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RottenFruits/bayes_linear_regression.ipynb

Created August 11, 2018 06:38
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bayes_linear_regression.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# library"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"using Distributions\n",
"using DataFrames\n",
"using StatsModels\n",
"using Gadfly"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# function"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"weight_distribution_hyper_parameter (generic function with 1 method)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#ウェイトの事後分布のパラメータを求める\n",
"function weight_distribution_hyper_parameter(y, X, mu, lambda, l)\n",
" if mu == 0 & lambda == 0\n",
" #初期値\n",
" mu = zeros(size(X)[1])\n",
" lambda = eye(size(X)[1]) #単位行列\n",
" end\n",
"\n",
" lambda_hat = (l * X * X') + lambda\n",
" lambda_hat_inv = inv(lambda_hat)\n",
"\n",
" mu_hat = lambda_hat_inv * ((l * y' * X') + mu' * lambda)'\n",
" \n",
" return [mu_hat, lambda_hat, lambda_hat_inv]\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"sampling_weight (generic function with 1 method)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#パラメータに応じて重みのサンプリング\n",
"function sampling_weight(mu_hat, lambda_hat_inv, iter)\n",
" sampling = rand(MvNormal(mu_hat, Array(Symmetric(lambda_hat_inv))), iter)\n",
" return sampling\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"bayes_fit (generic function with 1 method)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#モデルをフィット\n",
"function bayes_fit(formula, df; mu = 0, lambda = 0, l = 200, iter = 100)\n",
" \n",
" dm = ModelMatrix(ModelFrame(formula, df)).m' #計画行列\n",
" parameter = weight_distribution_hyper_parameter(df[formula.lhs], dm, mu, lambda, l) #パラメータ計算結果\n",
" \n",
" weight = sampling_weight(parameter[1], parameter[3], iter)\n",
" \n",
" return [parameter, weight, formula, df, dm, l]\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"predict (generic function with 1 method)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#新規データ予測\n",
"function predict(model, X)\n",
" df = deepcopy(X)\n",
" df[model[3].lhs] = 1 #目的変数に適当な値を設定、特に意味はない\n",
" df = ModelMatrix(ModelFrame(model[3], df)).m'\n",
" \n",
" mu_p = (model[1][1]' * df)'\n",
" l_p = diag(1 / model[6] + df' * model[1][3] * df) #対角が精度\n",
" \n",
" mu_p_plus = mu_p + sqrt.(l_p)\n",
" mu_p_minus = mu_p - sqrt.(l_p)\n",
" \n",
" return [mu_p mu_p_plus mu_p_minus l_p]\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"model_evidence (generic function with 1 method)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#モデルエビデンス計算\n",
"function model_evidence(model)\n",
" #各種パラメータ\n",
" mu = zeros(size(model[5])[1])\n",
" lambda = eye(size(model[5])[1]) #単位行列\n",
" mu_hat = model[1][1]\n",
" lambda_hat = model[1][2]\n",
" y = model[4][:y]\n",
" l = model[6] \n",
"\n",
" me = -0.5 * (sum((l * (y .^ 2)) - log(l) + log(2 * pi)) + mu' * lambda * mu - log(det(lambda)) - mu_hat' * lambda_hat * mu_hat + log(det( lambda_hat)))\n",
" \n",
" return me\n",
