diff --git a/doc/pub/week38/ipynb/week38.ipynb b/doc/pub/week38/ipynb/week38.ipynb index a45db93d6..2efd84ceb 100644 --- a/doc/pub/week38/ipynb/week38.ipynb +++ b/doc/pub/week38/ipynb/week38.ipynb @@ -200,10 +200,45 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "%matplotlib inline\n", "\n", @@ -625,10 +660,21 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [], + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD4CAYAAADvsV2wAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOy9aZB0aXXn93vumvtW+7tvTTeIXhDQTYMEzciINYRmkS1pwjOeCBtrxgp7tg+yHJ4J+4NjHCGHQ7ZmJGEFHivC1hJCo0ESSDMwAo1AQAOi6W6g6eXdqt7aq7Jyz7s8jz/czKxcbmZlVWWt7/1FNLxVeevem9v/nnuec/5HKKWIiIiIiDj/aCd9AhERERERx0Mk+BEREREPCZHgR0RERDwkRIIfERER8ZAQCX5ERETEQ4Jx0icwipxhqXkzcdKnEREREXFmeKWxs6GUmgl77FQL/ryZ4FO3fuSkTyMiIiLizPCel/747rDHopRORERExENCJPgRERERDwmR4EdEREQ8JESCHxEREfGQEAl+RERExENCJPgRERERDwmR4EdEREQ8JESCHxEREfGQEAl+RERExENCJPgRERERDwmR4EdEREQ8JESCHxEREfGQEAl+RERExENCJPgRERERDwmR4EdEREQ8JESCHxEREfGQEAl+RERExENCJPgRERERDwkTEXwhxKeEEGtCiJeGPP6cEGJHCPHt1n//bBLHjYiIiIgYn0nNtP3XwK8Avzlim/+olPrYhI4XEREREbFPJhLhK6X+HNiaxL4iIiIiIo6G48zhPyuEeEEI8TkhxA8N20gI8QkhxDeEEN8o+s4xnl5ERETE+ea4BP9bwFWl1JPA/wn8wbANlVKfVEq9Qyn1jpxuHdPpRURERJx/jkXwlVIlpVSl9e/PAqYQYvo4jh0REREREXAsgi+EmBdCiNa/n24dd/M4jh0RERERETCRKh0hxG8BzwHTQohF4J8DJoBS6teAvwX8fSGEB9SBn1ZKqUkcOyIiIiJiPCYi+Eqpn9nj8V8hKNuMiIiIiDghok7biCNFSoXrSKSMbugiIk6aSTVeRUT0oJRifdWluOUHvxAwNW1QmDZoLedEREQcM5HgRxwJG2sexS2fzkqNgs11D12HXME8tvPwfUWp6OE4ilhcI53R0bToghPxcBIJfsTEUUqxveXRvyyvFGxu+Mcm+M2m5N4bTZQKji2Ez+aax5UbNoYRiX7Ew0eUw4+YOEqBkuGPea6iVvVx3aPP6a8sOUhJ58KjFLiuYmPVPfJjR0ScRqIIP2LiCAGGKfCGiPrSPQelIJXWmL9ooWkCpRSepxBCTCT6lr6iUQ8/frnsM3/oI0REnD0iwY+YOEIIZucMlpfcgbQOgGxF/5WyZGPNJZ3RWV508bxgYzsmuHDJwrQOcQM64poRJXMiHlailE7EkZDOGly6ahFPaOhDwgqloLjlc/+ug+uqTq69UVfcu+NwmN48TRMkkoMfbyEgk9MPvN+IiLNMJPgRR0YiqXPlus2tR+NDtxmW75e+olYdshAwJgsXLQxTILRA6IUI7h6mZ4+vSigi4jQRpXQijoV4QqNeGxRwTQfpD26vFEPXAMbFMAU3HrGpViSuo7BjgnhCi/oAIh5aogg/4liYnTcRfZ82ISCf1xmmv7H44T+eQghSaZ38lEEiqUdiH/FQE0X4EcdCLK5x7abN1oZHsyGxYxqFKQPDFJRKMijTbAX0QkAypWHHongkImKSRIIfcWxYlsb8hcGhNldv2Gyuu5RLEiEglw8i8uPEdSXlnaAzOJnWiUUXm4hzSCT4pwQpFeWSj9OU2LZG6pgtAGpVn/VVF6epMK1gYTOVPp5qFl0XzM5bzJ5QcfxO0WP1gRvcYLQsIHIFndn5o5u4Vq9LGjWJYQpSKQ0R2T1EHAOR4J8CXFdx740Gvr9rAaCvuly9EcMwj14IqhW/0wwF0GwoHtx3mL9oksme74+I76lA7LvWh9vloumMTzwx2YueUoqle06nAqldPXTluo1lR3cVEUdL9Ak7Baw+cPC8XgsAz4PVleMZ4r6+OtggpRSsr5x/C4JKJaREiOD5l4rhjx2G7U2PWlV2eg6kBN+HB4vH815HPNxEgn/CKKWoVsLrzavlw9Whj4vTDC9/9DxQ59zHXnT+Z9iDk2Vn2w/tPnaa6lj8hSIebs73/fpZQdCpUDkJdCPc90bTmIjoKaWoVSSNhkQ3gpy95zLRunilFPWa7ETlmZw+1r6TaR0ehN/J2DENz1U9abVa1Wdz3cNzFfGkxtS0sS8LiFHNw0FncZTLjzg6IsE/YYQQpNM65dJg+iCVOZ5F0+kZg9Xl3rSOEExkWImUinu3mziO6u2obXe+2oLL1+xDL1Cvrbg90XNpxyeb05kLqQrqRtcF8xdMVlqi3/0arK+4rCmXZEpj4ZJFueT35Psdx6e843P1po01puinszrbm4PW0YYhMI9hvSbi4SZK6ZwCZhdMTEt0GpOEBqYlmJs/HguAbN5gZs5Aa1kQaBoUZoLpVIdlcz2o/BmwT2hZKjQbio21w60VNBtyIFWiFOwUfRr1vdNimZzBjUdizMyZpNKi0wjWtlauViSrDxzWlgfXOqSEzTVv7HOdmjawut9rEbzfC5esqCks4siJIvxTgGEIrt8KLACcpsSyNZKp47UAyE+Z5AoGvg+6zsSOXSqG56zbtBdHD1OSWamEHyMQa39ox670FZ6vMAyBYQryU8bQwS3lkhz6PPbj+aPpgqs3bSplSa3qY5qCTM6IBrJEHAuR4J8S2hYAHFPt+7BzME7gE3EIU0wANBFE5f37CaLnQSFVSnVSQMGGu/N2fS/8ZEado7HPGzEhBOmMTvqYUnYREW2ilM45xmlK1lcdVpcdalX/UHbDByWTHe6V0+awaxXp7PC/DxPV9dXdfH/brXNz3aNU9Iknwr8ShgHJrnRPm2CtI3LfjDgbRIJ/Tiluudx5vcnWhk9xy2fxrtMaSHK8oj81Y2LZYmTxSb5wuNsKwxDMXzQ76w/ttYj5i+bAQqhSqne4euf3sLnhMRNi8gZBiWoubxBP9O6vMBNF6hFnh4kIvhDiU0KINSHES0MeF0KI/0MI8ZoQ4jtCiB+exHEjwvE9xdqKN7CIWSn71IbU/I9CSsXOtsfyksPmursv22JNF1y9YROLDVF8Aa5z+ItQJmtw8002qYwWiL4e5Na9vhRN94zbfnxPYdsa2SEDUlaWXBoN1YnyhYDS9uAxIiJOK5OK8P818KERj38YeKT13yeAX53QcSNCqFb90IhaSSiFlH+OwvcVd15vsrrsUioGNehvvNYI9bYfhhBi6MKpEAydiLVf1lY9yjsSzwPfC5qc7rzewPd3BVnTGLpO0TZMG3ZR9P3Au/+gQ9FdV+E48kRSaxERMCHBV0r9ObA1YpOPA7+pAr4K5IQQC5M4dsQgoyps9lt8s7nmdsYPwm7Oe3lpfyMIc3kj9Ni6ztC8+X5wnV23y26kDzvbu2WTQoggbROSi59plcHu9zUK66HoxnEkd15vcPvVBndea/LGq03qtcnbNkRE7MVx5fAvAve7fl5s/W4AIcQnhBDfEEJ8o+hH/iIHIZkaHk1nc/sLp8slGdoF7LkKf/zyc+yYxvxFsyfHbllB09UkSkC7Uy3dKDVYNpnJGly8EszbNQxBMqVx5YbduQvJjhjKEsqIbZVS3L/dpNnYndnruYp7tx02Vg83tzciYr8cVxFe2Fci9JOulPok8EmAx+K56