiUcmhubm594m7RnHPbxKrEXJNL7z8HTdMYdER/2/YxpwwH4PhLj4obPWsOjczcjFqPrSsDxvYlq3UGmiP2NnI4HRx/2VFJOYdCoUicOqlcpJTFwCzguBrbC6SUf3y/fwEYkpTo9lN8qV4e/PL2mAIWDqeDv758DZ0OsFaZ3v/FbfQe2j3muAFj+3L7OzcA1uj5/s9upU3XXFxeF063Tp8RvfjnrLvRtOSImzRN45GZd9N3ZC+cbh2310WbLrnc9+mttO6sPrAVioYmEZVLLhCRUhYLIbzAl8CDUsqPq+3TTkq5rfLnU4G/SSntJk6rUCqXxFi9eB2RUIQDhvW0TcTFO0tZt3QDPQZ1JT07La5dSkn+xp24PE6y2mTusziL8ksIB8K07pyjJGgKxT5kdyqX2h/G7qId8IoQwoE1on9HSvmxEOIeYKGU8kPgT0KIkwADKAQuTE7ojcOmFVuY9vgnbPx9CweO6cMp146vczL85IWvePO+6fhL/Bx0WD+u+/dlZLfNSvh40zR5+Y6pfPafGZhGlLGnj+LKxy7E5dk1at+2bjvTHv+EtUs30HtoD0677gTruXYlkXCEb17/lplTv8Ob5uWEKUcz7NhBdbqO/I07ePyK51k+fyVpWalccPeZHHXuYXH7ZbXOqFO/jcGCzZt47ZfFFAUCHNejF2f0PxCPbu/dY4eUJoS+RPqnARLhPQU84xFi1wetNNYjK14GYzW4BiN85yMc6tuKomFQK0VrsGT2Mm6bcD/hYAQzauJ063hSPDzz4wO065bYRN8D5z3JN298G7NNdzp4bd2/yGmf2LLmSwf8mQ3LYuWFGTnpTN36HLqus3LRGv5yxF0YoQhGJIrucuDyuHhi7r107d+JqBHlxiPvYvXP66rULp4UN6dcM55L7j8noRi2rNnGxX2ux4zGmiidfM1xXPPkJQn10VR4YdGPPL5gHgHDknF6dJ1umVm8d+bkhJO6WXwjBL8CAtYG4QPXWETmEwghkOGFyMJLsCxho4ALhAfRahpCT6x4t0KxJ9RK0QSRUvLYZc8SrAhVJbFIyKCiuIL/3pKYH3pRfnFcMgcwIlEeu/y5hPr4/uNFcckcoGRnKe8+8hEAT171AsHyYJV80QhHCZQF+PefXwZg7vs/sHrx+hjpYrAixLQnPkm48tHDFzwTl8wBPnj6c4L+YEJ9NAVKgkEenT+3KpkDBA2D9cVFTP9teUJ9yMgvsckcQPohNBsii61fS26rbP9DUhoGWY4sezgp16FQ7AmV0KtRVlTO9o0747abpmThl0sS6mPWbgpQ/DI7seTx9Wuza22b/b/viUajrFy4Nq5NSlg6xzrH/I8XESyPT7qa7mDxzF8TimPlojW1tn3/QdP7dlUbi7ZtxeWI18sHDIPP16xKrJPQ98QWY6hqgPBcpFkO0Y027SaE59YlXIVir1EJvRo1LW2rk5LhS6iPnA61P1LxpCa2FD4zN73WtrRWqWiahrMW33ZfmuXGmJGbbrvoR9MEaVmpCcVRmzc8QE6n5GjZG4IMjxvT5tGiAHJ8KYl1oqUTa/X6By4QGSBc2IryAURif2+For6ohF4Nt9fNIacOj1uQ4/a5OPXa8Qn1MeaU4bUu/Dn9zycm1Mc5t02ste3Cu89CCMFxFx0Rl3DdXhcnXH40AOMvGWdbJEN36gw55qCE4phwxbG22z0pbgYc0nyKEAxu255Mjzcu3Xp0nXMHJGiL7DkOalPveE9ACBd4xhOf9D3gO6+OESsUe4dK6DW4/rnL6TfqANxeFykZPpxuJ0dMOoRT/nR8QsdrmsZDX98Rl0xHnHAwZ/715IT6yG6bxfXPTYnLH5NvOZV+ow4AYMrD5zF43ABcHicpGT5cHicjJgzh/DvPBKBznw7c8OIVeFLc+NK9eNM8ZLfL5MGvbsfpSmwS8NL7z+HAQ/vEbHO6nTz27d8TOr6poAnBK6dMpEN6OilOJ2kuFx5d5+ZDDmNwu/YJ9SG0TETmsyDSrRG3SLUKGmf9u8q/W6TfBa4hgAdEGmAleZFy8T67NoWiOkrlUgubVmwhb/0Ouh3YiZwOdX+8YJomM978lvxNBYw7+xDadGld5z7CwTCfvfgN4VCE8ZccSWpm/Ff3rWvy2LJqG537dqRNl3h5XNAfYvm8Fbh9bvqO7LVXi4o2rdjCnPfm07FnOw49fWTSFiY1NFJKlm7PozQcYlCbdqS56+4GKWXEqlQvpSVLFPGPYaSxDqKbQe+FcLRNRugKRRW7U7mohN6EWb9sEzPe+g4jbHDoxJH0HdErpt1fFmDGm9+xftlGeg7uzuFnjVaWtY1MaSCf5Zv+C8ZaHO6BHNT5QtzOBJ/TJxEzOAPKnwci4D0TLeWsBo9BsW9QCb0Z8u5jH/PybW8RCRtIU+Lyujju4iOq9N/b1m3nTyNvIegPEawI4Ulxk5Lh4+kfHkhY665ILhsLFpFWcSFOLYpPN6iIOCmJ+PC1nk52ascGi8MsugZCX8ZudPSEVh83229Xil0oHXozY8fmAl669U1CgTBm1ERKScgf4vP/zuS3BZbM7okrnqe0oKxKZx6sCFG0vaRKh65oePwFN5Kmh/Dplt49xRkhx13Gqo23NlgMZnhZfDIHiK6GQHxBFEXLQiX0JsiCT35C2IykwoEw302bTzQa5ecZv2Kasd+uzKjJ/I8XNVSYimr4wyV0S91KzZfN5TDpnfpTAwbyau1tgXcaLg5Fo6ASehNEdzpsFXKaQ6C7dIQQtdrrOnT1kjYGmtCoTYcelQ34mojdKZgSsW5SNGfUu78JMuqkoZjR+LkNh1PnyMmHoGmapXevIY3UXTpHTDqkocJUVMPjTOP30h5EzNikHjQcrPIf2nCBpFy+m7bm5b+jqDsqoTdBMnLS+b/XrsXtdeFJceP2uXB5nFxy32S69LOKQf3pmUtp37Mt3jQPLo8Tb6qHrv07MeVhtYilsWjf4Wl2BNMpjzgJRh34DZ0NFe0Y1OO+BotB0zuBd0p8g+sING9ii+MUzRelcmnClBaUMe/DhRhhg5ETDo7Tw5umyU9f/8LmFVvpemAnBh7eX3mRNzLRaIRft7xHILiO9NRB9Gl7bKMoS0xjA5Q/C4TBdwGaK7HVwYqmT3390JsVUkp+W7CKNYvX0657GwaPOxCHjTHT7ohGo/z09S/krcun5+Bu9BneMy5RLpm1jM//O4O07BTOvu10MnNq91/ZW4QmrGfi0mE7SappGkOPGcjQYxJcvt7CWVtUyIItm8lwexjXrTtuveFvb4fDycDOk3a7z9ai5Wze+RmaI41+Hc/C54r