"end"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# experiment"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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pbMxxvM/o7jBVZ2dnjeNkHtbdYTIpvUertS0+uKjQ2LEJBIApujsMMRBEEAH8+w8cbgNZAHyL6wMgwklEgYDuDlMRweG+jw26O0zl+1ALgLywWwm2bSOimKy7w2REeLTuBsZKIiLR79OrH3vxb0+JjP890atDNEBEV+huZIwxxkaEjRs3jtXdYAoiOj/n09D3X6XcdRuJ/nUz0fYcDfQV6Cki4t+IHYDrbhvDz01pnZ2dNel0Oqi7w1Tt7WSvW9dTp7vDVESE6fR2/s1XGdX8GcaDrkLxeDwwOFj7E90dpkDEXwUEzFp4JHz7G8fChs81ws+HXn3dG2PBAkRUuvtMRDS0sqOjO6S7w1R79gSX5HINl+juMNW4cd0n19Wp23V3mMrzvJp8fuBx3R0mGxio+0W1tsUHFxXq7Y0RAHbq7jAJInpBxGWH23hSg43vf+213j8gIunuMhWRyiolhnR3mEttJ4I3dFeYisjvQ6StujtM1d/frwCIZ3RZ9JLuAsYYY4wxdigRkUgmM2fp7jCZ42TO1t1gMsfpnu+62/gOnSUkEj3Huu6Wqbo7TBWPb52YSvXM1d1hqrY2slKpLr6LchnVnNF8WqRCiUTCEgL5fGdZgtcWKQORliIO8doiJViWulAp/1TdHaayrPws31dX6u4w1fz5XkAp63O6O8xWvRnNBxcV6uqKKQD6pe4OkwlBP9fdYDIi9WwuF3hTd4e56AXLgi7dFaaybdyGSBt0d5hq586dPiI8qbvDZDyjGWOMMcZGu7Y2slzXu0F3h8mkzHxMd4PJHCe7MJ3uOUJ3h6kcxzuNrykoLZnsanTdzAW6O0zV3k6263rX6+4wWTVnNJ8WqVBzc0IQAd95sgwicZXuBpMhwgLfV+N0d5gKEWO+r2br7jAVojVVKcEXLJYQCnk2EV6mu8Nk1ZzRfHBRoVgs5itFd+juMJv6ou4CkxHhKqKaV3V3mMr3xVNCWM/r7jCV7wdetCxRtYWnRpoNG0J5Ifyv6O4wG89oxhhjjLHRbe/5vLt0d5hMSu/ruhtM5jjeZ+Jxj1fWLcFxMpfyfQpKkzI7h68pKC2dTgelzNypu8Nk1ZzRfFqkQmPHJpAIWnV3mIwIY7obTIaIJwSDyAtPlYAopvm+xfcBKYEIximFM3R3mKq+vl4AiKjuDpNVc0bzwUWFYrFYoVCARbo7TEaEfIOfMpTK3ZbL7ejR3WGqwcHcw0LU8H0KShg3TiWCQXG37g5ThUKhoUKBFuvuMBnPaMYYY4yx0S4ejwek9J7W3WEyx8k+q7vBZFJmH0qlss26O0wlZfYmx8ku1N1hKsfJnu442a/q7jBVJpOplTL7K90dJqvmjObTIm8DIvbpbjAZIvXqbjAZIvX7vlK6O0xFBIMAKqe7w1RCqAIiDOruMFWhUCAA4hldBs9oxhhjjLHRjohQys3H6e4wmet2zdLdYDLHyYQ6OztrdHeYynU3HZlKZcfr7jBVOr29QcqeY3R3mIqIhONsnqm7w2TVnNF8WqRCiUTCBrBW6e4wmVLWat0NJkMUXxwYCPIPhxKIApf7Ppynu8NUudxAmEgt091hKs/zgoj2St0dJqvmjOaDiwr19sYIEZK6O0yGSAndDSYjor/kcjSgu8NURKrHsny+PXoJiLBLCNqsu8NU/f39CkA5ujtMxjOaMcYYY2y0K57P8y7S3WEy181erLvBZI6TOXv9+s7DdHeYSsrsHH6rbmnpdGaylF0n6e4wVVsbWY7jLdDdYbJqzmg+LVKhRCJhIcItujtMphTcqrvBZIjimvr64ETdHQY71/eBbyFfQi4nZhBZl+ruMNX8+V4AEW/W3WGyas5oPrioUCwW8xHpAd0dZqP7dReYjIjW+r56XXeHqYSAdZalOnR3mApReESKbxJVgueFCgDwHd0dZuMZzRhjjDE2urW1kSVlhk+LlOG6Hp8WKcNxMovj8a18WqQEKb1zUqksnxYpoaOje4aU3gd0d5gqHo8HXDfLp0XKqOaM5tMiFWpuTggA5As6y1AK+YLOMhDFWcFgni/oLAlP9H3gCzpLKBRoMhHO191hqgkTJlhEwBd0llHNGc0HFxWKxWIFRLhNd8dbIaI5vQV6esinPUM+9fcW6HdE1FKdbeOnq7GdEezuvj7xiu4IU1lW/gnb9p/T3WEulVZKPKi7wlShUCgHQJ/V3WEyntHsHSGiaE7R4Dd6KN8aJ4puIPqvbirkfBoiIn4LG2OMMWaS9naypfQe0d1RTl+BfvW1HipAO9G+f76aJb+3QId8qV0pvUcP9TZGMtf17uro2DRNd4epXDd7dSrlXai7w1SpVDbmON5ndHeYqrOzs8ZxMg/r7jBZNWc0nxap0NixCQSAKbo7yrEQTn58B1j7//3jO0AEEQ75uVoiPPpQb2MkI8JJRIGA7g5TEcHhvo8NujtM5ftQC4C8sFsJtm0jopisu8Nk1ZzRfHBRoXnz5uVraweNvlKbAPwA/v3fB7D4sUO9/bq6gfcd6m2MZIg1y+fOne7p7jDVmDG51cFg3091d5hq167pfxoYEHfo7jBVKBQaCgTqPqS7w2TVnNF8cDGKEEH7dVMgv//fXzcFCgWCQ35ahDHGGAPgg4uKxePxwOBg7U90d5RTb8GKKybBwBMnwtClEwHePxHg8TkwdM1RMDjGgn851NsfGKj7xaHexkhGNLSyo6M7pLvDVHv2BJfkcg2X6O4w1bhx3SfX1anbdXeYyvO8mnx+4HHdHSar5oy2q7Whka63N0bjx3d36u4oBxE3E9Fx54+Hfz9nPJwHABhE+G1QwBcQsQpvgaSXDv02Ri4ilVXKHtLdYS61nUi8obvCVER+nxBiq+4OUxWXXB9j9IzWj2c0Y4wxxkaoA1z+N3LcfN0nZvlKfBcAJgHAdgHWonvW3HPAI9fli5dJKL7bIw8AgEh3fOuhVRUv4kJEmEplo+FwKHkw2kejZLJ7Xmvr9LjuDlNJmZ3T3y+6Tjtt2oDuFhMV36YrcnPnNr+qu8VEjpMZp5Q9MRabtkl3i4mISLhuNhyJhBzdLaaq5owe0ddcKF88gAD3r1xzbzMCrFbgry77+UDnr1xz79SVa+6d+nYOLAAAEomETQR3vbvi0Q2Rvqa7wXC3NjQoo9/OrJPvBy4tFKwzdXeYS8wRQl2nu8JUnucFAfBO3R0mq+aMHrEHFzfdcNNUAogMBfOPAAAMBfOPAMG8pYuXHpL3OXd1xRQA/fJQPPZoIQT9XHeDyYjUs7lc4E3dHeaiFywLunRXmMq2cRsibdDdYaqdO3f6iPCk7g6TVXNGj9gLOilPjYCwdfXq1XkAgNWrV+eXL1621VLWdADYdqCvEYA/XrZ4GSLh8xjA2771wLe27Pvxzs7OmoGB4DGWpfrnzGnatn5952H19cGJvq9ej0Zxl+tu+n4qlW3u6xOvnHbatIGOjk3TiAKBuXOnZ9auBTF7