NtwADRNcPGyxdI9p8e2oTBt7DuaDlvAhJaQ1nwSSX3sGvJM1iCd1mk0FJoeCP6k6v1NUwzNzZvW4DGSKZ1kKjxXnysY1Gpy18uotRhsWYJ6rfcgQkB2RJVQtSKRQ7Jfmxs+TUdx8bI99O8jIibJcQn+InC56+dLwINjOvZDSTKlc/PRGNWyj5RB1L8fz5c2ubzOxtpgMxLQshlwyeb1YIThGOItNDFQ6TIJ7JjAsgTN5qAgh1UB+Z5ia9OlWpbohqAwZQS+OgRpn4uXbRqNlme9IUimNTwP7t1u4vtB57BoXQRGDUX3utJhYVTLkmZrBkJExFFzXIL/GeDnhRC/DTwD7Cillo/p2A8tuh50cY6L5ylcJxiA0o7a81NBtNteyOwWr3bkurPtY9uCXMEMBA6O3RdGKTD6BF/XA8uCfp9531OtxdzW82kq6jWHqVmDqa6a+lhM65l8ZZoEQ9HLEsdV2LYgkRzdEb3nXF4BjXok+BHHw0QEXwjxW8BzwLQQYhH454AJoJT6NeCzwEeA14Aa8PcmcdyHDceR+F4QzU5yGpZSqlOF0+5YTaV1Fi6aCE1w6UoQ7darPmsrg4l7pWBtxWNzw8Nzg6jaNAULl61jGxX44L4zkKv3fUJfp61Nb1fsWygVeOLk8waaPmrRW+yrUSwWD2wyKiOsriPTtIjjYiKCr5T6mT0eV8B/M4ljPYx4nmLpXrDw1xbkmTmDTM5gZzsYqGHZgnxhf1a9bbY2vI7nTVsEK2Wf9TU6Y/5iMQ1DF6yvhqd3gsXI3X87TrBYeeNNMfQRAjoJPFd1hor0s7XhcvFKb468NsJ757VXGggNsjmd6Vkz9IKhVHA831PEE3unyi5ctthc99hcH7xYGoaYSJVSRMQ4RF46Z4Cle00a9UCh2kK1vup1cuuBSVgwlu/SVYtEMjwCbTYlxa3Ayz2Z1slkg7m5YXa97TF/M3Oqk7IIvOyDrtNxUArKOz65Q3bS7oXr7l4I+3FCmroMU0BjuGeO8oPn3qwrLl/vvVg4Tcm9O82O+6dS7LmGIUSQ50+mNJaXdhvXYnGNCy2XTNeVFLd8XEcRTwiyudF3GhERYTz1YQ9C218DIsE/5TiOpBkiTt3RePfvVh64XL81mFcu73gta4Xg52pFsr3pcfW6PbSKZNCMTDB3weLBfSdUXMP+3nEkxW2P0nbQDJbN6y1/ncmJmWUPr9AJi57zUwbVyujnoFRr0HhddvLwSikW7zkD5ag720G10l4WC/GEzvVbGr7XbjgLXoN6zef+HaczRL1SDtJOV2/EIhfNiJG8+8V/wrc2bgPwj3+pbTn7p0O3jwT/lNMWh3HLtT1X4fu93aRKKVZCBnW7jmJ7yyMW10I7Zy17sGwylda5csNm+X4TZ482CaEFF5Zu75pGXVIp+QNplsOg6y1r4747FU0LXDD7SSR1ZucN1lY9BAy94CGCu6K24DtNFWoroVQwq3YcTx0hRI+7plKK5cXB98Zzg6a3vQa4RDw8PPXh3UjjI9p/G/zjF+rA+N7ikeCfcuzY8Og1DAX0p53D7hCg7fPuM3/B6klTQHCRmVsILzeMxTQuXrG583pz+LmJ4KLTPy+3PVCkXpfE96pg2QfTswamBdsbPr6vSCQ1pmfNofn1XMHsrIGELUQHJ0vPJCsph198DzL7t1rx2Wh1ModRKfvM7XuvEeeN2J/9DQA+8kuHGBrRIhL8U46mCWbmDda7zdBEIOphkWkyqQ3kfjVt+B2CpgU+N9du2GxteDTqEisWzGq1R1TYWLYWjAZcdju9XYJ2F60gndVRSrK9OXiSSkG96k9U8IUQ5PImufx4VsVSKppNycaIaVWWLYjFd1/LYQZwQoy2aA5je9MdugC+u1/BTtFDSUimNUwzWtw977Sj+E4ED/BLk9t/JPjHTLXss7Hu4joKO6YxM2fuWaudL5hYlsb2pofnKZIpjXzBYG3Fo1L2O920li2Yv9ibAlBK4Tjhi5rtpiQpg0Hd/X+7F5mcQSqj06jLlkFabwpoe9NDiMHqGSE48sqdUWyuu52KmaEXQp0B2wehBa/R8uJu/l+I4HUfd2Fa+orNDZetjdFeOkIEi9Gr7QHrKzA1YzA1E3nvnzfaETxMJoofRST4x8hO0esZgl2rSu7dbnL5mr1naV6YFcCFy1awqFsPmqXsWK/gSqlYvNOk0T9TtmVPn8pobG+5PFgMTiiR0li4YAVVLGOiaWJoVVA6q7Me4iQpRPhgkuOgtBOUR+6VJrNtLfSilM7o2DdtittBz0EyrZHO6GP1RSipuHu7OZYddLdZXZvNdY9kSt+7mSvi1HLUEfxeRIJ/TCilWF8dHIKtVDCB6cr1gy1iWpaGNSQwL255NBrhrf1ByWRvuqVWkdy93eTGI5MxNDMMwaWru1U9iiDlc/GyfWIlh+OIPQw3oIMgndXuT9gP5VJQdnlQv7RgMLtHLB4t5J4ljjOC34tI8I8JKRnqLtlshJeJeJ5ie7PVWGUFlSj7ie6GDhAfITjSV1QrMpivOwESycDTp9FQCBi4Czluhs2s7adS9ieePhnWHLYfInPN0007go//1A/z/k//SPDLY4zg9yIS/GOibQkc9oUNq7V2XcXd1xv4ElDQqAcR4oXL1vhifABdlbJVWZPe/98OPQ0hiMdPTuS7iSc1KqW9h7e0G90miWGKHvfS/XKSqbCI0cT+7G/w//wgxi9+Jhf84tMnez7DiAT/mBBCkC/obPfNUxUCpmYH34bNNRe/b10vaKxyuPmm2FhRcjav91b3jHOeWqsUtP3z+H96qpBSIWXQGdz9Ws3MmtQqzeG19y20I0iTZ/MGWxvegfS+LfaJZJS/P0lCI3g4VVH8KCLBP0am50wUQds+BF/i6RmDTHbwbahWwqs4pB80V4V5vPeTyxtUK4HTpVJ7N3AJAYat85Ub7+FO6jIKuFp9wI9sfJOk3xjnKZ44UgZGcOWd4PXTdJidNzuvsWVrXL1ps7nuUa9JlFR4Pj1RtxCBLfSkMc3Wmsaig2y9vaYlyOZ1NkJKNIUG+YKOlIHYxxOjnTlPmppu87XCE9xJXkJTkkfLt3nH9ssY6uxP9zorEfxeRIJ/jAghmJ23mJ7d7YYd9gXWdAFD8s3jLngKEThd1uuSelWi6bC+4oZGt5oO6azBF9/+MUqxNKo1+eRu8gLrsQI/c/eP0dn/APTjZvGu09M17HvB8HHDFCQSgYhblsZCqwRVScXykkul3OsUOsrj/jAkkjo33xTrlMpaloZSikZNUinvXpgBLl0Z7ot02nCFzu9f/AA1I4YSwTm/lH2E1dgUP/Hgz079naIrdHQl0VA89WHvzEbwexEJ/gmgaWLPlEF+SmdteTDqSyTDywVHEY9rnSanRFJjZcntiGJ3KebtxEVqdrLzhQVQQsPRTG6nLnGrcm9fxz1uyiU/1CIisD52sS9rncawNkITXLhs4boSp6mwbO3I7YqFENi26Pl54ZJFo66oVX00XZDJ6B2vnbPA66krNHWr57PjawYbdp41u8Bcc9TI65PjQWyGP595B6VYGk2HYjLGFkn49Nl57fdDJPinlGzOwGkqilu7kWcsHgjDXnieol6TaBoDAzosS+PKdRvZsgLorh8vWmk8MRhRuprJtjnBVdwjYnNtsOa/Ta2qeO37DQxTMDtvkM70fvRNU8OcUFDfaEg2Vl0aDYlptp0yR0fqQgSTwM6qVfKaXcDTBl9AhWDTyp0qwW9H8D/+/76L+bs7aAqQ4EtI7jTRfMnGxcxJn+aREAn+KcJ1FdWyj9CCtMLsvEVhWtFsCUf/5KYwNjdcNte84CJBYMFw6ao9UM4Z1iiUd0oYysftG2RrSpe8UzrUc5sk0ldsrLuUWnn6TFZnesYc6knTjecGZmX6td0UzyRp1INmuvadme8plu45zF0w9z1Afi+kVGysuuzs+B37hdl580QsGHJuCV16+Frvc9RQZLzqsZ9Pm+XYNF8vPM5qfhYtBw+MNA3Ngk/D1FYZ0feR0RTEKy66K/HPoZVFJPinhLZQt1nFZeGSSTpjYOwRHbap13w2uzzyAXxg8W6Tm4/uXdlzpbZMwmtQNjVkK9IXSmL7Ta5Xlw70vCaNUop7d5o4zd0GpuKWT60qMUwxYNYWvo9gulXi2uQFf1Rz3aRtoRfvOtTrsrPgXClJ6tUm1x85+qEz/bypfJdv5t+K3x72Cwjlk/DqXKyvHuu5tCtp/unb/nPKvyuDCL4B/grMiDIbCynqGRuz6YevLQiB4fqR4EccDY2G7Ah1N8uLLolH9bG/vMWt4ZOcalW5Z1pBQ/Hxpc/zlem3cTsZzJy/Vl3k3Zt/dWoWbKsVidPXrdqesJUvGGw7va9j29Stn3HsDQ5Cox7+OkmfAdvqwx6n0SX2nePIoBu3MHW8njsx6fDxpS/wpdmnWbfzCOBSbYX3rT9/LAu2z37qCf6h+1ZeaFfRAPN/UMQOieDzazXqGRsnbmCFib5SuNbZWCzfL5HgnwJKxSG18iLo+Bw3FeCPsOjdq+68TVw6/Nja14CvjfcHx0C3aDfqstcXqL2NDGrn5xZM1lddfAlS00FKRMiLGzuiRrBRdxn6BAPGZjP8DVXqaJrGxqHglvjrS5/HFToChRH2Rk2AdgT/3//k39kV+JAyScsJLwc1PAlKUSrESZaaIHc/X1JAJWsjjfMX3UMk+CeC7ykqlXbeVR9aG69kUFK4+sAlldGZmzdHVm5kMnqn5r5nP4oz2bDzSuoaz089TtVIkPBqvHPzRRaKryE0BkRfaIHYZnMGmZzOtp7i96/8OJde/S5XXn8JveVroQA07chcJ6dmDFaWetM6ojXpS0xw8LxlhXftCkFPBdBJYB5B3f27X/wn/HdfWe6J4PnM6L/xdA3TG7zoyNb74Fk6K1ez5Fdr2HUXqWuU8jHKhdgkT/1UEQn+MdMeNdhhxSWb00Y2RbVnwzYbkms3hxubpbM6xW2PRr035ZHOaJR3fBIprWegxyg8TwXma/XDDUg/KD9IXeUvZt6O11oErBkJvjzzdt6jFMbK9+mXFK3LdkAIwVa8gCYEdx99kmY8wdVXX8R0GpRy0zSuX+ax2otHct6ZrIHnqh6TtmwumHl7EBxHsrbsUq3K4MKR1ZmZDyy1LUsMDLcJLi5n/2v91Ie93gj+F+pAbuTf9LMzHaewWg1y+C2kgFIh1ml2cG2DtSvnsyInjLP/yThD+J7qmSvbZqcoSaY0qiHReTeuq0bm4oUQXL5mUy75lHd8FIEDZrksKbf8Y/YauA2ByNx9I5iA1RmQvu1z5dpgtc9R8Xzh8Y7Yt/E0g29MPc5/ev02y0tOJ3URiwsWLlo9lUcZrxoEv0KwcvVNrFx9EwCa9Hly5/tQO7pzL0yb5AsGnqfQDbGndbLryo6/TyqtdS6svqe4+0az05UbuGX6NJuKK9dtLl+zWX3gUi4FG8TigvkL1pmcg9uO4IFdkd8jgt+LatZG8xW5zXonmioV4pSm4ofb8RkmEvx9IqXC94KBIfutuKgMsUtQKrhFz1+zqJR8alWfZoiTgZLQbCqSqeHHEEKQyRqkMzqvv9IIPuddF5GdbZ9USic5woBtfcXtiEz3sVceOFy7eTy3uxUjEfr7qpHAtDWu3ojh+8ETC1vUnmlukXPKbFnZIJffQkfylp3Xj+akuxCaGMv+orjl9oxYXF+FmVmD/LTZmXbVTZCj3x2ufuGyhWp5Tw9LGbW3Ny0x0JdxUgz4wh8ggt8TIShPxSkXYmi+Qupit415GN2tzueQSPDHRCnF2orLznaXD86sQX4f1RCj1rAUkEjoJBI6O9seqytuaJ563PxsvRZ+t6AUFLe9kYJfrYafaLOhkFJ1IlanKdlsj0W0BFMze0/vGpe0V6VsDl7Z0l61s8A2qnpJAB9d/hJfmnkn95ILgCDrlHhu/XlSfv1Q5yalCipkRNDFfFABdV3JWoi53fpa8P70p+Y69A1XF0KEliJJGfQAdLqPReDMeuWava8hN5MgNII/LoRA7nHXEy81ya/XMFyJrwt2puNUcrFzJ/4TEXwhxIeAXwZ04DeUUv+i7/HngH8L3G796veVUv/zJI59XKyvBmLfPYlofdVDN0So+VkYybQOK3tPgEpnddbXgkqTbkxTjL342l2LH/bYKDTBQI68fZ7tz3+zEQxLaV+UnKaiWmly8Yo1NOX0IDbDV6eeZMvKkvAbvH3rZR6t3And9pnNF/ji7DM9aR1Dejy9+Z3RJ99FTDp8cPXLeELHFxq2HN6JOy6Vss/yotP5WQi4eGXviWWh+xpi09weLm/HBJVyyPulGK8Jr20Q1/57FZSjLi85XL52sIE743IsEfxBUAq77mE1PDxTp54yiVdcppcrnVy/4SvyazVQUCmcr/TPoQVfCKED/xL4ALAIPC+E+IxS6rt9m/5HpdTHDnu8k0BJFVrjrlTwpRpX8IM2e4ONrpp7ISCT04l3dX1qmuDqjRhryw6VcrBY167SGTeajMXFUGFPpgROM2hUCssvZ/MG25u9kWf7otQ+/trq4B2IUrD6wOX6I4NR74o9xWcX3tvpxCxrKf5i5u00NZMnSq8OnMPN6iKswdcLT1A2k6S9Ku/cfJFb1ftjPf9uDOVPxLHRdWRnelc37ca2ccYcdrNX8WTHTrnvfbBjYuhA9W6GlfvWqrLnTm1S/M6v/yxwAhH8uEjF7GIJu+51an2lLlBC9CzsQlCvn9usU8mfryh/EhH+08BrSqk3AIQQvw18HOgX/DNLf6TdjTdGO383henAV6W0E3wZA9vbwYjYNAUXrxw8CqtVwweXA6yt+AjNBwX5KYPpWaNHoKdnDJympFqRPT4+swu76aswkzIIFpbbPvTdfH3q8YG2e08z+Gbhrby19BpaiPzdrC4Gwn9K2Bk2QYwg8h/3wt8mldbYCGtCbV3gDUNw9UawMFurBe9FOrv3onubEW0Z3L/TpNkIFpUL0zq5vLGv1FTobNZDLrIeNZmtOnbd2xV3BcLrW+TqQvMVQoE6P3o/EcG/CHSHXYvAMyHbPSuEeAF4APxTpdTLYTsTQnwC+ATAnHk6bqd0PWjq6R9IAhwoZ23HNGZiRzuXtNkYXfHTjs63Nz10PbgQtRFacLFxmpJmU2FZAjvW+zx1XeCFKIoQ4cNDtq3wqM8XGnXdPhN+++1F4n6UCv9s7IVlaeQLOlub/SvkUK/62LaGZWtcvm4HC7MMt9MOI53W2SmGn1i7wslzFesrHr7HnpbQpz6C34PUTnMgkh81gCyI/o/6rI6XSQh+2EvS/xp+C7iqlKoIIT4C/AHwSNjOlFKfBD4J8Fg8dzItg30IIZiZN1l9MNhQMzN3dC3stWPyIHsAACAASURBVKrPxpqH40hsW2Nq1hjL8EtKRaU8ngIpBVubXo/gtzEtQbXis7bs4XlBKmF23iSR1ClM6ayvDqYbMrlwv5i0W6GhD96xCCDmOwO/P42kUoGAhi2+Jw/Y2OYNmXO8vuqRzRmdypuDLAxPz5lUqz6+H1zgh93xKQVbGx6FaaOT5gn1hD/lEfxehHVct5GCgXr94nT8XKVzYDKCvwhc7vr5EkEU30EpVer692eFEP9KCDGtlNqYwPGPhWzOwNAFG+surqOIxTWmZydTleJ5LR90TZBMaggtENqle7v54ponqd9xRi6KttlYc8cyEWszbLj65rrXk0NuNhSLd4MFv1zBwHUV25u9g0OGNRi9c+sl/t38ewYWYR8vvnJqfHr2IpEK5gp0L4S2L3LjLKKGMSw1pgjSY9YBumaVUmxteGxvBZG7ZQssWxCPa2xteuHvt4DP/A8fpXktiN5/8TO5MzvVqR8hFUpANWOT3m70CLsCXEunOJMgv1YNqnQMjeJ0nGru/HXcTkLwnwceEUJcB5aAnwZ+tnsDIcQ8sKqUUkKIpwEN2JzAsY+VZHp0/Xo/tarP+mogvqYV+KL3DyDfXHfZXPegXVkn4PJVm7XlcNfFtRWX67dGn0N3NdE42CELgFKqgQXD9jlsrLvML5iBWLVsmE1T9ESI/Vyur/Dc2tf46tRTVI04hvR4svgKP1w8O0s9QgQjCks7PqWi3+lqTaUPftHXTRFu66xGl52OYuVBMOKx/d45TYXnKmbnzGDkZYjdgKvp/NXzC7jfOdrqnePErrkUVqqYjg8CqikLz9AwvMBBUwpACDYupHBjBvX00aZZTwOHFnyllCeE+HngTwnKMj+llHpZCPFzrcd/DfhbwN8XQnhAHfhppfYjSWeP/gi92VA8uO8wf3F3vmq95u+24KvdPNj9O8OHbI8TuY9rlAZBhBoWlXtDxitCsD5w73azJx3huor7dwJr3mGdnjeri9yoLuIJHUMNsaY95QgR+PVMytt+atoYqPwRIvC2P8jEK89VPWLfRkr46lM32flHN7j5jz6H1txN+bmGwetvfQuufX7E3nB8Zu+XehZoExWHZtxgZyaBXffwTI1q1kZO0tXulDORT61S6rPAZ/t+92td//4V4FcmcayzwvrKMF90j3RGp16TPX4r/WhauHD3V7+EEU9ooamCeEJjZi4oC3WaCjsmhqalRrXn67oIrU4KWv89pkLWA9oIjsZc66ySSuvMzBvBEHMABcnU7szdvZC+otGQ6HqwsN5syqG5er68zVeuP8rdj5k88/kvkCyV8Q2DV556km+970cn+bROnPRWPXS4iV332Jo3qGXOz8VtP0SdtkeEM8Rv3XODUXuK4Z23iqBkr1KSA5FfYXrvt2xuweTe7d67BE2D2QWTWEzj8hiDPzRNkC/obPf1HwgR5LJ3tgZFW6mj85k/z+QLwTQs11UYuuhE9p6ncB2JaWmhF+DtDZf19nQzFeTqv/PLH+WRn/8sWl+0IIVge2YagKWbN/j9G9cxXA/f0FF7DVg+g4T63AOqNdzEO6d+93sRCf4RoRvhUTCMkXJRQZrFsny2NnbzJoVpg/zU3m+ZHdO4dstme9Oj2Qgi+YO4XU7PmQhNsL3pIWVQtTM7b2IYIlTwhQaJMzqT9aTRtN3B5kopVpYCU7S2mGeyOnMXduvvqxWfzR3Z01Fdbyhu/oPPgVQDg198Q+e773jH7i+EwLOOd0jKcdKMG1h1j/5Po3aOh5uMQyT4R8TUjDGw8DrKArl7m5l5A8PQmJ7VKEwb+GO6LnZjmhqz84dbhBIiSPlMzRidn9skkhq1am+1imkIUpmz/WVqaiavpa5S1WPMNze4XFs59rWG9dVA7LvFvLTjY5iCL/ybvwvA1N/9My413ug5Nw0Qfm9kq4CdfJ6vfPiDlKYKx/QMTp5yPk6q2ERJ1TPcpJa28M2z/Rk9DJHgHxG5vIHyFRutPL0QQQ69WgkP7y0L4smg47E7p65pAm0M18VhKKVoNhSeF5SSHsQ6N6wG/OIVi61NL6gIkpDOBkNFJt2u341EUDKTxHyHmJx87f6aXeCPLjyHQrQWlj2mmkU+tvzFI5ve1I9Sw208lipmp+npI7Va6IWo/3dS01i8dZP1SxeP5HxPK76psXItS36tSqzmIjVBOR+jdM68cfZLJPhHSH7aJDdl4PvBYqvTVNSqzYEvsxAwu7B3ff1+8VzF4t0mjrNrs5Av6EGqpkvElVJUK5JmI7DQTaf3ns4khGBq2hy5QDtJXk1d4cvTP4wvNCQal+or/LW1r03EEA2CSPjfz70bV9t9Pp4w2bDzvJR5hKd2XpnIcfbid3/1Z3jyuf87VMzNZhO7XidWq7F0/Rr5tXWMPVp8dSlJlkojtzmveJbO+qWHZ7jJOESCvwe+r9hccymVglvlTE7fVyQrhOgMrrZjgkxWp9RVNidEkB45ihGES/ebNFtlnO3jbW/52HGtUxrq+4p7t5u4rgq6MTVY11yu3IhhHrOFbhsFrNlT3E1cwFAeGbfMn8+8s6dpazE+z+fnnuWjy38+kWPumKnQTmBfM/hB+tqRCP6zn3oCgL+6fot//EvzwS//GK5Mz1BYXx/Y3rUsfupf/Tq+riEUeIaB7o8ub3VNgwfXr0383E8UpYhXnKCJSiqqaYtKPo46wrvL80Ik+CNQqiWGzq4v+damT60quXJ9+KjBUcxdMEmmA897pYLxd+lsuB3BYXBdNTD+DgLh397cdfhsN4Z1HpfgtYadXL56/KVrCvjz6XfwWvoqntDRlEQJgeqTNanpLMdmqejxQ/vbA4FJ1rDH9vS13EUp1enEjSe0gcCgx49mSCfr7UffRL4l+N1eL6bjoEuJ3orqha4jhUAfsjDkGQbVTJbbb35s7PM/C+TWaqSLux2zZrNOquSwfDUbeHuHoRSxmotdc/ENnVrGeqjq79tEgj+CSlkGkW/390kFU6fqNUkiuf8UjBCCdEbv8b8/CqSvhjpDdWcByjvhKYFaRQYLXkcYNTU1k68VnuD11BUAblbucaW2HIh9K5qXYvjrpCmfmjEZwc94FZJenZKZ6vFPMaTHY6U3xtpHoy5ZvLubstNsjff8jzf45fe+b/yxfUrx2Ldf6Lm8td9Gva+8y/B95JBAwTUMXnzX03zv7W/HN89PNY7u+mSKjZ4ae00FjVbJUpNqLobR9Mhu1LFbnvc7hRi5zTpWw+u4X+bXq2zMp7CaPrrr48YMKhkLZZzvBd1I8EfQqIcbZSkZfLkPIvjHhWWLIG/f/4CA9CGsACaFRPAHF3+MkpHqjCB8JX2d11KX8cJEPmT0nBQaOWcy+WkB/Pjql/nDC+9HCg1faGhKslDf4C2lvUciSqkGOqRlXfKFf3aHN/7e+yA/3nlYjQax2uDA3WGX3TBDME/X+c6zz/DSs+8a76BnCLvuDZScQiD68aqLEzOYv7uDaMU7piuJ1VwUdEo0RauzfeZBZXcHJYf8Wo3iVIzSTPI4nsqJEAn+CExTQ4jBiglNCx47zQghmFswWekami4EA1bI6Uy4hW6iZeJ2VNxLLFA1Ej3zZqWmI0f50bYXGQBderx9+7tYaojz2wGYcnb423f/kNvJS9SMGPP1DeaamyNz5M9+6gn+oftWtn9pnfe8/idYTm/1kJCSmy+9xLd/9EeG7KEXz7KCRqgx/DEUUEsmsZwmphu8Dp6u00gk+MHbnhrreGeNYWkYBfiGRm691hH7NoLwC2bY77KbDdyYeW59dSLBH0F71GC/E4DQOJRh1nGRyRpYtkZx08N1FYmURi5v9JhyzcyZ1GoSz1MdC11Nh/kLR5sG2LJyuKHpmnB51ZWP5TvUjXgrpy4w5OTEvo2pfN5UuTv08bbAQ28e/lbjPiLkdlCXklht/JST1HVee/yHuPXiyxhdZkWSQeESgN1o8OWPfIhHv/0Cdq3O4q0bvPz0O3Fi58/pEaCRMJC6hvBkb7+BgHIuFkT3h9i/RjAoJRL8hxBdF1y5brO86ATVLgriccH8JetIo99JEotpzI/wZdENwfVbNpVyUJZpWUHz1CTr6V2hcz+xgKOZXKyvkvZqZLwKmlKBY2E3QoCSrXy1QqBQCHJOiW0rC60FXF/A16eeIOuVuVJb2fMcXktd5lv5H6Kqx5ltbvHM5gtMO8U9/64t8J0c/JCF1pUrl0PTK65psnjzxp7H6eb5v/Z+dM/jxne/j69raFLhWBaJkFSP1HXKuRx/+jP/2b6OcWYRgtUrGWbvl9A92bGY3ZhP4tk6vqGhOyG2H/ReLMPSQm20USPuzjiR4O+BbWtcuxnrTDs6qGXtaeYoF5JX7Ck+t/DeTqWNQvD4ziu8fftlmHk69G9M6fPM5gtITcOQPnONdX7/0gd70j8QjEh8IfvYnoL/ncwjPD/1RGcheDE+x8rFH+Mnlz7PlLPTs+2wCH4vKrkcrzz1FG964TuYbtAb4JoGGwvzLN24Pt5OWkhd5ysf/hDfeP9zxCtVKtkM7/u3f0j8jduDuWvfp57azTlb9TpXXnsdzfdZvHGdWiaDXatx4c5dfF3nwfXrZ95SwbN0HtzIYTo+QiqcmNFZ3ykVYhRWqwPDTHxdoLdHFjJc7BVQT57P6B4iwR+b8yj0R42P4E8WfhRH7/0CvZR9Exfrqzxavs33MjdDFmMF882NjhhvWlk0JD6DF6SqMbpz0kfjG1OP99TwIwQeGs8X3sr/9L+UAXYnOx1i6Mc33v8+lq9e4ZEXXsTwXG6/5c288ebHDmxO5sRindTMy888zfy9+5hdaR5P11m5cplaOg3A5R+8ynv/6LOoVpfdO7/wZ9y/cZ3Lb9xu5b4FQin+7K//BMvXrh38iZ4GhMC1B+WrmrXRPUl2czeNVkvbbM4lsByfWM3DNzR8XTC7VO5UNQiCtJnUBaWp89uNGwl+xJGxEp9BDthXgSd0vp++wTNb3+HV9FU80RVxKoUvdL6XucmzG99GR5JzyqH715TPpT2i+6oRH6jhB0BovJ69zPs/3ecvIxVW00NqGp69zzseIVi6eYOlfaZwxmH18iX+8oMf4Jkv/Ac0X6JJyYPr1/iLj34YCKp73vtHn+3J+wNce/W14Nl31eK+/998ht/9Bz+HZ5+OSFZIheYHk6YOPVJQCErTCcqFOLrr4xsaqrXQ68Q1nPjuZ+3+rTyZrTrxihPMEU7blAuxc12fHwl+xJHhC53QRgAh8DSDtFfjYw++yBdmn6VsJoMve+sL//30dTyh89z68+hI3rXxbf5y+m2dSF1TPpZ0eVvxeyPP4blfucXv/e8ahKzven0mWomdBlOr1eAHFTy+dimNf0rcFW//0Fu48+bHSBeLNONxmvHdSPTSa68Hkf0YKODy669z+y1vPpoTVQq75mF4Pk7MCI3E29sVVqskd5rBj0JQnElQyR9+wVlpAm/Ycdvb6Bo7M0l2znEZZj+R4B+C9tCuvbpkO92XEuLJwe7L88pCfR0lQoarSJdb5aASZq65RdqrULZSPdv4msFrqas8u/ltbOnylvIbZLwKL+Qeo2okuFRb4cni90n6jYH993Sz/iEUUhWSO83evC6wM7UrLGbDY2qlN/drOj5z90s8uJE7NcOslaZRKgy6Xuq+v7cVawsBGO5kPIgGzsOTzN3dQfdl51pfT5pszSWxmj6+qXUuAG2x351KpcivVfEN7VRUyeiexK65KE1QT5qn5jNwGCLBPwCuq1h94HScL5MpjfkLFkaI90y9Jlm6t9t9qVRgrzCpEXmnGVN5vHf9eb40806kECihY0iXhfoGN6qLne1KZjr07zUkdT3WMUi7VF/jUn2tZ5u2H00nBw8D3axbc0mUgFSx2enQFMDMgyrFgk95Kk56uzEwIUkQfOmthteTCjiNLN68wdOf/w9jbSuk3PdC8rhMLZUx3N6SyUTFJVEpIrVgDcG1DdYvpgYuwhA0UGU3aycu+JmNGrnNenDNEkG92NqVTLBAfIY522d/AkipuPdGo2eea7UiuXu7wY1HYj3RvpSBW2V/D83qA5d4XMOyz2+usM0jlXvMNrd4JXWdhm5xrfaAy7XlHkGYbW4Gufa+uwGFIOnVWI5NsxybISYdblbu8Qe/+lOdbX7x0zlQilSxTnq7iSYVtbTFzlQcabT2JwTbcymatsFUVwWHkIrcZh2EQO+r6+4gQB8x3/e0UE+l+OZz7+XtX/qPaL6PUArP0Kml0iSqVUzXRQqB1HVeePe7Ogu9k0TzJbG6N/A6tn/WZfA6Wg2Pqe4u1z4M92TLIu2aS3azvtvA1Zo9OXu/xOKt/JmO9CPB3yeVsk9Yma7vB9473aWN1YoMtd1qz36dmTv529bjIOtWeHr7xaGPv2PrZe4lFoI0e0v0Denxtu3v8q0PfpDv3UnScDWUgC/NvoO1307STOxG3FPLFRJlpyPk6e0GibLDg+s5VFd1VW6zPiSirFOcihGruQOPo4LpSWeB77/9h1m+dpXrL38P3fe596ZHWL+wwIU7d7n2/VfwDZ3X3vpWNhfmj+T4ol3vuNeQHyBW9wJ3y740lOLkX+9UcfBuD4LnZ9c8msnTfbc3irPxST5FOE011F/HaUroKh2U/nALxj1szB8q8m6Jn1z6Al8rPMFqbBpvxmLFyvK5hXdReK2G1oq02l/CmaVyJ9IyHL9H7CHYVvMlyZ0Gla6BF7oXHjlqUlHNxsjsNMGVnX1JAaVC153CGWBnaopvv7fXxuHB9WvHYpHs6wLP0DDHiNCVgGLL1Kz9eqv276cTR3uie6DJ0Lqu4LEx10lOK5Hg7xPb1hDa4AByTWMgRTPM414ISKWHV340mxKnqbBtcWRpH9eRlEsShSKd1k8svdTOwQP8b59+vOexubs7gxE3gWGY1fBx4gZWI9xeQVMQq7k9gu9aOnZz8EoblO4Jlq/mSG/XSZQdpK5RLsSopx6Ou7CJIAQbF1LM3SuBCmwK2m/fwCQuXaM8FcezDbKbNQxX0owbFKcTuCecJ6+lbWLVsLs9ReOM3O0N42yf/QmQymgYqwJX9n4adEMM+OuYlka+oLO91TvwJJ7QSKYGBVZKxdI9h3pNdiZUJZIaFy5bE63sKW67rC0HQqkUbK55FKYNpmeP71b1d379Z/fVyToMf0j0rQg6MrspziaYWSwPdGFuz8QDywYdStMJSiccYY5Cb1XXnFbLYydu8uBGntROA8PxcS2dzFaQD9fUbhS/OR+U4dbT1rEu0Gq+JFlsYjU9HNugmrMH6u6rGYvUTmsIetc5b80lOzX9EFg1ZzfqxGouvq5Rmoqf+GLzXkSCv0+EEFy5YbO24lIpBdFiOqMzO2+GlmfOzFskUj7FbR8lFZns8IEnaytuZ3hG+wJRq0o2Vl1mFybzQfJcxdqy15M6VQq2NjxSGZ1YbLKRfncEP6qSJoxK1sZqeAORlhICJxaIeTNu4JkapjNoplXJ9dZzN5IW65cy5NarmE0fz9RwbIP0dpNExaFUiJ/aapzkzg7v+dyfMrcYVDetXrrElz/8IarZQ4zwU4pb33mRx7/2PLFajfULF/jmc+9le3bmUOfqmxo7XRfNSi5GqtggVnXxLJ1yITa8Nv8IMRw/MFeTCk2BFA7ZzTor17J4lo6QwSQtoRTrCylidY94Jbjbq2TtnjsP3fVZuL3TSf+YrsR6UKY4naB8ijt1hZpATkoI8SHglwkS2L+hlPoXfY+L1uMfAWrAf6GU+tZe+30snlOfujWerex54AffrYeWUmsaPPLmyXyIilseaytu6HEK0/rEFpJ/8aP/4PA7UYqZpTKxqtsZXAGwdjnTs2ire5LppTJ2I/BKl7rGxkJq5OKa2XCZu1fufGG7o7hq7nQ5TWqex9/89d8gVqt1cshSCBqJBJ/+r/9LpHEw8XzyL77CDz3/fMdaWQGeafJHf+dvU5qamtTpnxpm75eCz1LX7xTQSJiUpmLMLJY7i84C2J4JOnbDyK9USBebg6kqAYuPFE503OKX/tePflMp9Y6wxw59mRVC6MC/BD4ALALPCyE+o5T6btdmHwYeaf33DPCrrf+PaKGUGto3M4Y1+okSWgs/CYRg/WIau+5h11ykoVFNWz231RCkdVavZtE8iVCqt0W/O5fWIllsMLUSdNS2f9teFC6sVlECdF/RSJgnm09WitmlJW68/D3MZrNnwVBTCsNxuPLqa9w5wAhDw3F469ef77FiCPoOPJ74y6/yFx/76CSewamiX+yhVTHUGn2oQU+RRW69NvQzEKsN7qu9Q9PxT229/iTO6mngNaXUGwBCiN8GPg50C/7Hgd9Uwe3EV4UQOSHEglJqeQLHPxcIIYgnNOq1QXWf5IDzVFpnbWWwy1IISGfH/zj0RPCHzMOHIaQit1YltRNEUfWEOZBD7ae7mkb4MujkLAc+KU5MZ3M+hdQ1CqvVEROkYGq52rkS1FMWGxd6xx6Owmx6ZDbrGI5PM2FSzsfwzf1bM9j1Oj/+W79LemcHzffRQq76huuSLu5t8RxGamcHGWLqpinF9PLedtOnBavukVuvYTU9XFNnZyZOY4jbpRKEllsCwQpz30ssFCR3mhRDxNs3dXDCyvWGryudBiYh+BeB+10/LzIYvYdtcxGIBL+LuQWTe7ebyNYItra1zOzC5PLKhimYnTdYW/Ha/SQIAYVpY2j+vh3B/9X1W/zjXzqaGu4elGL2XgmruZu/j1ddFu7usHQjN1L028wuljszTAGshs/8vR12CnsvyHZHevGKQ3KnOVaaJ1Z1mFksdxp27IZPqtjs5Ij3w7N/8u/Ibm0NzLHtxjdNtmcOlm+vpVKdYejdKKCUH3Me4wlj1V3m7pU6r7fue1iLZTYXUtQy9sD21YxNstQcWLR3YqOqvcKvEDuFeHBX0LevRsI894IfFvr0v0rjbBNsKMQngE8AzJmnd/HjKLBjGtdvxdjecmk2FHZMI18wQi0bDkOuYJJM6ZRLQfVQKqNj95VlHnUEPwqr4fWIPbRSLlKR2mkOzau2MRvewGKvICiltevDPWSGzUpNFccQfKUo9HnxCIKa7tx6jY2L43e2ap7HpdffGC32uk41kzmwRYITj3P7sUe59soPetI6vmHw4rNnI9uaX6uFNtLl16rU0tbAXdn2bODnYzZ3n69r62wspLh4e/BOSQmC/YTQbPkD5ddqCBWsAzWSJhsLqdDtTwuTEPxF4HLXz5eABwfYBgCl1CeBT0KwaDuB8ztTGKY4lg5c09IoTAcif+wR/B6YIbXyEHyZ25FYrOqSW6tiOT6eobEzFe+Isun4oR2fGuFDvxnctAexV+sooPkKI6SxS7TOdT9oUo08TycW4/abH+VbP/ojB/baB/jLD/04rmXxyIsvIaSknkzytQ/8GOsXLx54n8fJsKhc9xRCqp4uawClC1auZrAaHmbTx7X1zvCU7ZlEZx4utMQ+ZdFIDL+7ruZiVLM2hiORujgTDXqTEPzngUeEENeBJeCngZ/t2+YzwM+38vvPADtR/v5kefZTT0xk6MdR4A7xoZcCHNvArrrMLJY60Z3pBvl6IRWVQhzH1kMVvH3LXUvb5NeqnWoMBVSyFsmKi+6rgb+phqQH+hlVlSFHDM8xGx6xliNje0Has0y2ZmeZWl3tueOQQnD7zY/xFx/7yJ7nM4pYtcrNl14mWSqzevkS33jfj6JLiWvbZ8onxjc0tJCuXiVGvB9C4MTNgfLbciFOI2G2DN0CP6ZGYgyHTCH2PzfhBDm04CulPCHEzwN/SlCW+Sml1MtCiJ9rPf5rwGcJSjJfIyjL/HuHPW7E+IRG8KdM5LtxYgaupWM2/c74lKBsUlDN2czcL4feyuc26lTyMTzboJEwe7xx2n9fycWQhkY9ZZIoOwgVRHKerVOruczeL3X2187vlsfI37cFu9/mQQoohfm7K0XhQZl0sY7SdJQmyK9WWbuUoZk0+cqHP8iH/r/fRvN9DN/HNQxc2+ab73vvvl/PbmaWHvCB3/09hJQYvs+tl16mnMvxub/900PFTfgKpXEqLgZW3SO/VsVqBF48EnpG7LTtMIadq+H4xCsOSghqaasnKndjRugC7XliInX4R8XDVoc/SXoi+DNIf5VNI2GwNZ/Cs3Qu/2ALTQ5+bpWAxZv54EssFbmNWssSWdFImmzPJvdcPNW8wINH9xTNpLkvH3QhFTOL5WCdoFURUs7abM8le/YhpOTpf/9FHnnpRTTp04gnefXxZ9iau4yvCRYfCXyCYtUat77zIrnNTdYXFnjjrW8JovCDohR/89f/L1Kl3glinq7z0rue5oX3vLvn93bNpbBS7aTIqmmLrfnUgWrMe17XhEk9tX9/ebPhMd9nt9Gqb+gsvpRzMYqziYF9665Pbq1Gsux0+jkg6PitZU9X38VhOdI6/IjTwbOfeuLMRPDjoHSNzQtpNkPq6F1TC/XEUaIrfaIJirNJirP7m2YkDY3y1MGsFZQWeKYbjo/uSlxbD83rPvP5L3Dzpe+i+0EOOl6r8EPPf5EX3v1BitOzxGoejaRJI5ngpQkuoKaLO8Rq9YHfG77P9e9+v0fwDcdn9v5u2gwFibKD7pVYu5Ld13Ht/junYgPX1lm9kt3XxSO3UQudWaAEPLiWDUolQ/aXW6uS2Wp0tu/ex9RKlUbSOhP590kQCf4ZZSCCP+MCP5SQKLA4k2BmadATZ2fErfxx4ln60DsJs9nk5osvY/SVRGrS59or3+bb0z/Onv7CByTwjAnft9R7zzfd8r/pOUcFdt3DaPrD89ZSEa866J6ikTDwLJ3pB73vlaaChfnUdn1fF1er4Q/vnxAiVOxjFScYbjNiv4mKM2DDcV6JBP+M8O4X/wkAz/1CK0I7rwI/Bo2UxeZCivxarWN53G6ScWIGjVPscJmoVALh7RN8AcSrQRTcOCI/n2omQymfJ7e+0ZP3dg2DV558omdbszlEXIXAcMMFiUe1tgAAGYJJREFU32x4zN0vBRVGLYGvJ0w0f/AioylIlZx9Cb5raaGVUAD+kN6MdLER6rj6sBIJ/illIIL/hcFb8YeZWsZGyFbte+t3liuZWSqzfjF9akW/ksmErj9IoJydYuNCOjRS3Q9mI1jYjNU9pCYo5WOUpoK7ny9+/Cf40G/9DobrokkfEDy4fo0fvO3Jnn004wZ23WNARqUis1VnZqmM0gSVrE1xJhDtmaUymt/rJR8PsTNos18d3plOYHenmQju7CpZe6AEs40Iea37qQ/pzD2PRIJ/Sogi+H2igoamfkHSFOTXayyfUsH3TZOXnn5nj2kZgDQMvv6fvPfQ/vsdR8hO96kiu1nHcCVbCynKhTy/93P/FZfeuE2iUmH9wgJbc3MD+ykX4qSLTVTXMBBJ23umNcbQV6S3G5iOT3E6ETomUiMQ5XYJbOf5Cqjk9rcA3UwEjU2F1p2dElDOxzoXnDBqGTu4cPU7rhLk/rdnE/jmw5G/h0jwT5SOJzxEEfw+EYqBmvk2hnP048SEVCSLDeI1F8/QKLfKQcfhhfc8Sy2V5PGvfp1Yvcbm/DzfeO59bC7MHvq82rn3bnEN0idNijMJpKGhdJ37j9wauR9paKxcy5JbqxKvuUhNBANk+sRTU0FjmZEd/pp7pobuq55ou540D5Q3r2dsltIWQjJWqWgla3f877XdTBO1lElxjKqt80Yk+MfEs596AvHOD+xG8DCWJ3xEOEqA1ERnMHY3R+1lInzJwp0ddE92RCS102TjQnq8ARhC8OpTT/LqU0/uve0+sUOGiEPQtGU6Ps19vDaepbNxaddvf6YvndKh5RAZZkwmCfzwy7kYiYqD7kmaCfNwbpKtYTXjbrt6NUOi7BCvOPi6RiUXO1PNUpMkEvwjpCeC/zTw6SiKnxhCsDMdD9I6fTndUbf4kyCz1eiIPeyW+k2tVFhM5U+0Usi1dayQBVehFN4BXDv79y2r7mBeX0G8Em4fIQh6EdBEqKHZgVFq/NdZBMee6PHPKJHgT4gogj9+yq0O1uxmHc1X+IagOJPAtXVyq1V0X1JPWaFGWt1YdZdkyQGC8XZ7Tb3q76ZtI6QKPFoOEb3qrk9mq4Fdd3EtnVIhvq/9labinQ7iNlIENs+HzVWX8zHSxUaPjXC7G9lwwqt6lABdKvxJBNStdZt0sYGQgeX11lwK54zPmT1OolfqEEQR/AkjBOVCPBD+ltVlcqfJ/J3dRctE2SFdNFi9nAkV/dxaNajTbglkqtgIFgJHNGzJIVU07QEq1bRFNRfbd0eq4fjM39kdm2c1fBJlh/VL6aEe7/24tsHa5QyF1WCMo2otjm7P7K8BLQzf1Fm5kmVqpYLVCLpva2mLrbkUc/dLGH64mVn/zNiDMrVc6bnY2g2fuXs7LF/PPXS5+IMSCf6YtCN46KqkiSL404EQgZWBVBRWqwOLilbdI1lyqGZ7b+nNpkd6u7dOWyhIbzeoZO2hi7DlQgxruTLQ4g8QqwfWzOlig5Vruf11kq5VO2IPXVO4Vqo8uDFoRaB7Es2TeJbec5xmwmT5ei502tdhcWMGK9dyIFtX1Na+i9Px0Ga4Ss7e+zVQKlgM9hXNuBHa9aq7kmTfnQsEr09ms87WKbclPi1Egj+CKII/W9g1FyUE/bMiNRVUr9TSVo/4xCtu6EKjUJCouJSGCH4tbWHXbVLFZmf7/qoYw5XhnaRKofkKpYkBIeyUO/ZhuJLcWhXDkzTjJtWUxfRqNXDZbD3f7ZkElf45AUe5ltB37o3/v717+W3svg44/j338l6Kb0mjkTQvj8eJUcQo2gQIjARZ9BUEjhdNE8BtsiiyCGCgaNAW6KIB8g901V0WNdqiXTTNA60RownqNEFbb4oi6WNhd+Jm4tieGUkjjV58k/fx6+KSHFK8pChREknxfADDkkjx/sSRzr339zu/c7Iuu+sZlrerWKHB0FXXZohEI2DtfhErDDFE793BlRTFld7vS3hBbMcqAdxG/J2F6qcBv0Wv4GeYMWQOG9ECblxRNcBtBNy8t8/2zVynAbqR+KYnRugpsNVHhP21LMXlFJmDBoUBZQjSJY9SVy/wVLER3YG0ruLL+SR7a5lO8Azt+KwjgNx+A4voJLW4XY2GwZP6/ks7VQLXHjuPfxzVwgLVfBIrNNG013EnHGNYvV/sy98v7NZophzqXU3ofTe+5LUB/IR1skXcOTb3Ab/T2Umv4GdW4XGN/F5t4Bb6zhRJaFh9UOL+B5eirJGcy+JONTaQDOp01C1wbGo5l8Je/O9Ndx38ZNVj5cg0UNRuz0S7a4nKKC8dyTpqn5Dar9ROA+3b4NSa2phkwAdAZGj9/25uPcAO+jdriYHsfq0n4AcJi2pM+WmIdvOubJRP1Ht4Xs1VwO/bzapmngQmNti3P437809VPGo5l8Cx2VvLsPyo0vP47npm5MbjXtLGdyycZti3k7S0/GRjUX530F1AE8sPCRMW5aUFHC8gd9AgFJAwfvyDQpo9oM7MJFlBiOUbfNfqC8Zxd2PQag0Zs6ludz1DohmQ7Cqi1l7nSJWbpEtNTb08xqUP+D29WTXQXzqOF9/OcOB1nultH1hZXKCWdUlVmoBQyzonyyoRYedmvjM1gQhiDIdXUj2ZNW4jfn7eiGC3An57qujwShqnGRBYwvV3D0cahoGeK+JJk9BwZbNEuux16tVXsi5uM0DC6A6qsWAP3KwVd4eVKXmxewyg3Xu4rgH/GJcq4OsV/PzxE1Zs0Bh2hX+0T2mYsKiM0QTDd202nlmMGqcHhmYq0XPSSJUa2P6A+SZj+lIKw4TV2RFbyzhDC5BB9LOGlnB4ZXBzd8sLsMLWsS5g2uPKZqmzKC6tQWaLzc7Pkdit9UxVtRmiqbC4pvHDpu3UaGY+4M/aFbxbr3Pn7k9Il0ps37jBxp2nx2pEPe/ChEU165IqN/vmvpupRBSETVexrFY9mTPX6pXaxxiWtqvxV/dEG6WGpS3uXoty3NuN3eMCZDXrsL8WPw1lN3zW3y/21B3aW43J6DlDVhCSjsmA6slkIr5apkBsBhNEXbMGCWGsk/a8mKmA376C/6/HP3/S2WmGXNnc4lPf/DYShji+j+c47F9d4fu/8xKBMz2347Pm8bUsy48qZItRmmRgW+ytZahlo6vjdLFBaFuUC8mxdsGeSitFc8BDQ6/KITqhbT5dYPV+kVS1P/3QWFDNJePXHIzhetcmtLbl7SqeY9HInc/0h+Wb2IXlowY2Mxkwt1/POGS67hLa2tNZlfx0VkidJlMf8D/8aZ8XrT+IPulcwc9esMcYfuW1f8RtNjtfcjyP5e0dPvSf/82bH3t+goObcZawdy3L3lomSgm0n6QE1rLu+WWuhAanGRAmrMEF2wakfp6ICLWsG1vmFwPeQvwCc+aw0Rfs265ulnlwTgE/WqDl2IL3g96XYECWz8HVNKmy10lrbb/8wUqqU+9fDTfVcwkPF68+CfYzLndwQKpS6ft6wvf5wFtvTWBEl5AlncXP85bdr3Hrp3usv1/kxs/2WX2/iAQxV/ISpX/Gxj6JNluNoto6aXW/TijReoQ3YIOYM6BMtABWSN8GtTMjEk2ddf0zGEZreGJg4Ak6cGw27yxSXFqgkbSp5ly2bheiTVoa7Ecy9Vf4l4UZ8gtpZKrPu+qIhXKTpe1WvnwraCarHlcfltl+Kt/3fN+N//cVA27dPz67xhjWHhR7mogYoivhnRuDSwrUM06neXfs8UNGLzN8QuWlFL5jd5qvGAyJ1lQPRCerMGGR8HrTWY0Vfe8ggWNxsDZ+XaAnBzS4jQArCGksJDBnVPdnWmnAvyDlQoFyPkdhb7/nF9xPJPi/X/rFiY1LnVxctogFJGseth/2Te/4jh1bFsBI1BzkOOlSE9sLe27HhagBjNsIaKbiX6OedgZmK/k2A9sCnpV61qWRdrj+zgEJv7dzlu/abN/KsbxVId0qrewlbXavZS+sA1WiGXSl0wKG+BIVl4gG/Isiwr/91m/ywte/iYQBth8Q2jbbN67z9kc+POnRqRMYtAiLCFZMwK/mkyxtVzHG9FyhG0s6UzXDxM7d06r5U2wOLucswtZTOa69X+rMl7enVvau99+JHCs0LD6ukj2IdgjX0w57a8O7RqVLDawju2ktoukmpxFGDVbCaG/EhV5dt8o6dO4wWu/v0k4VbyHRKb9x2WjAv0AHKyt8+/de5qmf3iNdLrN94zo716/r/OOMqWUcEgeN/gVHY/Bigp+xhK3beVY2yrjNAExUy33UhuW+YxEKfUFfgNxBncOr6YGpnV7aZeOZRfJ7NZI1H8+1ObwypMZ+q3JlutgAESr5ZKfe/NWHJRaqXmccCxWP9XcP2XhmcWCqq1sPBubOuw2fRsYBSzDjLWufmNMIYnvwSqvQngb8GCKyDHwTeBp4F/htY8x+zPPeBUpAAPjGmI+Oc9xZFjgOP3/uQ5MehhpD8UqKTLHZU8o4lKgh9qAA7icTbN1Z7OSSn2QvQKWQZHGnGp/V0iorMGyHqe/a7K2PUD7YROWlM10ns9x+nXo6wf7VTE+whyfF27L7dYoDuox5bvzJCiH25HhR7MAM3KE9qFfyZTDuPdRXgB8aY54Fftj6fJBfM8Z8eJ6DvbocomyRAqXFBZquRS3tsHMzF7vYKEFIYafK9Xf2Wf/5Aelyc+TiYm2hHRUOi/0uia87cxpu3SdzGFXllK7/Fqo+q/cPY3c0WwaS9cGZRpV81Aim+1ujBWdroqUgGguJ2LShUEYrnDerxp3S+Qzwq62P/wb4V+BPxnxNpaZe4Njsr2eAIRkjoWH9vUMS3pP+t86jCsmqx26rQuaoKvnkwNaKR0tFnNbR1ohtAtgDli1CosXWQYwtbN0usLxV7qSgVrNOdMcxwalMY0epo0s71c5ehbC1iF6OKetwWYwb8NeMMZsAxphNEVkd8DwDfF9EDPDnxphXBr2giLwMvAyQzF8dc3hKTU6m2OgJ9hBdEWeKTYpLHt4xvXO71TMOjVSiZwE3lGi6x28HXGOw/RAjcqryEcNKPAwqDYH1pLfwIL5rs/1U4Vw6cI2j3OoXnNuvY/khtZxL+RStKWfJsQFfRH5A/NbWr57gOJ8wxmy0Tgj/LCI/Mca8EffE1sngFYDctWcv72SauvSOznl3W31Y4uEHlkYPfiJs38qTOWyQKTYwIpQXk51NSm4tqgnfXohsJm12buRGLvMM0V1E/nHtRMunW08VRj/GlAT6bo20c2kXaOMcG/CNMZ8c9JiIPBKRa62r+2vA9oDX2Gj9f1tEXgWeB2IDvlLHsfyQhBfiu9aZNcg+D37Cil1oFaJ6M8lqK0tlVBJVkTxaSdLyQ9beL/acXNx6wPp7RR5+YHHkQOu7Nntraa48etJRaxhjycXXJlJjGfev5TXgi62Pvwh85+gTRCQjIrn2x8CngDfHPK6aR8awvFnm5s/2Wbt/yI17+yxvlc+vRMCYysdMdQwqfXBS2YP+3bRRE5GQhYp3oteqLKXYvJ0nSAhGommjuLIIoUBpUWvPz5pxT89/CnxLRL4EvA+8BCAi14G/MMa8CKwBr0p0lZEAvm6M+acxj6vm0OJOlUyxVRCsFYEyhw38hNXX9HoaBI5NcTFJPi5nXxi6Yekkjq4T9Dx2ii5YXsrh4QeXSTQCrDCk6dqsbJZJVaKm6WIMtYzDwYBUTDW9xgr4xphd4Ddivr4BvNj6+B3gl8c5jlIYQ+6g3l/SwEB+vz6VAR/gcDVDttjA6mpX2C4tUE+fzXRII+20+uPGPDbGlEu0GBydlB7fzGN7AU4zwHPtE60NjMwYcvv1aBE1fHJSOZdjzSmdgFMzQwZcrJ5VHvp5MJaweWeR5a0KqYoHrTzv/bXMmS1iVnIuhV0Luq70Q4kye046xy5BSGG3RrrUBIFSYSHqzStC4JxToG9Z3qr0nLgyxSapsjd0J686GQ34ajaI4CVt3Eb/vPc4V7EXIXBsdm7lo7WG88hUsYTN2wUKuzUyxSbGgtLiwrHpkn2MYf29IgnvSTmExcdVFmoeOzdPUXvnBGwvINuarmtr7+TN7UflI9T4pvsvRakue2sZVu8XOxtlOm0Lz7Jc7nk6x7REY1scrGY4WD39e5EuNXuCPURTZgsVD6fun2tGjtMIOusD3SwDyWoT0IB/FjTgq5nRSDtsta5knUZAcyEqBOYPaAAyFUJD9qBOtpM7vxC14juv4D/GXURyyL6BZO18A77vWLHZVgZYqAUUdqocrmhXq3FN8V+KUv28hQSPb5ysLMGFCQ35vRrZVmvBSt4lWfFwm0+umt16mYWKe+LSCkMZQ26vTmG3hhUafMdi/2qa2pCCanGCAVU5Ec69Rr2fTNBM2iTrQU9GU/vj/F4N37WpFDQVdBy6EqLUWTCG1QfF6O7DC0n4Ifm9OslG/xRJutTEaYzW2nAU+d0ai4+r2K3qnY4XsrJZZqHSPPZ7u5UL/XP+BggtoXYBhc4G9gWmlY21Vxv4uBqNBnylzkCy5vc1KmlXm4x9/oi9bI9lDIW4Dlwm2rdwEmHC4tFTebzWlb6RqG7/o6cK5z6VYgUh6Yo3dHevdYo9BaqXTukodQbcuj9al24A4cQlkgexAjPwuInmyQNkM+Ww8cziWEXYTsPyTWwbyDYDEy2nfFlowFfqDPiOFd0vH4mxR2vpRGUKRmttOIrQlujqO2bB89QNRlo59xdpWG/f9rTS4ZRurpslOqWj1BmoZV1C6W/0YQQCC0Ir2gwVtKZNRmltOBIRDq6kCI+8XChwsDpDAdIS9lfSPT9Hu4ZPJe+yeadwZqUo5ple4St1FkR4dLvAykYJtxFgiK5aH1/PdTaMGVrNQs54Pry0HNVwL+zWsP0Qz7XZv5qaubK/5eUUgWO3fo6ARioqraCB/uxowFfqjPiuzdbTUd9aMb2pjM3z3A0sQnlpgUohyfJWmUypyerDMr5bZXc9O1OBv5ZzqV3iFoOTplM6Sp2xMGGde956nKsPSp02hQI4zZDV+0USMeUo1HzSgK/UJZBoBiRr/TtlxUB+X/PXVUQDvlKXQMKLatEcJUR1apQCDfhKXQqem+grPAZRlmgjpUt1KqIBX6lLIHAsKvlkf1qjJZSWUhMbl5oueupX6pLYW8/guTb5dseodIKD1cxEFpDVdNKAr9RlIULpSorSFb2iV/E04CulxuI0fJYeVUnWPEJLKC0vUFzW2vXTSAO+UurUbC9g/b1DpNWk3QoMhcc1Es2QvWvZSQ9PHaGTe0qpU8vv1jvBvs0ykC02tJzxFNKAr5Q6tWQ9voa9Ec3/n0Ya8JVSp9ZMJuLL8RvwXQ0v02asfxEReUlE3hKRUEQ+OuR5L4jI2yJyT0S+Ms4xlVLTo7i8gIkpzVzPOBdeU18db9xT8JvA54A3Bj1BRGzga8CngeeAL4jIc2MeVyk1Bfxkgu1beZquHTUqEagUkjw+yybt6syMlaVjjLkLIMPTr54H7hlj3mk99xvAZ4D/HefYSqnp0Eg7bD6zCGGrTKemY06ti5hkuwHc7/r8QetrsUTkZRH5sYj82KsenvvglFJnxBIN9lPu2Ct8EfkBsB7z0FeNMd8Z4Rixi/iDnmyMeQV4BSB37dlR20IrpZQ6xrEB3xjzyTGP8QC41fX5TWBjzNdUSil1QhcxpfMj4FkRuSMiLvB54LULOK5SSqku46ZlflZEHgAfB74rIq+3vn5dRL4HYIzxgS8DrwN3gW8ZY94ab9hKKaVOatwsnVeBV2O+vgG82PX594DvjXMspZRS49GtcEopNSc04Cul1JzQgK+UUnNCA75SSs0JDfhKKTUnNOArpdSc0ICvlFJzQgO+UkrNCQ34Sik1JzTgK6XUnNCAr5RSc0IDvlJKzQkN+EopNSc04Cul1JzQgK+UUnNCA75SSs0JDfhKKTUnNOArpdSc0ICvlFJzQgO+UkrNCQ34Sik1JzTgK6XUnNCAr5RSc0KMMZMew0AisgO8N+lxTMAK8HjSg5hy+h4Np+/P8S7re3TbGHM17oGpDvjzSkR+bIz56KTHMc30PRpO35/jzeN7pFM6Sik1JzTgK6XUnNCAP51emfQAZoC+R8Pp+3O8uXuPdA5fKaXmhF7hK6XUnNCAr5RSc0ID/pQSkZdE5C0RCUVkrlLHhhGRF0TkbRG5JyJfmfR4po2I/JWIbIvIm5Mey7QSkVsi8i8icrf1N/aHkx7TRdGAP73eBD4HvDHpgUwLEbGBrwGfBp4DviAiz012VFPnr4EXJj2IKecDf2yM+RDwMeD35+X3SAP+lDLG3DXGvD3pcUyZ54F7xph3jDFN4BvAZyY8pqlijHkD2Jv0OKaZMWbTGPNfrY9LwF3gxmRHdTE04KtZcgO43/X5A+bkD1WdDxF5GvgI8B+THcnFSEx6APNMRH4ArMc89FVjzHcuejwzQGK+pnnF6lREJAv8PfBHxpjipMdzETTgT5Ax5pOTHsOMeQDc6vr8JrAxobGoGSYiDlGw/1tjzD9MejwXRad01Cz5EfCsiNwRERf4PPDahMekZoyICPCXwF1jzJ9NejwXSQP+lBKRz4rIA+DjwHdF5PVJj2nSjDE+8GXgdaKFtm8ZY96a7Kimi4j8HfDvwC+IyAMR+dKkxzSFPgH8LvDrIvI/rf9enPSgLoKWVlBKqTmhV/hKKTUnNOArpdSc0ICvlFJzQgO+UkrNCQ34Sik1JzTgK6XUnNCAr5RSc+L/AZT924qpnsquAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "import numpy as np\n", "from sklearn import datasets, linear_model\n", @@ -686,10 +732,33 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [], + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(426, 30)\n", + "(143, 30)\n", + "Test set accuracy with Logistic Regression: 0.95\n", + "Test set accuracy Logistic Regression with scaled data: 0.96\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/MortenImac/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:762: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n" + ] + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -728,10 +797,72 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [], + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(426, 30)\n", + "(143, 30)\n", + "Test set accuracy with Logistic Regression: 0.95\n", + "Test set accuracy Logistic Regression with scaled data: 0.96\n", + "[1. 1. 1. 1. 1. 1.\n", + " 1. 1. 0.92857143 0.92857143]\n", + "Test set accuracy with Logistic Regression and scaled data: 0.96\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/MortenImac/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:762: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -778,9 +909,34 @@ "skplt.metrics.plot_cumulative_gain(y_test, y_probas)\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], - "metadata": {}, + "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": "3.6.8" + } + }, "nbformat": 4, "nbformat_minor": 2 }