1kpcyBKFZYBaBaxhC71HnODS9C2TeX2u7lBLCCyC6DvSe4Bwad4/LaB6EvgXhBveRCC12YVskGmX2hnXkV1QwuF17+ubU3fddmuXWtUo/uA9BOBJbuauwp0WN0EOBELccfx8rF65BmhJN18hqncFj3/494eISBduKuGHs7RTll2AaJkITHDCsJ/d9ektVcYlrRt7Mih9Wxxx33b+nMKHSRyUZzH3/B+4/5wk0h4aUEjNqMuXh8zj5avW1uSZSSu6Y9Q3vLl+GJqyl/rqm8dqpZ3Bg66ZVrPr7365nYPoXmFJgSiuBbtYepl8Hy1pCRn5HFp4PREBGAQneExHp9ybt25c0S5CF50J0E0gThAaOrojs1xCaVfXKLH8Byp/EeiorAInIegrhHgvAuuIiJr37NoFIBENaFstHdO3Ok8edgCPBbyQyNB9ZfIXVvzQBE1KnoKVem5TrbKnsNzr0N/7xHr8vWEWwIkQoECZQFmT7hh08ctG/Eu7j4QufZvuGHQTKgoQCYYIVIX6bv5I3730PgKkPTI9L5gBPXPV80jzCSwvKuP+cJ6xrKA8SrAgRDkZ44abX2fj7lqScoyXx5drVTPttOaGoQcAwqIhEKAmFuPSj6bYui43Fss0fMiDtSzwOa+FRqjNCqjNC++jfCBsBpJTIoitAFoOsAIJACAKfQPDTpMUhS/8BxlprVEzQ+t9YjSx7wGqPLIfyp6xzEwD8QABZfK01ogau/OQDdvorKI+ECRoGQcNg1vq1TF32S2IxyCCy+Crr3LKi8jwhKH8RGW5AmWcLo0Ul9M9fmkk4GInZFjVMfprxC0F/qJajdhEoD7Bk1jKiRmxRh3Awwmf/nQnAh//+wv5gCR8+U0tbHZn34UKEI/6lMSJRZrwZXzxjf2fqr0sJGJG47RXhML9sz2uEiOzxl07F4zDitmvC5Petn4Dxm5XM4wgg/W8nJQYpZeWHQ82/VxiCVplgGZiOvfe7BqHZbC4tYWNJCTU/KgOGwZu/JFY3gFBtdQOCyMB7ifWhiKNFJfRoJFprm13lHbt9ahvPGRHrjWiE49+Qf5DIh0YiREIRpBkfrxk14z6wFFb1ITuEEISitd8TDY1GiFqWD2DKIMgItXqqk5x7q/Js9ptl5d9RhmvZRwJhwtForVGGE/57Ryr7szmHbD7VsJoaLSqhjz5lGI4a2mwhoPtBXfClefd4fEpGCt0HxNd+1J0ODj1tBACHnzW61uNPvPKYOkZsz4jjB8etAgVweV0ccurwpJyjJXFKn354a6kLOqhtuwaOpnaEdwJ+I36i1iEkPdueAM5+2OsUPOA5KTkxCAGu0cS/9TWofD4uPMeCsHm/yCi4xtItM4sMjyeu2e1wcFLvPvHH2eEatesDJCZAH8JzQmJ9KOJoUQn9kvvOJqd9Np4Uy3HQ7XPhy/Dx15euTriPv750NSkZvqrqRZ4UN63aZ3PRPyYDcOlD55HZOl7RcvI1x5HVOjMJVwGtO+dywd1n4fa60BwaQgg8PjdHn39YlR+6Yhen9enHwDZt8TmtpO7UHHh0nUePGW9beq6xGNTlfFaW9abC0DElRKIaAUNneegaUt1ZCOFEZP4T8ACVH1DCB85+CN8ZSYtDpN9lVVnij6TtBS0LkX679atrFLj/SOoCcFgxpf0N4WiFEILHjz0Bn9OJu/Lv63M66Z6VzSUH287VxcegpUP6XVa/VR9iPnAdCu7Dk3Kd+yMtSuUCltJl1tvz+P2HVXTs3Z6jzz+M9Oy0OvVRWljGl6/MYsuqbfQZ3ovDzxqN27vLltYwDN5+6ANmT52LL8PH+XedycHjkq/zXbNkPTPe/JZI2GDs6aPoP/oApTOvhahpMmv9OrfVn0IAACAASURBVGZvWE+218vp/frTMT1jzwc2MKYZZdnm6ZSXf4EUaXRqcwGdsmNlpzK6FemfBuZOhHuMJRkUyf1gkmY5MvABGCtA74vwnhgjS7RkjT8gg1+B5kF4TkY4Y+2b8yvKeXf5MraVlTGyYyeO6dETZx0/QKWxFhl4H8wKhGccuEape3wPKPvcvWDrmjzy1uXT9cBOCUseqyOlZO3SDZQWlNF7aA9S0uNrkm5asYV5H/xIt4M6M/y4g5MRtqIZIGUAwktASwV93ywGM6IGM1e9jxENcUiPE0nz1H2dRChcyNb8VxF6Kp1zL0BzJFbpSrFv2a8WFtWXQHmAuyY+wq/f/Y7TpRMORjj2wsO59plLE17xl79xB7ccfx/bN+zAoTswwgYX3zeZ066bAFgrPK8deTMrF66tOsaX5uXZxQ/TrlvT0k0rkovpnwZld2M9xjBBawVZLyD07kk7x4xVH9JPv4MRKRGkBDP/PqYXXsmpg65JuI81G/6Prq5pdHYAEqL5D7NFu4tObSYnLU5F8mlRz9CTweNXPM8vc34jHAhTUeInEorw1WtzeP+pzxI6XkrJrSfcz6YVWwlWhKgo8RMKhPnvrVNZPPNX6xyXPx+TzMGqPnTtyFuSfj2KpoOMLIfSu0AGQJZbGuzoZmThhUi5ZxVWIhQHihjsvoXWXj+pzghpLuvfMTnPsHRrYtbK2wq+oKtrGkJQ9c8hJO3MOwmF7WSViqaCSujVCAfDfPvefCKhWGlgyB9i+hOfJNTH+mWbyFufHyeTDPlDTH/SWhzy9RtzbI8t2VHKljXb9iJyRXNA+t8iXt8tQZZBJDmPH7/+7T84hI1Tp5D8vumFhPqIlD5mu10Am/MeqU94in2MSujVCPpD1DZQKi/xJ9RHWWE5ms2iIIDi/BJg93r5gi2FCZ1H0Qwxd2Kv7xZgJmfkG40WoYn4c7gcJm6tJKE+XKLM1o8fqLwGRVNFJfRqpGWl0rpzq7jtmiYYPG5AQn30Orhb3EpTsDTko08eBkD7nvaV4IUm6DdayRJbKsI9rhZ9dwScQ5Jyjm6tj7V9U1dEdExXYl75FeJQatNKpKarYtNNGZXQqyGE4M/PX4Hb564aZTtdOr4MH5c9cG5CfXhTvUx5+DzcPlfVKMfldZHTPpsJV1gLj25+7VpbZcPkm09DbwSHQEUD4T0RHF2xtNdVGyH1CoQjfiCxNwzvMpavtw2kIrLrPvIbOsuK23JCv0sT6qNLhzsIRN0xSV1KyAt1ok32EUmJU7FvULJFGzYs38S7j37MphVb6D+6D6dedzw57bPr1Mev3/3G9Cc/pTCvmFEnDWPC5UfHrFbd8NtmHr/8OdYs2UBmbjqX3Hc2h51Z+ypURctAyiDS/67lp6JlIHznWlrzJGJGo7y/9GlytU9wagYbQodx4oAb8blTEu4jHCll85a/kOtYQFQ6KBAn0q39nWhNaKHW/kqL06GXFZUTrAiR0yHbdqQbCUco3FZMRm46Hp/bpoeGIX/jDgq2FdFrSHfbkXfUiLJzSyHprVLxptpbExTvKCFqmLRqV3ctfLKImiZ5FeWku9ykuffu71kWCrKyoIAe2dlkeuyvNb+iHIfQaOWL1+wngmlGyS9bg8+VSbq3te0+0iyx1CVaW/t7xwhSUL6BDF87vK7ke9wnihleCdEN4DoMzeGKazdMk+0V5WS6PaS44tsBCss3EzUj5KZ3s22XMmQ9E9dyEGLfvE+kjIK5HUR6nJ961T5mEcgQaG0abVGRlGZlnCnWKla7ffZw7zQU9dKhCyE8wBzAXbn/u1LKO2vs4wZeBYYABcBZUsr19Yw7juIdJTxw7pMsnb0c4dDIyEnjry9dzeAjdz3ffu/xj3n1rncwDRNTSo6/dBxX/PMCHHrDjSzyN+7g2pG3UJhnTXQJTTD55tO46O+7Ch989p9veP6vrxEJG0jT5IizD+FPz1yGy20t3ti2bjv3nf0Ea35eB0LQrntrbn79OnoOtn9z7is+Wvk7d8+agd+IYErJMd178sBRx1Yts98TpmlywQfvMXfTxqptA9u05X9nTEav1PUv35HP9V98wsaSEpDQNzeXJ447gc4ZiVspLN7wFu3kQ6TrQYSQ/FR6AD27vlCV2KVZhCy+EcLzAQ20LMi4P2Z0PH/FvfTzvUWqMJEVkvklYxjS+2mcerxvyb7CDK+BwpOproYx3ceiZT1V9fu7y3/l3m9nEYpGMaXkxN59+McRR1UV9MgrXkHR9ivplroViWD9jgwiqQ/Rq43l1SKliSx/HCpeqfICkymXIlKuSWqiMgOfQ9ldYPoBE+k+EpFxP0KzvinI6A5kyV8gvAjQwJELGQ8iXMOSFkMiyNAcZMktYJYCUaRrDCLzYYRmrTSWZjGy+K8Qngc4QMuAjPsQ7gasFZsgexyhC+sVTpFSlgshnMB3wHVSyvnV9rkKOEhKeYUQYhJwqpRyt7MndR2hSym5cshNbFi2CaOaSsTtc/Pc4ofp0LMd37zxLY9d/hyhaq6Hbp+LE688lssfPj/hc9WXU7IvoKI4XhVzyxvXccTkQ1jw6U/8/cxHY+P0ujh80hhu/M9VGBGDc7tdRVFecYxJly/dy2trniG9Vd2sDPaWH7du5oL334txM3Q7HIzt0pXnJpySUB/XffYxH61aEbd9ZIeOvDnxLEqCQca+/CJl4V1/C00Icrw+5lx0WUJeLGvz59ImfBlefVecoajGmvLOHHjAlwCYOyda9rRUN4TyInKmI/TuLFr7Ige4HsVXrY+AobO0dCyj+j2b0LUmAzOvL2Cjgkq5Fi3tWuZsWM+Vn3xAIOY10RnfqxePHnM8RjTMjo2jaOUuR9d23TvlESdG1hdkp3asLF7xNJYH+R94Ie0GtJQLknIdMry4slBHdedEF7hGo2U/b3m/7zze+hZS/TURXkTOpwhHh6TEscc4IyuRBafXiNMJzgForaYCYBacAZHlxFoOexA50xB6zwaJszr1KnAhLcorf3VW/qv5KXAy8Erlz+8C40SSv5Os+mktW1Zti0nmYNnafvD05wC8ce97MUkSIOQP89G/v6yyv93X/DzjF9tkDvCfW98ErEIccXEGwsx46zv8ZQF++PRn/GWBOMfFaCRaq4Z9X/Dswh/irGlD0ShzNqxnR0VFQn18snql7fb5WzZjmibv/76ciBn7mppSUhEJM3P9Wttja7Jz579warF9uB0m3VI2salwCTLyGxiriU3mAGFkxWsAZJkvxSRzAK9ucFD6HEKRxCSr9cX0f4ZtMgeosDTkz/w4PyaZA4SiBp+uWklpKMivm98jRQ/GJHMAhzBZseXFan0FiCUAFc/X/yIqkRXPEW/5G4bw91Zpu8hPYG4j7jWRBtI/NWlx7Anpf5n4tQERiCxHGquRkVUQWUG8f3wEWfFyQ4RYJxJSuQghHEKIxUA+8JWUckGNXToAmwCklAZQAsRN2wshpgghFgohFu7YsaNOgeZv3Gmr745GomxZZS3GKdhaZHts1IgSKG8Yj+W1SzfU2layswywrsUOh0OjZEcp+Rt32mrVQ4EweevykxNoAmwqtdctOx0OtleU27bVZHcVg4KGwabSUls/80jUZGtZWULnSHPkxSUwAEM6KPGvh+g2sDW3ikJ0PQBZrlLbvjUhqQg10NqAyM+7abSS45Yy+zh1TWOn308wvAndRofu1aOI6GbLdMu2iAZgJvE6o5uw9TsXTohut14TW1f1CBi1v4eSjrEB27UBwgnRPDC3Wj/HEW3YOBMkoYQupYxKKQcBHYHhQogDa+xi98rEvZpSyuellEOllENzc+tWULb3kO5EbIpLuL0uBh5xYNU+dqRnp5KamfgMf30YeULteuKu/TsB0G90b4RNpQOH7iC3Uyt6D+th++HlTfXQvwHtc4e174hu80XLME26ZSY2SeutRYbpEAKfy8XB7drbPo/XHRoD29jr9WtSbA4gFI3/e7m0KB2yhlo+49KuAo8HXJbP/UZ/J2ws6KkwXGT6GshT3bubx1jCUlkNadcBzeY1EQg6pKWTnTYc0+btWBFxonsqC0E7avGNSebjA+dwbKfopAF6D3AeaO+HjhdcDej57xoB2EwqyxDofUDva/0chxvcI/Z1dHWmTjp0KWUxMAs4rkbTZqATgBBCBzKApA5rWnfOZdzZh+Kuplpx6A5SMlM4/tJxAFz64Lm4fe6YVW5un4vLH72gwWalO/RqR++h8W8YIeDPz00B4IK7z8Ljc8fE5Pa5ufi+s9GdOn1H9KLfqAOqPNkBnG6d1p1zGH1Kw00YXTV0BF6nMyaBeHWdq4eNqFVZUZObxoy13X7lUOtNe3T3HnRMz4h5Vu7RdQa2acvgBItT9O50I37DhWHuitNv6CwuOYKslA4IR1vwnsYu/2+wJrdSET5rojol62aCUZ3qhaIChs5a4zI0rWEm1DVXPxD26hwyHgLguhGj8Op63Gvyl1FjcOs6vdsezuqy7gSMXTGHohqF4TQGdLLmkUT6rcRq4QE8iLTkeQmJ1MsqF1FVSzHCC6mXIbRUhN4VPEcT+5o4QctE7O6DLcmIlHNBpGKZpVWL03cWwpGDcLQG7xk14tQr751zGizORElkUjQXiEgpi4UQXuBL4EEp5cfV9rkaGFBtUvQ0KeWZu+t3b2SLpmny8XNf8f5Tn+IvCzLqxCGcd8cZMfa2q39ex0u3T2X1z2tp2601591xJkOPGbibXpOPaZo8etmzzHjzW4xIlHbd2/C3V66JKU6xYfkmXr79bZbPX0lOh2zOuXVi1UpSgHAowruPfsTn/5mBEYlyxKQxnH3rabY2vPuSDcXFPDp/Lgs2b6KVz8cVQ4dzYqJVaSp5Z9kvPPDdHEpCQVJdLq4bMZqLB+/6JlMWCvHvhQv4cMXvODSNM/sdyKUHD61SbSRCXslKNmz5O119v1JheNnJmQzt/qcqh0wpTasup/9VyxjLfTgi9VrrDVvJ2vy5lBQ8SAfvJgpCWUS8V3BQ593exknHjEah+AKI/FC5xQcZD6B5d42h1hQW8M/v5/LTtq20Tk3l6mEjOLbHLq/ysBFg0er76Oj6Al1EWR8YRf/ud5HuyanaR4Z/RJY/aRWL1nsiUq9DuJJr4SyNjdY5wt+Dlo1IuQw8J1YNZKSMIv2vg/8Nq+yc+2hE2tUIrW5rPuodZzQPWf4UhGaDSIeUCxHeM6rFKZH+/4H/ZZCllffONdZAoRGolw5dCHEQ1oSnA+vj9h0p5T1CiHuAhVLKDyulja8Bg7FG5pOklLud0WrKC4sUCoWiqVIvHbqUcilWoq65/Y5qPweB5NXIqgcLPv2J5258hS2r8shqm8m5t03khClHqyoojcjnq1by4Lxv2VRaQpuUVG4YNYaJfftXteeVl3HXrBnMXL8WTWic0Ks3t489wrZu5d4SMgwe+f473v71FwJGhGHtO3DX4ePo3WrXqHX2+nXc+90s1hYVkeP1cc3wkZwzYGDVvVPg93PPnJl8uWYVEjiqWw/uPPxIcn2VumopkYF3LEmguQMcXRBp/4fw7Fouv6awgDtnzeCHrZtxOxyc0e9AbhpzKJ5aaqLasWDzJu6ZM5MVBTvJ9HiYcvAwLj14qO2z9eaODH6NLHvQmmTVWkPqdWi+iY0dVpOlWa4UrY1FXy3hzlMeIhTYNQHm9rm58O+TOP3PE5J6LkVifLlmFdd/8WmMksWr69wx9kjOOnAAgUiEI1/9Dzv8/ipFjFPT6JqZxWfnXJC0JHXpR9OZu3EDoWpV6VNdLr4890LapqYxb9NGLv1oelycfxoxisuHDMcwTY5+7SW2lJViVD5o14WgTWoa35x/MS6HA7PiFSh/1PI7r8KDyHoG4T6UHRUVHPXaS5SHQ1WKAbfDwfAOHXnllNMTuo4l2/OY/N7bcXGeP3Awf6tlvqK5IoMzkcXXEasR90La/6Gl7L+FNuqlQ29O/PfWt2KSOVg+5K///X9Eo7Vb1ir2HQ/N+y5OlhgwDP45/zsAPlm1grJwOEbeGDFNtpaVMndjcmRh64uLmLtxY0wyBwhHo7yyxJIK/vN7+zif+XEBhmkyY90advorqpI5gCElxcEAX61ZbS0dL3+6RjIHCCLL/gnA678sJhw1YuRfoWiUH7duYVVBQULX8uSCeYRs4nxlyc/4IzW10s0bWf4IsckcIADlT9BYA9GmTotK6JtXbrXdHvJb1YcUDc/mWrTsBX4/4WiU33fusE1EEdNkVWFiSW5PrCksxGkjAw1Ho/yavx2AtUX2oqxINEpxMMjqwkICNovTKiIRK84/KhDZEbU+mJbl58d9qADoQmN1UWLXumLnTjt1Nw4hyCtPTLffbDA22W+XJcQnegW0sITeoae9zM3tdZGS0bDqEIVFxzR7o6Nsrw+npnFATq6tDt2pafTMTo6lbPfs7JiR9a5zOOifa9VwrU1X79QcZHo89MjOxuuMn3JKcTrpmZ0NIsXe6xzA0RmAfrmtba0MDGnSIysxZUevVvZ/k6iUtE1tGEuIBsPR0X67SCdedqmAFpbQL7p3Mm5frD7a7XNz9q0TcSjbz0bhxtGH4qkhP/TqOn8eORohBBN6HUCK0xXzrNypabRLTeOQzl2SEkO3zCxGdeyEu8Y94HI4uGCgNd9/w6hDbOO8cuhwdE3jyK7dyfb6qgzFwBoVp7s9HN29J0I4IPUqYvXKYOm7bwDg3IMG4nY4Ypb9uB0ODm7bPmZydndcN2K0bZznDRiUsGFac0Gk/YX4xO2FVPt6AooWltCHHTuIW9683qoIJCCrTQaXPXgOZ/zlxMYObb/luJ69eOioY6tG6m1SUrhj7JGcPcBaG+B1Opl+1tkc3qUbDiFwag6O69mbt0+flFTVxr+OP4lJ/Q/CqzsRwLD2HXjnjEm0S7NGtYd07sJT4ydUjdRbeX3cOOoQrqhcAOV0OHj3zMkc3b0nTk1D1zTGdevB9LPOrtLLC99FkPZX0CqTs6MzZPwT4T4MgNYpqfzvjMkM79ARTQi8us7p/Q7khRMTX0gzqG07XjzxVHpXfnvJ9Hi4atgI/nZIy5oQBRCecdaCqj9G6loupN3cJBf0NBValMqlOlJK9SnexNjTa/LHvbivX7dE4qhvnPU9RyLsT/f4/nSte6JeOvTminrxmw4y8guy7CkwfkPq3a1VdtU8r3dUlHP1px/xc942hBCM6dSZp8afSGo1ewEZmoUs/zdEt4JzMCLtOoTeY6/iqe3e+Gz1Su6ePYOdfj8+p5Mrhw7nyqG7/DqkDCEr/gOBadbvnpMRqZciqj07l6HvkeXPQHQD0tnfWoHp7FvVbhproPjPYKxEooP7WMh4EE3TK88h+XDl77zw00KKAgEO6dyF60aMor3NXER97vFF27bwxPx5rC4spHerHK4fOZpBCVotNAa1Xas0/ciKFyD4IaCBdyIi5WKESMyaIhGs9QXTrJWi5h8rRa+OWWXcVGixI3RF00CGFyELLyJWleBBZD2JcB9O0DAY/NzTceqPTLeHhZddiaZpmP53oPRedlm+aiA8iFbvJs2P+uOVv/Onzz+J237egIHcfcRR1pu6cDJElrHLFtYNzgMQ2e8ghGYVdCi5qdq1CutaW72OcA7ANPJg5+HEufs5uqLlWr7tj82fy4s/LSJgWMofhxCkud18fs4FtE6xr/hTV77buIEpH78fI9P06Dr/Pek0RnbslJRzNARSRpEFE8FYw67XxAPOQYjsV5I2qDNL7wX/O+y6/3TLcybnU4SWeBGWZLHf6NAVTQ9Zdj/xErMgsvQfgJXA7KR8xaEg/1v+K1IaUPYQsf7dJsggsuyJpMV556xvbLe//ssSSyETng/G78R6fIcsn/Xwd9ZjmLJ7ib1WCQSQZZaxFqX3YGvVGl2PGV5EaSjI84t+rErmYKlXKsJh/vvzovpdYDXumTMjTnMfNAz+MWdm0s7RIIRmVdofV39NgmAshUhy/l4yugP8bxF7/xlgliH9byblHMlEJXTFviXyu/326CakjPB9tdJ0NZm5YZ1V5zGuuACAuQf/8LpRHLTXNUtgfVERRJZaBlJxO/ghssTSoZu1aMkjv1r/G7uJN/g1Kwp22soaI6bJ95tr0WTXESklqwvtNfcrCux9+psqMvKzvfZfhq3XJBkYv4FtvdUQhL5PzjmSiEroin1Lbc55IgXQ6VCLTh2gS0YmiEyQNqNaAEeb+sdXiXM3FrltUlPA0RaEnfbZB1rbSg16LbJBrdL7X9tNvHoP2qakEbb5tiKATukZtR9bB4QQZLrtNdxZtRTvbqoIR3viZaJYCVhL0nyA1rYW33YH6J2Tc44kohK6Yt+Scjnxbzov+C5ECMH/1SK3E8C1w0dZBYW9E7DTI4uUq5IW5uQBB9lu79MqhzS3BzzHYBVCqPFcVujgGY8QOvgmx8cpvJBypfVz2k21nN0FntPolJHBkHYdcNX4cPHoOpcdbPvIdK+47OChcYVHvLrOlCENW5y53ngm2FSiEoAbPEcl5RTC2Rv0XsTrR5wIX3LqryYTldAV+xThOxv+KHYgfIAHfJMQqVcD0CUzi8eOGR+zYMfj0Hn1lNOrVC4i/W7wHI+VUL0g0iDtJkunnCTuPOxIjuoWW5ikR1Y2755hmUAJ4UW0ehP03oDbisXRE5H9BkKzJitF2o3gnWi1C5/1L+XqqoINmns0pN5EbNGHNGg1rcq3/V8nnMShXbricjjw6jrZXi//PHo8A5OoQLl86HDOHzgYj67jczrx6joXDx7CJYNrr7bVFBFaOiL79coKTJWvid4H0eqtpKpcRPYL4Bpp9Y8HtFxrUt/ZO2nnSBZK5aJoEKQMWbUktRyEFm/DYJomS7bn4dYd9Mu1fzQhzXKr7qWjHcK2zmP9KQsFWbYjn26Z2bRJtVeVyOh2QNZa4ECaFdbzdEdb28RimqZVJNmRjabbl4MrDgYoC4Vpn5aGQ9s3465AJEJ+RQVtUlPqZN/bFJHRPEDbp1JCaRaBWQ6ODgjReGPhehW42FeohL7vCUejvP/7cj5auQKf08k5AwYytkvXBo9jW1kZLy/5iSXb8+jTKoeLBw+hc0bd5F4/rXuVbPMZMp0VbPK3JyP3ATq3qluFnQWbN/Ha0sUUBQMc16MXZ/Q/MOmJTBrrkRUvWVI612CE73yEY1f9XClDSP80CH0OIh3hOwfhHpnUGBQtG5XQ90MM0+Tsae+wLD+/Sgbn1Z1cMHBQrXU+9wWrCws47Z03CRlRImYUXdNwORy8cdqZCReBnvfb3xiROR2warNKaalP1on/0KvtoQn18cKiH3l8wTwClXI9j67TLTOL986cnLSkLsMLkYWXAGEgCrgq9fLTEHpnpAwjC86yyr5VyeC8kHolWuoVSYlB0fJROvT9kC/XrGb5jvwYTXPAiPDS4p/YWlbaYHH8fc5MKsJhIqal3jBME38kwm0zvkroeMMIMyxjOkJQVfxbCGvqy1n+14T6KAkGeXT+3KpkDpbuen1xEdN+W16n69kdsuQ2rET9h1IlDLJ8lw498BFEqydzrJ/Ln0GaSa2prthPUQm9hTJj3Rpbn3GHprFg8+YGi+OHLZtt/buX78gnkkDRkdU7ZqPZLPgTAjr4ihKKYdG2rbb67oBh8MWaVQn1sSekWQ5RO029CeF51j6hr20KYADCCWH1bVVRf1RCb6Fke73oNkufNSFI99gtlNg3+Jz2agOXw5HQZF+ap32tbYZMbGl3hscdUxHpDwSQU1kPtN4IG0ljVVvl5KrWCvu3nASRHJ25Yv9GJfQWyln9B6DbjEp1TePQzl0bLI5zDxoY59/tdjiY2Ld/Qva4HbL6UxTyUjMfSwlLSxKbFB3ctj2ZHm9cuvXoOudW2vjWFyFc4BmPJW2LOQv4zrP28U2yaRfWIitX8nTmiv0XldBbKD2yW/HAuGPw6U5SXS5SnC5a+1J4/dQzbB8/7CuuGTaSo7r1wO1wkOZy4XbojOrYmVsPPTzhPoLpr+E3nEgJprSS+bryXIb1fjWh4zUheOWUiXRITyfF6STN5cKj69x8yGEMblf7N4C6ItLvAtcQwGPpy3GBdzwi5WKr3XkgpN9e2Z5qJXKtHSL7ZatAhkJRT5TKpYUTiET4KW8rHl1ncNv2SS0aURe2lJWyuqCArplZdMncO4e6n9e/TjC4jDbZJ9O9dd2lflJKlm7PozQcYnDb9jH2vMlEGusguhn0XrZadWlWQGSxldSdBymrZ0Wd2C/90BUWXqeTMZ2SU8qtNtYWFfLBit/wRyIc3b0nw9p3iEtSHdLSd+vbsjhvG5+vXomuOTjxgD4cUKMkW1EgwM9FfdlU2p4hWiYdW0Xr/E1DCLHbFZdShiH4BTK8GPSuCO9JCK3uz7aF3g30brW3ayngHlPnfhWNh4xuQQY+ALMI4R4LrjGNurioNtQIXVEv3ln2C3fNnoFhmkRNE4/u5JgePXn0mPEJjzz/PmcmU39dStAw0ITA6XBw/YjRVd4iv+Zv5+xp72CYJkHDIMXppF1qGu+deTZp7uRM8EqzGFlwOpg7Kx38PCCciOy3muQSb0XDIYNfI4tvwJKjRixLB+dQRNazlodPA6N06Ip9QnEwwJ2zviFoGBimabl/GxG+WrOabzduSKiPpdvzmPrrUgKGgcTy/w4aBo/Nn1ull7/+i08oD4erPLwrIhE2lpTwzI8LknYtsuwJiG6rZscaBFmGLKnNUEuxPyBlCFnyVyyf+0oZsPRD+EcIftqYodmiErpir/lu4wZ0G9tZvxHh45W1+KDX4PPVqwgZ8fakQgi+WbeW7eXlbCmNXwgVNqN8vCqxcyRE6HNsfdeNlUizJHnnUTQvwouwl6MGrEcwTQyV0BV7ja45sHuqIgBngs+3XQ7NdqJWAC5Nw6FptguTrPMn8/bdXbxKgbLfsjsTuCQ6OiYLldAVe83YLl1tF+x4dJ2Jffsn1MeJvfvYjvIl5xHyMQAAE0RJREFUcHSPnuT4fPTNyY1L+h6HzqT+9h7me8UftrcxOMA1pMoeV7Ef4hyMfeESL8J7ZkNHs0dUQlfsNT6nk38dfxLeSl9tj67jdjiYcvAwDk5Q390juxU3jTkUd6X/t0934nboPHL0cWR7LZvdJ4+bQK4vhRSns3I/J0Pbd+DiJPp3i9QrwXlQpWe7q1Ij3gaR8XDSzqFofgihI7Ke3bVuALf1zzsR3Ic3cnTxKJWLot6UhkJ8s3YNfiPCYV260nEvyqXllZcxc/06dE3jqG49yPLGVjmKRKPM3rCOrWVlDGzTNqkFH/5ASmnVKY0sB0cHcB/aKCoGRdNDmn4IzQBZAq5RiFp87BsCpUNvosjIMqv4sNZ2r5KHKSXzN29iXXERvbJb2eq/GwJNCDRNoAth+zxcSsnCbVtYWVBAt8wsRnbsFLdfG2+QSd1XWiXF3J2oWbbO6XBwVPee+/IyrL+d62Dr315imlGWbZ6OP7SOjNRB9G4zrqoaUUMizVIIzbQKJrsP26eFH/YHhOarLIXYtNljBhFCdAJeBdoCJvC8lPKJGvscDnwArKvcNE1KeU9yQ205SBlBFl8DoflYxkwOa6l49psIvWNCfRQHA0x67x02l5YQNU0cmkaPrGzeOO3MfbYC0o7vNm7gik8+QGB9wJhScvWwEVwzfBQA5eEw503/H6sKCzBNiUMTtEtL5+2JZ1WNws2KN6DsARAaSAHcifz/9u48Oq7yvOP49xnNSDNabCPjfZcNtoGyGAN2SQzeSCHULOEklEOJSTkUyhIDaU5KE9pDk5LmcDgh5BwogbY4gKEYDIawhSUsAbsYr2DZWMabsMGyjWVJo+XO3Kd/3JEtjUaaMUhzRzPP5xwdj+ZeXf/0Snrmznvf+74D7yYQOS9r30dv2Newg+je7zK+uJFAxEXjQvWWUUyseoZwqCJrObTlDfTgLXjzxCgcuhOtuI1A2cKsZTD+yOTUIQbcpqpTgRnADSJyQor93lHVUxMfVsx7oE2LofV9vHmxW0CbwN2L1t+S8THuePN1tn15gKjj0BqPE3UcNu/bxy/ffavPcidrdhyu/8NzRB2HJsehORajNR7n/lX/x9rP9wDwqz+/TXVdHVHHoSUeo8lx2HHwS3725mtA4jb5hv8AWhNTy0aBFqj/kbfkVz9SW3sjwyIHKQs5RIJxSoMxJpTXsrrmn7OWQd1D6MFFeL9b0USbtkLDPajzSdZyGH+kLeiqukdVVyceNwDVwKi+DpbXmp/Eu1GhIxecajS+L+2Xu6q8snULjut2er7NjbN8cy+OzU7j7Z3bkRRjdFvjcZZu/BiA5zZX0+Z2nvfccV1e/bQGVxVtfh7vnCGJCLS81hex+0SL08DUgVsIBTpfkwoXxTm+9O3sBWl9g9R/1g7asjx7OYwvjqpzT0TGA6cBqW7Rmyki60TkJRFJOWZNRK4VkVUisqquru6ow+YNTXEDC+CNvu5uW4cvVyXezcXs5CLfl5x4HE0xStxVpTXufR+xbvK0d88cWa4tyeFt/UPcjSPdjJgPSvqFPHqNtkHKHC5oa/ZyGF9kXNBFpBx4Glikqsm37q0GxqnqKcB9wLOpjqGqD6rqdFWdPmTIkFS7FIbIBXSdFxsoGu5dIE2jKBBgxqiuFxYDIswe3/2kUL3t7DHjUhbs0mCIbx83BYDZE6ooSpHzzJGjCQYCSMl8IJzi6JqTw8K6U1YyiE8bR5DcHE48wObGU7MXpGQW3qWuZGEk3L+uSZijl1FBF5EQXjF/TFWfSd6uqodUtTHx+EUgJCLHJu9nPFJ2HRSNSYx5BigBKUMG3p3xKJVfzJnPwJIwkcTiEZFgiMGRUn42a3Yfpe7qmEiEO86ZQzgYJChe50tpMMScqirOGTcegJ9+81wGl5ZSmliIORIMMqCkhF/MnQ+AFJ/ijemVCN47lAAQhvKbkKL+1bMXrrybxlgJzTHvZ9LkhNjfVsaksXdlLYMUDYeKW/FeJIvw2jTijdAI2SIa+S7tOHTxKswjwAFVXdTNPsOBL1RVReRMYCneGXu3By/0cehHpmpdBUWjkcilSNHgozrGodZWntu0kU3793HSkKEsmDyVsiyOcGm39cB+lm2qpslpY37VJGaOHtPphSnqOCzfXM2GvV8wefCxXDzlBAZ0mCWxffy3trwMBJHIhUgo1XX33Fcf3cvG2v9EYtsJFJ/MyeN+kNURLu3U2ez1mWubd2Yemm7zrueJnsahZ1LQvwG8A2zgyHu524GxAKr6gIjcCFyPd3WrGbhVVd/r6biFXtABDjRH2VhXx8iKCqqOqfQ7zlcWc12WVX9MQ1sbl049gUHhSPovMsZ8JV+roPeVQi7oqspd777F4vVrKSkqwnFdThwylIf++hIGhlP1J+eul2o+4aaXXug0p8tVJ5/Kv54718dUxuQvmw89xzyzaSOPbVhHWzxOQ2Ke7/VffM4tr+Te/Mo9iba1ceOLz3eZoGvx+rW8uW2rT6mMKVxW0H3w8OpVNCfNAe64Lu/t2snBlmafUh29h9Z82O3Utves6LHHzRjTB6yg++Bga/JNRZ5AQGhs6z9jr+uiTd1uq29J/T0aY/qOFXQfnDNuAsEUIw4qiosZ2cNCyrnm0indj0SZWzUxi0mMMWAF3Rc/PGsmA8NhShKr+gRECAeD/Puc81LOVpirThsxklOHdb0RqjQU4h9nfsOHRMYUNhvl4pP90SiPrFvD+7U7GTtwENecdjpTh/S/KU5d1+W+D1bw6Pp1tMVjzB5fxb/NnktFSf8arWNMf2HDFlP48ouDABwzbJBvGTKxPxolri5Dy3J7GbQvm5tpjccYVlZe8DewNDsOB5qbGVJWRnGGa6sakylb4KKDHdW13HXFvezcVAvA2CmjuX3JIsZOya3bzHfV13Pzyy9QXVcHAmMGDOTX37qAE4cO8ztaJ180NrLolT+wes9uAiIMKy/n7vnnM31kbrVnNsRcl7vefYslG9YjAgEJ8MOzZnLNNLvl3mRHQZ2hNze1cOX462k40Ej7ty0CFZXlPLbjAcKlyYsE+8OJx5n1P7+jLhrtNMa7vLiYt75/TZfl2fziqjLv9//Frvr6TrM/loZC/PHKqxlRkf1b3v30y3ffZvH6NbR0GJIaCQb5+ex5XJLhotnGpGM3FiW8s3QFba0xOr6GqYLTGuOdp1f4FyzJn7Zvo7HN6XLDTizu8uzmjT6l6uqDz2qpa2rqMpVvLO6y5KP1PqXyR8x1eXT92k7FHKA5FuO3H6SabdqY3ldQBX3vzn20NHUdH90SbWXvzvQLS2TL7sZDxNyuc2i3xGPU1ifPXOyf3Q0NKW8sanPj7Kg/mPU8foo6bV0W8mi3t6n78frG9KaCKuiTz5hIpKzr6ItwaQmTz+jbBYiPxslDhxOQrj+a0lCIaSNG+pAotZOHDSPudi3pkWCIs0ZltjZqvqgoLqGym66wk4b2v9FLpn8qqIJ++nmnMHbqKIrDocPPFYdDjDthNNPm/YWPyTo7dfgIpo0YQTh45Jp1caCIURUDmD8xd154JlYOZm5V1eE52QFCgQCVkQgX93DTUT4SEX76zdmdfmaC14f+k7Nn+RfMFJSCuigK3oXRJ3/1HK8tfgsE5l91Dt/78cU5c0G0XWssxkNrVvHUxx8Rc10uPH4KN5xxFhUluZUz5ro8sm41j29YT3PM4VsTj+OmM2dQGSlN/8V56J2d2/nNyvfZVV/PCUOGcuvMszkpx0Ymmf7NxqEbY0yesHHopuC1Ok2s3vIjTqx4m3BRjE8axlE++OeMP/bMjI+xPxrlzrff5JWtWwCYN2Ei/3LuHIaUlvVVbGOOSkH1oZvCtbHmCk4Z8CfKQw7BgDJlwHYqm3/A3kOZzdsec10ue2oJL9V8Qls8Tls8zqtbt3Dpk4/TFk89usWYbLOCbvJe7YH1TK74hHDwSOENCIQCcWo+uzejY7yxbSv7ok3EXPfwczFVDrY088etNb2e2Zivwgq6yXv7GjbgaNc5VUqK4pTLloyOUXPgAM1OrMvzTY7DlgP7v3ZGY3qDFXST9wZXnERIunaLtMYDNOpxGR1jYmUlkVDXS05loRCTKvvvAt8mv1hBN3lvTOUpfNIwiZbYkbN0V8Fxi5g48uaMjjFnfBWVkVKCgSN/MkUiDCgJM78qd+4NMIXNCropCFMnPcG6Q7OIxoK4CpsPjWNf+GGGDcysGIeKinj6u1dwXtUkQoEAwUCAeVUTWfa9KygJ2mAxkxtsHLopOK7rEgh89XOZ9r+ZQp/33fjDxqEb08HXKeZghdzkLutyMcaYPGEF3Rhj8oQVdGOMyRNW0I0xJk9YQTfGmDxhBd0YY/KEFXRjjMkTNg49R6kqr2/byhMfbcBx41wy5QQuPH5Kp1vPjTGmo7QFXUTGAIuB4YALPKiq9ybtI8C9wAVAFFioqqt7P27huOPN11m2aSPRmAPAqt27eW7zJh5ecAkBu7HFGJNCJqd7MeA2VZ0KzABuEJHkFYDPB45LfFwL3N+rKQtMzYH9PL3p48PFHKA55vDB7lr+vHOHj8mMMbksbUFX1T3tZ9uq2gBUA6OSdrsIWKyeFcAgERnR62kLxHu7dpJqjp2o4/DWjm0+JDLG9AdH1SErIuOB04CVSZtGAbs6fF5L16KPiFwrIqtEZFVdXd3RJS0gA8PhlH3loUCAY8IRHxIZY/qDjAu6iJQDTwOLVPVQ8uYUX9LlFFNVH1TV6ao6fciQIUeXtIDMmzAx5QRQRYEAF09N7u0yxhhPRgVdREJ4xfwxVX0mxS61wJgOn48Gdn/9eIWprLiYRy76DpWRCOXFxd5HqJj7/upCRlUM8DueMSZHZTLKRYCHgWpVvaeb3ZYDN4rIE8BZQL2q7um9mIXntBEjWfF317Hm8904cZfTR4y0hRSMMT3KpEKcDfwtsEFE1iaeux0YC6CqDwAv4g1ZrMEbtnh170ctPMFAgDNGjvY7hjGmn0hb0FX1XVL3kXfcR4EbeiuUMcaYo2e3HRpjTJ6wgm6MMXnCCroxxuQJK+jGGJMnrKAbY0yekFRzhmTlPxapA/yeaepYYJ/PGTJhOXuX5exdlrN3pcs5TlVT3mrvW0HPBSKySlWn+50jHcvZuyxn77Kcvevr5LQuF2OMyRNW0I0xJk8UekF/0O8AGbKcvcty9i7L2bu+cs6C7kM3xph8Uuhn6MYYkzesoBtjTJ4oiIIuIkUiskZEXkixbaGI1InI2sTHNX5kTGTZLiIbEjlWpdguIvIbEakRkfUiMi1Hc54rIvUd2vQOn3IOEpGlIrJJRKpFZGbS9lxpz3Q5fW9PEZnc4f9fKyKHRGRR0j6+t2eGOX1vz0SOW0TkYxH5SESWiEg4aXuJiDyZaM+ViSVAe6aqef8B3Ao8DryQYttC4Ld+Z0xk2Q4c28P2C4CX8KYzngGszNGc56Zqax9yPgJck3hcDAzK0fZMlzMn2rNDniLgc7wbXHKuPTPI6Xt74q25vA2IJD7/X2Bh0j7/ADyQeHw58GS64+b9GbqIjAa+DTzkd5ZecBGwWD0rgEEiMsLvULlIRAYAs/BW20JV21T1YNJuvrdnhjlzzVxgq6om3+nte3sm6S5nrggCEREJAqV0XbbzIrwXe4ClwFxJtdhwB3lf0IFfAz8G3B72+U7iLeJSERnTw359TYFXReRDEbk2xfZRwK4On9cmnsu2dDkBZorIOhF5SUROzGa4hCqgDvjvRHfbQyJSlrRPLrRnJjnB//bs6HJgSYrnc6E9O+ouJ/jcnqr6GXA3sBPYg7ds56tJux1uT1WNAfXA4J6Om9cFXUQuBPaq6oc97PY8MF5VTwZe48groh/OVtVpwPnADSIyK2l7qldnP8adpsu5Gu9t7inAfcCz2Q6Id/YzDbhfVU8DmoCfJO2TC+2ZSc5caE8ARKQYWAA8lWpziud8GRedJqfv7Skix+CdgU8ARgJlInJl8m4pvrTH9szrgo63HuoCEdkOPAHMEZFHO+6gqvtVtTXx6e+A07MbsVOW3Yl/9wLLgDOTdqkFOr6DGE3Xt2l9Ll1OVT2kqo2Jxy8CIRE5Nssxa4FaVV2Z+HwpXuFM3sfv9kybM0fas935wGpV/SLFtlxoz3bd5syR9pwHbFPVOlV1gGeAv0za53B7JrplBgIHejpoXhd0Vf0nVR2tquPx3n69oaqdXgWT+vgWANVZjNgxR5mIVLQ/Bs4DPkrabTlwVWI0wQy8t2l7ci2niAxv7+sTkTPxfs/2ZzOnqn4O7BKRyYmn5gIbk3bzvT0zyZkL7dnB39B9N4bv7dlBtzlzpD13AjNEpDSRZS5da89y4PuJx5fh1a8ez9DTLhKdj0TkTmCVqi4HbhaRBUAM79VvoU+xhgHLEr9nQeBxVX1ZRK4DUNUHgBfxRhLUAFHg6hzNeRlwvYjEgGbg8nS/iH3kJuCxxNvvT4Grc7A9M8mZE+0pIqXAfODvOzyXc+2ZQU7f21NVV4rIUrzunxiwBngwqTY9DPxeRGrwatPl6Y5rt/4bY0yeyOsuF2OMKSRW0I0xJk9YQTfGmDxhBd0YY/KEFXRjjMkTVtCNMSZPWEE3xpg88f/TZTIi605z/wAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(iris.data[:, 0], iris.data[:, 1], c=iris.target)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.collections.PathCollection at 0x1a23bce898>" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(iris.data[:, 2], iris.data[:, 3], c=iris.target)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# we only take the first two features. We could avoid this ugly\n", "# slicing by using a two-dim dataset\n", "X = iris.data[:, :2]\n", "y = iris.target\n", "\n", "#Create color maps\n", "cmap_light = ListedColormap(['orange', 'cyan', 'cornflowerblue'])\n", "cmap_bold = ListedColormap(['darkorange', 'c', 'darkblue'])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "n_neighbors = 15\n", "weights = 'uniform'" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def plot_boundaries(X, estimator, h=0.02, ax=None, cmap=None):\n", " # Plot the decision boundary. For that, we will assign a color to each\n", " # point in the mesh [x_min, x_max]x[y_min, y_max].\n", " x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n", " y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n", " xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))\n", " Z = estimator.predict(np.c_[xx.ravel(), yy.ravel()])\n", "\n", " # Put the result into a color plot\n", " Z = Z.reshape(xx.shape)\n", " if ax is None:\n", " fig, ax = plt.subplots()\n", " \n", " if cmap is None:\n", " color_names = np.array(list(matplotlib.colors.CSS4_COLORS.keys()))\n", " keep = np.random.randint(0, len(color_names), size=len(k_neighb.classes_))\n", " cmap = ListedColormap(color_names[keep])\n", " ax.pcolormesh(xx, yy, Z, cmap=cmap)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for n_neighbors in [1, 5, 10, 15]:\n", " for weights in ['uniform', 'distance']:\n", " k_neighb = neighbors.KNeighborsClassifier(n_neighbors, weights=weights)\n", " k_neighb.fit(X, y)\n", " fig, ax = plt.subplots()\n", " plot_boundaries(X, k_neighb, ax=ax)\n", " ax.scatter(X[:, 0], X[:, 1], c=y, cmap=cmap_bold, edgecolor='k')\n", " ax.set_title(\"3-Class classification (k = %i, weights = '%s')\"\n", " % (n_neighbors, weights))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "from sklearn import svm" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "def cross_validate(X, y, estimator, n_folds=10):\n", " indices = np.random.permutation(len(X))\n", "\n", " folds = np.split(indices, n_folds)\n", " scores = np.zeros(n_folds)\n", "\n", " for f, fold in enumerate(folds):\n", " test_indices = fold\n", " train_indices = np.delete(folds, f)\n", " X_train = X[train_indices]\n", " X_test = X[test_indices]\n", " y_train = y[train_indices]\n", " y_test = y[test_indices]\n", " estimator.fit(X_train, y_train)\n", " prediction = estimator.predict(X_test)\n", " scores[f] = np.sum(prediction == y_test) / len(y_test)\n", " \n", " return scores" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "svc = svm.SVC(kernel='linear')\n", "k_neighb = neighbors.KNeighborsClassifier(15, weights='uniform')\n", "log = linear_model.LogisticRegression(C=1e5)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "svc_scores = cross_validate(X, y, svc)\n", "knn_scores = cross_validate(X, y, k_neighb)\n", "log_scores = cross_validate(X, y, log)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "results = [svc_scores, knn_scores, log_scores]\n", "labels = [\"SVM\", \"kNN\", \"log\"]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Text(0, 0, 'SVM'), Text(0, 0, 'kNN'), Text(0, 0, 'log')]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.boxplot(results)\n", "ax.set_xticklabels(labels)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.10" } }, "nbformat": 4, "nbformat_minor": 4 }