dnejUmIoEpn2cjy+tT4YzE/O5QJvzpt39GvpdM8Rvq/GWVbd9jlzjuyLx70pwSDW5XI7eubNm5d3Xa/J95VqbW3OptPpoO83TD1wR9OuZLJzkm0Hxx6oAwCwo6M7RGTlwuGpW4Y7CoVcb2vrzB2pVHY8AIwPBgd2zJ49u3e4w7L6tsyZMyfnOJkQAEA02uQNd+RyNDBvXuiVjRs3js3l6iYBwBstLY1vDHfkcoFt8+Yd3Q9gP5ZKZZuH7+XQ0dEdQszn5849tmfdup66hgY1Zf+O/v7ca6ecMvPNdDoz2fdF/b4dQiCGw6FMPB4PBIOTpu3fYVli15w5016Px7dODAbzhw13uO6WqYh+cOPG6dmFC0F1dHQ37d9BlO8Lh4/d7jiZcZYljti/o64u9/LMmTOHksmuRssSYt+OQgEHW1unb02ntzf4/sCR+3cQ1bwaDk/eI2XPMUKomn06nvP9gXoAgEwmU9vbK47evyOXK+ycN2/G7o6OrqOIrDH7dti2ZbW0NHa1t5M9YUL39P07Bgas3SefPHXnn/60ZUJdnX/4/h07d07vPuccLKRS2eZcrlCYN29G93AHor9n7tzmV+PxzYcHg/aE/TvGjlVbm5qaBuPxzdODQdvet2P4Ne+628YgDh21f8fwaz6Z7D7atql2345CwfdbW5uzxX0Ps4j+HgCA/V/zrrvpSMRAw3DHu9n3hjsOtO+VnwH/v6PcDNh/39u/Y/99b98OpYj23feGO4qveSIh8BkAgP1nwPBrft99b7ij1L433HGgfW94BpTa94ZnQKl9b28HHWjfG+4ote8Ndxxo3xvuKLXv5XKBbwMAHGDf+38dpfa94Y4D7XvDHaX2veGOUvvexo3Ts5ddhv6B9r3hjlL73nDHgfa94Y5S+95wxz773n8DAOzbMfyaH54BB+Pnc/Hn7ahCJa8h8YX64Mo1987YA3uOJ0FbqeD/YP/P2b1bHKWUWpHL4QcBAGpq7Fal1Aoh4JS2NrIArLuUUivq63PTAAB8316ilFrxzDNgtbS8WK+UWgHgX1v82sFjlVIrLCv3zwAAuVzhTKXUikJhz4kAALYNVyqlVtTUHHEEAAARfFoIcTMAQKFw+JFKqRX5PH4YAKC+3ooUHxtPAwBAtC8qfq0fKnZYNyilVmzatCmYSLxSq5RaQeRfBwAQCBSai99D8ILidvAMpdSKgYG6luLH8bLi/x8zofjYcAsAfAoAYGho7ESl1IpAAC8DABgYqGspPja8BwBAiOAFSqkVtp1vKj524T6l1IpE4pVaz/OCxe/Xur74fPghpdQKRHtBsZlOU0qtqKurCQMA5PNiYfF7PmxSsQM/SQS3FL/2iCOK26ErAAD6+2tPLP47Fc4AALCs3PlKqRXBoD9jb8dipdSKOXN21CUSCVsptcL37SUAAGPG5KcXvwfrouLX4qnFr7WjxX8n/KBSasXu3eKo4vcobgKAW4v/+/BxxedSXVls7juh2OyfVXwuh85TSq1QamBm8Xvwr1FKrZg+fdOYtWtB+D7db1nWpwAAXn/dnlr8N7Xfv/d5P7n4XFux4vODH1BKrejrs6cUt41LlYLPFF8PLx9efC7po8V/p8HZSqkVtbX+OXuf638qPvbgrOIru7BIKbViwoTusUSExedSLAUA6O0VRxefH+uS4nbs+cXv0Z6/97V1SbHDOqb4urU/UXz+CMeN8xqK2yksKm5ncFbxdZk/DwCgttY/p/jvNHh88XtUHynuPy8fDgCgFHzGssQyAIC+PnsKEXydyF5e/NpArPg9wsnFx7YvVkqt2LVLTSvuI/bHlVIr1q4FMX36pjF7X/OLi9/D4Mziczn03uK/k3/W3n1vTvHj6srix8cN3+3y1r3/zjA4iEfunQEfAgAIBu1ocT/GU4uvLesipdSKMWPy04vPj31j8TWfsGfNenXvvle4tvi1/oy9M+D84murcIZSakV/f+2JxdceXV7cByZMKD423DI8A/L5wyYVX1tiYbGrLkxEdyilbip+bfDC4r+5aio+l/kblFIrPM8LPv/8lpq9s+j64nOpmoodwQv3buc9SqkVg4N14eJzKS5TSq0YGho7ce9r/ua9cwAAJk4sfi1dDgAwMFA7t/g94hnF10P+guJzWWguPrZ/nVJqRSr1at2mTZuCe/e9GwEAGhoKjXtnwN7VpfG04uvBihS/Z/xwcf+pGd73PkkEny7uW+PGF1+3cGWxec/wDDiz+Hzk/tn36V8ta+i2vR2LlVIrWlperH/mGbCKj2t/DABg9241fe++d3FxO3BK8bkMxIrPZXEG9PZak4uvW7F8eN8bO/aVccXvQX2k+G86ePzeGXB2cd/Ln1d8fgaPK35t4Wql1IqZM72xRCSKz6X98eJr3jqm2BW4pPg92CcVn0t7XvG1hZcWXy+Bo4vPtViqVHHxzAkTuscW91NaVNzO0Oy9M/Dcva+9c4udQ7OLH6ePKqVWjB+f/eTefe822y7ue/39gb0zAC8FBrD02qXTll+zrHfJkiUBAIAlS5YEll+zrLeS0yKf+uiSKZ07nUsAACAASURBVMsXLxuCt3FBazweD0jpPf0ukkc9x8nyjbrKkDL7UCqV5SXFS5Aye5PjZBfq7jCV42RPd5zsV3V3mCqTydRKmf2V7g6TVXNGj9jfXKx6aFUPIaSCQ8GrAQCCQ8GrATGxas2qbQAAyxYve+/y65YfDQCwdOnShmXXL2sEAFi4cKFVsO0lACABgCrdXiwW84ngGwf/Oxk9hIC7dTeYjEg93N+fe013h8F+Z1mQ0B1hqmBQbUb0n9DdYaoNG0J5Ivqm7g6TVXNGj+i3oi5dtPR4y8KHCWAyAmwTQi365oP3vQgAsHzxshcA8PMr16x84uNXf/wYW1hPAeBEACIAdJDw5m89/K3Nur8HxkYKIqoBgOMBYA8AdCHiIV+vhjHGRrX2drJd1+O3opYhpfd13Q0mcxzvM/G4N+LeikpE6BPdklPU31+gXF5Rod+nV4jooC6C5DiZS1OpLn4raglSZue4rne97g5TpdPpoJQZfitqGdWc0SP2tEi1jR2bQCJo1d1hMiKM6W4wGSKeEAxine6Ot0sB3LwzD1+9MAV19b+HQN1zYC3vhMk5BT8movccrO0gimm+bx11sB5vtCGCcUrhDN0dpqqvrxcAIqq7w2TVnNF8cFGhWCxWKBRgke4OkxHhlbobTKZU7rZcbkeP7o63a0jB55a8CLW/3bvqR4EAHnwF4OtbwN7jw78erO0MDuYeFqKG71NQwrhxKhEMCr6uqYRQKDRUKNBi3R0mq+aMHtHXXDDGDi0iGgMAfUetA9ie+9uPXTQB4LEToHusjY1a4hhjxuLfXFQoHo8HXDfLV2qXIaXHS66X4brevcM3KBpBBn2CwpGBv//AUUEAIjhoq5g6TvZGx8nwkusluG7mZCmzX9DdYarOzs4aKT1ecr2Mas5oPrhgjJWEiP6ggv/9Qgjy1j6/5zzMBlgxDQbH2PB3N6NjjDHGGCuLiI7p9ynzUj/t+YpH9PUe8nfmaaCvQL/b+/ZUxhhj7wQRoZSbj9PdYTLX7Zqlu8FkjpMJdXZ2jsgfxkQUJKKPDfj0cM6nVUR00G8V7Lqbjty77gU7gHR6e4OUPcfo7jAVEQnH2TxTd4fJqjmj+bRIhRKJhA1grdLdYTKlrLJL3v+jQxRfHBgIjsgfDoiYQ8T76yy8JmjhUkQ86NcfEQUu930472A/7miRyw2EidQy3R2m8jwviGiv1N1hsmrOaD64qFBvb4wQIam7w2SIxLduLoOI/pLL0YDuDlMRqR7L8g/aqoyjDSLsEoL4rsIl9Pf3KwDl6O4wGc9oxhhjjLHRrng+z7tId4fJXDd7se4GkzlO5uz16zsP091hKimzc3jV2NLS6cxkKbtO0t1hqrY2shzHW6C7w2TVnNF8WqRCiUTCQoRbdHeYTCm4VXeDyRDFNfX1wYm6Owx2ru8D30K+hFxOzCCyDvqFtKPF/PleABFv1t1hsmrOaD64qFAsFvMR6QHdHWaj+3UXmIyI1vq+el13h6mEgHWWpTp0d5gKUXhE6le6O0zleaECAHxHd4fZeEYzxhhjjI1ubW1kSZnh0yJluK7Hp0XKcJzM4nh8K58WKUFK75xUKsunRUro6OieIaX3Ad0dptq7RAOfFimjmjOaT4tUqLk5IQCQL+gsQynkCzrLQBRnBYN5vqCzJDzR94Ev6CyhUKDJRDhfd4epJkyYYBEBX9BZRjVnNB9cVCgWixUQ4TbdHSYjwk/rbjDc3X194hXdEaayrPwTtu0/p7vDXCqtlHhQd4WpQqFQDoA+q7vDZDyjGWOMMcZGu/Z2sqXM3qe7w2SO431bd4PJHCfzJV4bojQpM5cnk1m+/XcJyWRXWEpvue4OU6XT6aCUHt/+u4xqzmg+LVKhsWMTCEC8KE5ZyAu7lYEoGoVQI3LhsuoQRyICL1xWAqLVQIRH6+4wVX19vQBAntFl8Yw20saNG8fqbjAZPz/lue62MUTEB/QldHZ21qTT6aDuDlO1t5O9bl1Pne4OUxERptPbG3R3mKyaM5oHHWOMMcYOKj64qFA8Hg8MDtb+RHeHyQYG6n6hu8FkREMrOzq6Q7o7TLVnT3BJLtdwie4OU40b131yXZ26XXeHqTzPq8nnBx7X3WGyas5oPrioUG9vjACA30ZYBiJt1d1gMkTagZjP6+4wFSLstizq091hKsuCQQB6Q3eHqQqFAhGpbbo7TMYzmjHGGGNstCMidF2vVXeHyZLJ7nm6G0wmZXYOX5BXWkfHpmkdHV1H6e4wleNkxiUSPcfq7jAVEQkpvajuDpNVc0bzaZEKJRIJmwju0t1hMkT6mu4Gw93a0KCm6I4wle8HLi0UrDN1d5hLzBFCXae7wlSe5wUB8E7dHSar5ozmg4sKdXXFFAD9UneHyYSgn+tuMBmRejaXC7ypu8Nc9IJlQZfuClPZNm5DpA26O0y1c+dOHxGe1N1hMp7RjDHGGGOjHREJ181cobvDZI7jXaW7wWSO4y1wnMw43R2mSqWysVQqM1t3h6mk7DkmmcycpbvDVHuXaLhMd4fJqjmj+bRIhRKJhEWEN+juMBt+THeByRBxoWWJI3R3mEopOM33xVzdHaYiUiFEcb7uDlOFQp4NANfr7jBb9WY0H1xUKBaL+UTwDd0dJhMC7tbdYDIi9XB/f+413R0G+51lQUJ3hKmCQbUZ0X9Cd4epNmwI5Ynom7o7TMYzmjHGGGNstGtvJ9t1PX4rahlSel/X3WAyx/E+E497/FbUEhwnc2kq1cVvRS1Byuwc1/X41/4lFJdcz/BbUcuo5ozm0yIVGjs2gUTAN9EqgwhjuhtMhognBIPIN9EqAVFM832Lb6JVAhGMUwpn6O4wVXHJdcE30SqjmjOaDy4qFIvFCgD+Ut0dJhPCX6K7wWRE6st1dbmXdXeYCjH/Q8uCp3V3mCoYrHMRxb26O0wVCoVyRIXlujtMxjOaMcYYY2y0i8fjAdfN8pXaZUjp8ZLrZbiud6/jZEK6O0zlONkbHSfDS66X4LqZk6XMfkF3h6k6OztrpPR4yfUyqjmj+bQIY4wxxhhjjDHG2IhHRMhvIywvmew+WneDyZLJzknxeDygu8NU69d3Hua628bo7jBVJpOpTad7+A6vJfCMfmvVnNF8WqRCiUTCtm14RHeHyRDpUd0NJhMieFcwOGma7g5T1dYGr1FqaIHuDlPt2iViuZy6VXeHqTzPq7FtXKO7w2TVnNF8cFGh3t4YIUJSd4fJEIlv3VwGEf0ll6MB3R2mIlI9luW/qrvDVIiwSwjarLvDVP39/QpAObo7TMYzmjHGGGNstCMi4TjeRbo7TOa62Yt1N5jMcTJnr1/feZjuDlNJmZ2TSmWbdXeYKp3OTJay6yTdHaZqayPLcTw+rVZGNWc0nxapUCKRsBDhFt0dJlMK+HxwGYjimvr64ETdHQY71/eBbyFfQi4nZhBZl+ruMNX8+V4AEW/W3WGyas5oPrioUFdXTCHCY7o7TIaofqC7wWRE8KRliV26O0xFRAnLEht1d5iKyN8ihHpOd4epPC9UQKQ23R0m4xnNGGOMMTbatbWRJWWGT4uU4boenxYpw3Eyi+PxrXxapAQpvXNSqSyfFimho6N7hpTeB3R3mGrvEg18WqSMas5oPi1SoebmhABAvqCzDKWQL+gsA1GcFQzm+YLOkvBE3we+oLOEQoEmE+F83R2mmjBhgkUEfEFnGdWc0XxwUaFYLFZAhNt0d5iMCD+tu8Fwd/f1iVd0R5jKsvJP2LbP1xSUpNJKiQd1V5gqFArlAOizujtMxjOaMcYYY2y0a28nW8rsfbo7TOY43rd1N5jMcTJfkrLnGN0dppIyc3kymT1Pd4epksmusJTect0dpkqn00EpvZW6O0xWzRnNp0UqNHZsAgFopu4Os+FxugtMhigahVA1ujvMJY5EhPG6K0yFaDUQIS8OWEJ9fb0AQJ7RZfGMNtLGjRvH6m4wGT8/5bnutjFExAf0JXR2dtak0+mg7g5TtbeTvW5dT53uDlMREabT2xt0d5ismjOaBx1jjDHGDio+uKhQPB4PDA7W/kR3h8kGBup+obvBZERDKzs6ukO6O0y1Z09wSS7XcInuDlONG9d9cl2dul13h6k8z6vJ5wce191hsmrOaD64qFBvb4wAgN9GWAYibdXdYDJE2oGYz+vuMBUi7LYs6tPdYSrLgkEAekN3h6kKhQIRqW26O0zGM5oxxhhjIxYe6g0sXLDwKgRYQwTHrH1q7Y59/j6CAA4RnL32qbXPvpPHvvm6T8zylfguAEwCgO0CrEX3rLmn891+7oEQEaZS2Wg4HEq+k9Z/BMlk97zW1ulx3R2mkjI7p79fdJ122rQB3S0m6ujYNA1A5ObObX5Vd4uJHCczTil7Yiw2bZPuFhMRkXDdbDgSCTm6W0xVzRl9yE+LjOkf82MA2CMEfWTfv0egawFg89qn1r7jO/IpXzyAAPevXHNvMwKsVuCvPhifeyCJRMImgrveaes/AkT6mu4Gw93a0KCm6I4wle8HLi0UrDN1d5hLzBFCXae7wlSe5wUB8E7dHSar5ow+5AcXa55ZMwhA3yfCxcN/tyS2JACAVwHQGgCgd/K4N91w01QCiAwF848AAAwF848Awbyli5dOfjefW0pXV0wB0C/fSes/CiHo57obTEakns3lAm/q7jAXvWBZ0KW7wlS2jdsQaYPuDlPt3LnTR4QndXeYrJoz2q7GRgTRdxTisisu/FD0saced3ZPfv1iIDxCFOyH3+ljUp4aAWHr6tWr8wAAq1evzi9fvGyrpazpALDtnXxuPL51om3nPwigspFI06+kzM4BgNOJ1J+jUZRSelLK7BKl8BetrdO3um7mCiJx2EsvTf/O/PleYPducTUAvRaJhH6cTHY1CmGdDwB/iUQa/+A43fMRKUpUaI9GZ3RKmX0fABxdKBR+OG/ejN1SetchYiEcbvzun/60ZUJNjf8hRNUdDjf9byLhHW9ZeAYAbYhEQo7jZM5GFMcBiF9GItNeljJ7GQCMe+ON6Q9OnbrJ2rMneA0ivB4ON/6oo2PTNN8PXCiEv7Glpfm5ZLJ7nhDUiug/Gw43v+g43gJEnCoErG1paXzDcTKLAQCi0aY1qVR2vFKwkIi2RKOhJ123axaRdZYQkGhpaUykUl1nKmXNtqz8U3PnHtsDgJ6U2SWBQN+agYEBsu1J1wLArkiksa14Z0p1kVLqxdbWpmdd12slwnm+T7+PxUJ/TaW8C5XCaYGA+NGcOdNed5zMNYhoRSKhBx0nMw5RXEZEL0ejoV9Kufk4APtsInSi0ekbXLf7DCI6vlAo/O+8eTO6Xdf7EBFOOPxw9V3PCxXGj+++DkDtjkSafphMdh8tBL0PgDojkVC7lF4UAOcrBX9obW38i5SZ8wFEY6EQ+PG8eUe/JmV2ESIFw+HQd9av7zystjZ4BSK8Eg43/jyR6DnWstS5AL6MRJr/7DjZ0xFhDpH6dTTa5BVXsMRJhULge7HYlEHX7Q4GAkPvBYBH0+nM5HxevB8RNofDjb9NJrvCQlgnI+K6cHj6C46TfS8iNCHmnwiHj90uZfajRFAXjTZ+O53e3pDPD1yFiNvC4ek/6+jonuH79E+IKhUON61PJr1ThcC5iPSbcDiUcZzMpYjiSMSa74fDk/dImV1CRH3RaOgHHR1dR/m+dYlS0NXa2vh0KtUzVyl1qhDi+ZaWaR3JZPY8IaDZsvyfzp3b/KrjeFchYkMk0ri6eN+OoY8Qqe3RaNMTrus1EeF7ieiFaDS0znUzpxCJFsvC386dO32z63a/n4gm19YOPDp79uxex8neiAgDkUjj95LJzkkAOFMp3wMonkICgNOV8v/U2trsuq53LhEeWyjQz+fNC70yvO+Fw9MfeP75LTX19WrR/vseEaSj0cY/Stl1EoAVGd73XDd7MRFMGRzMPXbKKTPfdF3vegDMh8ON391/BiST2ROEgPcM73tSeucUO4szQMrM5QDi8DfemP5gKOTZu3eLqxFpZzgcejwe3zzdtu0LEPGv4fD03w/PAIDCM5HIjJccx7sIEY8hUm3RaNMuKb3riMiPRpseTqd7jsjn1YeFoJ6WltBTqVRmtu/TmYgQBwBIJjNnCSFmIVpPhsNTtzhOdiEijA8E+tYAAOTzDYuJ4I1otHGt626ZSuQvGN73UqlsTCmICaGea2lp2niAfW8xImAk0vTQ/vve8AxQCpOtrdPjw/ve8Axw3eyHieCIMWNyD2/Zcqxf3Pf+dgYQqZei0aZnhve94RngupkLiMT0oSHr8ZNPnrrTdbNXE5EdiYQejMc3H27b9uUAsDUSafyF42yeiWifMzwDpMy+BwBO8H3/ieLrx/sgAE7s7xePbNkyNXfccd3XI6o3w+Gmx+Jxb4pt48WItCkcDv3OcTIRRHESAPwxEmlMS9n1zwBWSKncT1pbZ+6QMvtRRKoNh0MPbNy4cezgYN2VB9j33HC46U+O452GiCfuv+/tnQEDrtt94/C+t/8M6OjoavF965ThfW//GeA43kcQcUwk0rh6eAYQqVej0aafplLZZqXgPKWoo7U19PzwDBACnm5paexynMwliOIo2677n7371xIi2hONhr7vupuOJApcSgSZaLTxN+/0Z/L+qvJukceeetwhAEeBdS0AgCK8lgCefuzXj/Uc3C3R27iG5O18bvF8HoA69+0W/YN5j+4Aw50IgPW6I0xFRI2IME13h6mIYJxSipekL8kSiOJ9uitMNjTUf1m1tnXIL+gcdvlFH15KCv+dbGhFHzYj0qIf/vJHj73Tx1t67dJpQuFfcjX5I1avXp1fsmRJIDgUeF0hzVy1ZtW2d/q5pcTj8YBtT3wqEgnx2gclOE722Wi08SzdHaaSMvuQEHBHS0sj/+r/AKTM3kQE26LRxrW6W0zkONnTAeCiaLTx33S3mCiTydTu3i1+Gok0nq+7xVTVnNFVu8/FUKDwA0AYgwq+DwB9dXsanng3j7fqoVU9hJAKDgWvBgAIDgWvBsTE8MHCssXL3rv8uuVHV/K5lYjFYj4RfOPdNI92QsDduhtMRqQe7u/Pvaa7w2C/syxI6I4wVTCoNiP672pujmYbNoTyRPRN3R0mq+aMrtpvLgAALrvosu8B0UcQ4b4f/nLt0nf7eEsXLT3esvBhApiMANuEUIu++eB9LwIALF+87AUA/PzKNSufeKvPZYwxxtgIdflFH1542YKFdMWCD83T3fJ2tbWRJWX2C7o7TCZl5su6G0zmON7Sjo6uo3R3mMp1Mxe4buYU3R2mct2uWY7jXaW7w1TxeDwgpfd53R0mq+aMru7tvwnPB4COx558fMTdaKm5OSEAiN+DXwaROFt3g8kQcT6RNUZ3h6mIxEylBF/QWYJS1kQAPFF3h6kmTJhgAeAZujtMVs0ZXZW3oi68cOEJQlALEXwUgZZXY5sHWywWK7hu17s+lTOaCeEv0d1gMiL15bq6Aq9PUwJi/odCBHjtlRKCwTo3nx/ydHeYKhQK5aTsGpE/X6qlmjO6KtdcXLZgoQSA4wDwMRpDN65du9avxnYZY4wxxowVj8cDrpvlK7XLkNLjJdfLcF3vXsfJhHR3mMpxsjc6ToaXXC/BdTMn83VfpXV2dtZI6fGS62VUc0ZX5bTIaEFEDbobTEaEY3U3mIwI6y0Lq3ud0wiCCLVEIqi7w1RKCRsAanV3mMq2bQRAntFl8IxmjDHGGBvtiAjjcY9XtCwjmew+WneDyZLJzknxeDygu8NU69d3Hua62/jdNCVkMpnadLrnCN0dpuIZ/daqOaP5V7QVSiQStm3DI7o7TIZIj+puMJkQwbuCwUn8VssSamuD1yg1tEB3h6l27RKxXE7dqrvDVJ7n1dg2rtHdYbJqzmg+uKhQb2+MECGpu8NkiMS3bi6DiP6Sy9GA7g5TEakey/Jf1d1hKkTYJQRt1t1hqv7+fgWgHN0dJuMZzRhjjDE22hGRSCYzvOJnGY6TOVt3g8kcp3s+X1NQWiLRc6zrbpmqu8NU8fjWialUz1zdHaZqayMrleriuyiXUc0ZzadFKpRIJCwh8HbdHWYTvLZIGYi0FHGI1xYpwbLUhUr5p+ruMJVl5Wf5vrpSd4ep5s/3AkpZn9PdYbbqzWg+uKhQV1dMIcJjujtMhqh+oLvBZETwpGWJXbo7TEVECcsSG3V3mIrI3yKEek53h6k8L1RApDbdHSbjGc0YY4wxNtoVl1zP3KK7w2Su6/Hb5MpwnMzieHzrRN0dppLSOyeVysZ0d5iqo6N7hpTeB3R3mGrvEg036+4wWTVnNJ8WqVBxyXW8SHeHyZTCi3U3mAxRnBUM5g/T3WEuPNH3oVl3hakKBZpMhPN1d5hqwoQJFhHwfVLKqOaM5oOLCsViMV8pukN3h9nUF3UXmIwIVxHV8H0cSvB98ZQQ1vO6O0zl+4EXLUvwjepK2LAhlBfC/4ruDrPxjGaMMcYYG93a28mWMnuf7g6TOY73bd0NJnOczJek7DlGd4eppMxcnkxmz9PdYapksisspbdcd4ep0ul0UEpvpe4Ok1VzRvNpkQqNHZtAAJqpu8NseJzuApMhikYhVI3uDnOJIxFhvO4KUyFaDUTIiwOWUF9fLwCQZ3RZPKONtHHjxrG6G0zGz095rrttDBHxAX0JnZ2dNel0Oqi7w1Tt7WSvW9dTp7vDVESE6fT2Bt0dJuMZzRhjjDE22sXj8YCU3tO6O0zmONlndTeYTMrsQ6lUlt9qWYKU2ZscJ7tQd4epHCd7uuNkv6q7w1SZTKZWyuyvdHeYrJozmn9FW6He3hgBwCu6O0yGSFt1N5gMkXYg5vO6O0yFCLsti/p0d5jKsmAQgN7Q3WGqQqFARGqb7g6T8YxmjDHGGBvtiAhd12vV3WGyZLJ7nu4Gk0mZncMX5JXW0bFpWkdHF68aW4LjZMYlEj3H6u4wFREJKb2o7g6TVXNG82mRCiUSCZsI7tLdYTJE+pruBsPd2tCgpuiOMJXvBy4tFKwzdXeYS8wRQl2nu8JUnucFAfBO3R0mq+aM5oOLCnV1xRQA8nLHZSCqZ3Q3mIyINiD6e3R3mApRdQqhenR3mEoI/zUAekF3h6l27tzpA9DvdXeYjGc0Y4wxxthoR0TCdTNX6O4wmeN4V+luMJnjeAscJzNOd4epUqlsLJXKzNbdYSope45JJjNn6e4w1d4lGi7T3WGyas5oPi1SoUQiYRHhDbo7zIYf011gMkRcaFniCN0dplIKTvN9MVd3h6mIVAhRnK+7w1ShkGcDwPW6O8xWvRnNBxcVisViPhF8Q3eHyYSAu3U3mIxIPdzfn3tNd4fBfmdZkNAdYapgUG1G9J/Q3WGqDRtCeSL6pu4Ok/GMZowxxhgb7drayJIy+wXdHSaTMvNl3Q0mcxxvKd/HoTTXzVzguplTdHeYynW7ZvF1TaXtXaLh87o7TFbNGc2nRSrU3JwQAMTvwS+DSJytu8FkiDifyBqju8NURGKmUmKa7g5TKWVNBMATdXeYasKECRYAnqG7w2TVnNF8cFGhWCxWAPCX6u4wmRD+Et0NJiNSX66ry72su8NUiPkfWhbw4oAlBIN1LqK4V3eHqUKhUI6osFx3h8l4RjPGGGOMjXbxeDzgulm+UrsMKb1f6G4wmet69zpOJqS7w1SOk73RcTKX6O4wletmTubrvkrr7OyskdJ7XHeHyao5o+1qbWg0IKIG3Q0mI8KxuhtMRoT1loV8KrIERKglEkHdHaZSStgAUKu7w1S2bSMA8owug2c0Y4wxxthoR0QYj3u8omUZyWT30bobTJZMdk6Kx+MB3R2mWr++8zDX3cbvpikhk8nUptM9fIfXEnhGv7Vqzmj+FW2FEomEbdvwiO4OkyHSo7obTCZE8K5gcBK/1bKE2trgNUoNLdDdYapdu0Qsl1O36u4wled5NbaNa3R3mKyaM5qvuahQb2+Mjjgim9TdYTJE4ls3l0FEf8nlYEB3h6mIVI9l0eu6O/ZFRO8BgAV5BRMCAuIA8AgiDupoQYRdiLRZx7ZHgv7+fgVQ7+juMBnPaMYY04iIcE+BHhrwaeihbZS7u5vUX/tpT79PLxPRTN19jLFRgogEL3dcnuNkztbdYDLH6Z7P1xSUlkj0HOu6W6bq7gAAIKIrduRoYOo6Imgv/hHtRPe/TIW+Av1JR1M8vnViKtXDq8aW0NZGVirVxXdRLqOaM5qvuahQIpGwhMDbdXeYTfDaImUg0lLEIV5bpATLUhcq5Z+quwMAYI8PV33rZajZMvT//04BwOczYI2xYD4RTax2k2XlZ/m+urLa2x0p5s/3AkpZn9PdYbbqzWg+uKhQV1dMIcJjujtMhqh+oLvBZETwpGWJXbo7TEVECcsSG3V3AAD4BBO35QD3//vX8gA+AQFA1d+1QeRvEUI9V+3tjhSeFyogUpvuDpPxjGaMMY0GfVq95hXKD58SGf4zL06UVzRERHW6Gxljo0BbG1mu692gu8NkUmY+prvBZI6TXcj3KSjNcbzTTLmmgIhOzCsaWvpS8VoLaCea+2eil/ppYNCnb+poSia7Gl03c4GObY8E7e1ku653ve4Ok1VzRvNpkQo1NycEEVyhu8NkROIq3Q0mQ4QFvq/G6e4wFSLGfF/N1t0BAICIL9gI7/uvGfBy/5lQ2PkeGHTmgT+9Bu6rEaDlXhOI1lSlBF+wWEIo5NlEeJnuDpNVc0bzwUWFYrGYrxTdobvDbOqLugtMRoSriGpe1d1hKt8XTwlhPa+7Yxgi/qZeQKhGQPQIG86zECbWWvgviJjX0eP7gRctS/CN6krYsCGUF8L/iu6OQ42IbJ/oU28WyMsryr1ZIM8nupmIKrhvFc9oxhhjjO1nT4F+4g1S/8IXiOb8meiyNFF2kPr3FOhHutvYO9DeTraU2ft0d5jMcbxv624wmeNkviRlzzG6O0wlZebyZDJ7nu4OUyWTXWEpveW6V6GuiAAAIABJREFUO0yVTqeDUnordXccSkQ0f8Cn3JF//NsLjSf/kWjQpxwRxcp9fTVnNJ8WqdDYsQkE4DvzlYfH6S4wGaJoFELV6O4wlzgSEcbrrjAVotVAhLw4YAn19fUCAEf7jD5l3W7Ib8/97V9uywGs2w15AHiL+8RUb0bzwUWFYrFYoVCARbo7TEaEfIOfMpTK3ZbL7ejR3WGqwcHcw0LUPKm7w1TjxqlEMCju1t1hqlAoNFQo0GLdHYeYshHoQB+wBRAU7/VWUjVn9N/dJIYxxlhliKgFAE6B4lD/AyIacRMwNjoR0dycguSsP4Pt7bN8XlMtwIsnQyGAEEHEtL5C9rbF4/GAlN7TujtM5jjZZ3U3mEzK7EOpVLZZd4eppMze5DjZhbo7KkFEwX6fvj/oU+65N6hv3W7qzSnKDfh0HxEdkt8IO072dMfJfvVQPPZokMlkaqXM/kp3x6E24NMDO3I0sPQlojMdomUvEe3I0cCAT/e/1ddWc0bzkusV6u2N0fjx2Vd0d5gMkbbqbjAZIu1ALGh5G+NIgAi7haA+3R2VKADc3jMEH/wnCYEtQxAAAJhRB/BsBBZPqYEXAeC/D/Y2LQsGfZ/eONiPO1oUCgUisrfp7jjUagXcWCug/T+b4BZbQKigIHOYDV8HeOvlKao5o0f0aZGbr/vELF+J7wLAJADYLsBadM+aezoP9LnLFy+TADAFAPIAAIh0x7ceWvWWR3qMMba//9venYdHVZ59HP/dz5mZLIBYAVdkJkiLrcKcIeLSVuvbt4tLF2tLtbZKEIqaBLXurXtdKi5VIYCmLkFabaFVK3VrbXGrS0lyzpkYt0jmTLCoQFQEsszMee73j4DStyZGkTwncH+uy+vSTDLnS8zcOcxZno0Bv3lcM3b7S/t/fvyk3YGacXhlpyiF4mZgQpgyqE/o1IG6jYBba+rmjSWgViOo7fPzwd+sqZs3uqZu3uiPu2PBzOS6K+RqiD54Xut40w1h5jiZREtLi1wt0gvPe23XdDo7KK4WKVYY0dL53x9/tQOIKuyxLbbZ3Lx6qFzK3DtmVo6zYnu/WmSrDOSMHrQ7F7NmzBrNgN0dyy8CgO5YfhEYB1RWVO6+LbbX0NAQAaz52+K5txdaW33u3O3oiNSlnZ0x+eXQC+bocUGAQXGfi84Aa/ct/e+Pf74UyGv8e1tsM5frTDLrqm3x3NsD3/djRJHt+j4XW2sgZ/Sg3bngPMdBWFVbW5sHgNra2jwIqyxtjentaxTo3qqKqkz11Oq7Z82YNfrjbK+1tVwDJMsd94FIP266IcyYeTlRsNF0R1gR6Ral9KC4VLfIwvwbx6GzrPiDj32+FPjVWHQNiWCb/IJTKlgL8Avb4rm3B+3t7QHAT5nuCLOBnNHb2Qmd3Os5JIHSxy64Y0GmoqKiaIgaciUK+m4A/7EIUH39ijGRiLqQmbxUKjHfcTKHE+FHRLgvmaRHXNd/3XUztwL6Btve51XX9a8AeNd33klU7bHHKyVdXUXXA7TSthNXNjW1TgwCqmKmJ1KpxN2OkzmGCEcS4c5ksuw51/XPAni8ZfElEyaMfWvTneVytp04y/NeH82cvxigJttO1KTTrYdpTT9mpj+nUomHHCdTQYRDgoBuKi9PvOS6mcsB7D5kSOH0deuGWJFI942A+rdtx3/peW37MwezAPW0bccXeV7bd5iDo5nVXalU/J+elz2DWX+hUKDLDjgg8YbrZm5mBqdSZWc2NrbtqVRwKZF6MZmM3+w42S8R6ZOI1F+SyfhS182eCOgvA2qObcebiZR23cythULRz0aM6Nbr1uFmZryRSpVd1tDgf96y+ExmPJNKlS10HP9oIv4OkfXbZHLMU66bnQXo/YHIL21773+7rv9rABHbTpze1NS6WxDQLwG8bNtlNzY2+ocoxRXMeCiVKvuz4/g/JuLDlIrUTJy4d5Pr+hcBvHc0OuTszs627khkRA1Aq207cbHntY5nprMAPGfbZXem0/6RWvMxWuPuSZPKnnAcv5KIk4WCvuqAA/Zpc13/eiKUJJOJqsbGllFKRa4E6FXbTtzguq0HAjQdoEdsO3Gf52WOZ8b/MGNBKlXmep7/C2aOd3UVzm1rG7eRyE8WCmovABc2NKwcZ1mFc4loeTKZuM11M98EcCwR/SGZTPzDdTOnAkgx41epVJnvupnZgNrJtuOnPf/86yOKivJXM6sVqVT82sbGtgOUCn5KpP6WTMb/6LrZHwL6f4no1mQy0ei6mQsAlCmlLpgwYcy7nuffAuAd2y67IJ3OjtVanw+oBtuO1zY2Zr+mlJ6itVoyaVL8MdfNzgR0uWVZ106YMGaF62Z/BehdksnEqa7rDyfCbAAZ2y67xvP8Scx8CoB/2HbZHzwv+wNm/XVm67ZUasxyx/HPJeJx3d3RXxx00Oh2180uIOL1yWTiPMfJJJjxPSK4AJ5zXf9/AD4ewL22Xfao5/nTmflAZn19KrVPi+P4VxHxyFdfTVSOGfPakOLiyHXM1JZKJa5qbGxNKkWVRHg8mSy7x3X97wF8BBHuSCbLnndd/2yAP0cUXJxMjlvtef48ZnTaduKcpqbX9g4C6yJmSqdSiXmNjZmvKIUTlKL7J05MPOy6mWkADn71xbabE+PHxF85ENPSGzmwiLr3K0Xxu+s2tjS91D4SANLplRO0LlQz05OpVOJ3jpP5LhGO0prqJk1KPOs4mTOJ8PloFJfut1/Zm67rzyGiIJmM/6zn8EfhEkC9YNvxua6b/TKzPhHAAwDgedmTmPWXtFY3T5oUf9FxMpcRYY/hw3HGG29EqLS0cBORWpVMxi9vbMx+QSl9BpH6ZzIZv8vzst9m1t8C1CLbjj/tednTmfV+WluXT5o0ZpXnZW9k1sq2y86or/f3iET4Mma8lEqV3eQ4/heJeCqR9WAyOeYB183+BNCHEllzk8kxL7hu9hJA70VUclZp6frCxo2ROQC9ZduJS9LpzL5a42fMeDaVKqtzHP8oIv6uUvy7iRPHPtlz91GeYFnBlRMmjFvpuv4NAIpsO1Htea/tymxdAdArtp34tedlDmbGNGY8nEqV3e84/glE/BWt9XwAcBz/QiIeU1zcfc4bb4zv/Mxn/HlEtCaZTFzUc3hbnU1E/0omE7d7XuYIZnwPoN/bdmKZ52VOY4atNV89adLYrOP41wEYkkolKuvrV42MRLqvYqbXUqnEdY7TNpkomAHQo7aduNd1M8cB+CpAt9h2wvG8zM+ZkWDG+badeM/z/AXMqj2Viv+iqaltnyAIzmNW9alU/DeOk/06kf4BkVqcTMb/vmkF00lEdE0ymci4buYaQO1s2/FT0+nsZ7TW1wCq1bbjs9PpbLnWeiazeiyVii9xnOwUIv01pVTtxInxBsfJnkek94lGIz8HANfN3gLodbZddr7n+WXMfAGARtsu+9TOQxw0OxezplWewkznAgCBrwxI/11p2nPmzJnR2tra/MyZM6Popj0CFbR92NcvuGNBKwDU1dV1nfmTmTcUIlEfPSe0vn9DkuHD9VudnZHZlqU7AKC7u9BYWhprCwL9NjOrpiY/AqjZGzZE3gAAyyrUMkejhx+OYMmS8R377ts2W2vV3fO1xa/FYvnZuVz0PQCIxSJPBoFOW1bJagAoFHBPLKZKurvXvA0ARLghCLQGgEhk3eogGPp+R0dH4JaWxl4PAv02ADAXHrSs2JMdHWpTR3AbczQ6bty4HABqamqbzWzlACCfj7TGYjy7UMit79kOP0WkXojFOtf0PM6LYzFVUlKyob3nuXHj5u9HUdH6tUEwdHYux50AUFLSmc7lSmYDeAcAtM49EonE/pnLRd/s+VpuV0otKi/fowsAmpraZhPl8z3fD8sfOlS/32FZ9AxAL3V0dK8FgGhULwkC9aBlvbdm03PNUYqo52vffjsWG/V+R2lp1wu5XMlsy1LvAkAQxB6NxfLP5nLWmz1/xkgdURBrbh7VOWXKKL1lx8aN0bahQ/Vs5vyGnq/lZy1LvdLVlVvb8/+J7w0C9cjw4YW3ev6Meq5lKdXz7+vejURGzS4UqKuneeiLQdD5fkc+X/RYLJb/1+bFyZithUrpora2cRunTIH2PHq+UCj8CwB22aXw+vr16v0OZjxvWaollyu093x/+D5m668lJbk3erbN8yMRWD0/D3utKylpe7+jqKj45SDonN3Zaa3b9L3+e0kJ6j9YJC2ySCld1N4+Zj0RcTqdnZ3LFQoAMGyYXrV+vZq9+R0VrQvLI5FIa6GwuSP4M7P12NChwaqen9vCglgsEiEiXraMN4wY8cHPPFD8ilLd73d0dVnLSkrQaFnFq3v+jOp3lsXFHR17rQMApXBdoaADABg6tPBGR0fRg5bF7T1fm28oLY1lN//MA4WlSkWXDRuGVT2vkcItzNHolCnQS5aM27jla0/r4pZI5IPXXjRqPREE2tv82tNa3ROJcHEu1775yovrte557RUX8+rOTvX+ay+XKzilpbGVmzuIggeJok+sW6feGBKhGWvWvLNo/2FDJxcVRd7s7sZzb77erol6Xnu5nLUiFtNbzoCngkA3FRf3vPaCgP4Qi1FJZ+ea9p7nxo1aa+5pfm/NljOguLjTy+WGBlp3j+j52tzDkUjs6c0zQKnobURBLJEYk0skel57m2dAV5fKDB2KLWYAniZSzZtnQCSiFweBKo1G16/d9DO/xZLya9cqNWqLGdDV1DMDeq5aKRSij8Ri+Wdyucim1551BxFiEybs1gnsxlu+9jZsiGS3nAEAP6OUermjI7dpBvAfg0A9pFTH5tfenM2vvXz+3Xe2nAGRyJAXtnztBUHsr6WlkeVdXZ0HA/CIrDqldFE6Pb5jyhTopib1fsfw4apty9ee1njOstSrmzuU4nuZrUeHDMltmmu6ZnPH+vV7vDtixAevvVis+KUtO7q7o4+VlATLP5gBkbuU0kUvvzxmfSpFesvX3tChwb+37AiCwr9isciKLWbA/czW30pKcptee3p+LKYiANDePmb9lh3MRS9v+drL5ax/lJSg4YMO+q1lqeLubn00gEVK4dpcThcAoLQ0v6qzMzZb3lXdQlVF1T+rp1ZPB4DqqdXTqyuqH9/isa9Xn1y9JwBUVlYOrZpeFQeAKVOmWNUVlZdWV1Q9/3G2Jfe5+Ghyn4u+yX0u+jaY7nNhgtznom87yn0utsZAzuhBe84FAHDAM4j4lOqKqjYiPsVSwSmbHyPgRmgcCAB6gx5OAZZWV1Sv2m3Irm2Amkwfc1378vLygIhv+7T/DNuXj76Jy46MmZd88Ddx8f8phWcsSzeZ7vg0MfOwT+u5iJTPrOWXZy98P1EAcLvpjnCTGS2EEIMSM+/cWeBbugPuYGbuCvjdPPNFzBwz3SaECJnFi9nqOVlJ9GbTiaWiF47jVzY1te5muiOsPC9zhOdlDjbdsTWY2doYcPqpddx5UAPzqKeZv+Exv9rBnRsLvHhrntvzWsc7jv+x3nHdkWw6dH2R6Y4wG8gZPagPiwyksWMbFMCHffRn7riY1eGmG8KMiCYzW0NMd4QVs/qs1mpv0x1b6TsbAoz7movi598D1uSBv74NHO6iOKZwLDN/4jt3am2NBGj/TzN2ezJixAgLoENNd4TZQM5o2bnop/Ly8gIQVJruCDOlgpmmG8KMWV9eUpLbJjdY2h4Q5f9gWRjsJ01PevRtRLr/38LXq7qBlzaiE8CkT/rEsViJR6TmbWXfdiuRSOSYC9WmO8JMZrQQQgxCzHzR/Wu4E8uY//8/Kzp5AzMfa7pRiIEg71z007JlHHFdf5HpjjBzXf8e0w1h5nn+tU1Nrw32t/23Gc/LnpRO+0ea7thKf/vmLrDGFP/nBw8dDowpQgzAJ76DZDqdLXcc/9yt7NtutbS0FDlOZqHpjjAbyBk9aG6iZdqwYQ0EjNwmCxJtL5hpT9MNYcZMo5ijUdMdYcWM4VrThywHNngQ0fOdAS9MH4ATr1uJopZO4IBh0KfvhYAZ55KiNZ/0uYMAxQANioXdTIhEIkSktsnaUtsLmdFCCDGIMfN33yvwQ+vy/OLGAv+RmQf1VTBCiG2Emam+3pd3LvrQ2Ngme8V9aGxsGVVfXy/vXPTiuedadvK8N+Vqml5kMpni5uaVu5juCCuZ0R9tIGe0nHPRTw0NDZFIBHLORR+IWM656INSsWtjsVFyzkUviotjU7XuPsp0R1i9+64qz+X0OaY7wsr3/aJIhOpMd4TZQM5o2bnop/XryxmgFtMd4cavmi4IM2ad/WCRL/Hf9GpmvPPRn7djYg42EPEq0x1h1dHRoQGWGd0nmdFCCCGEENs3ZlaNjZmvmO4IM8fJHG66Icwcp22ynFPQu4aGleM87/XRpjvCqr5+1ch0euUE0x1htXgxW+l0q9xFuQ8DOaPlsEg/NTQ0WErRxaY7wk3J2iJ9IOJKom5ZW6QXlqWP1Do4xHRHWFlWfnwQ6B+Z7giryZP9qNbWhaY7wm3gZrTsXPRTa2u5JsLvTXeEGZG+23RDmDHjIctS75ruCCtmbrAs9bLpjrBiDl5XSj9puiOsfD9RINq6xeG2dzKjhRBCCCG2d4sXs+V5/gzTHWHmuplTTDeEmeNkp8h9CnrnOP4X5ZyC3jU2tsY9L3OE6Y6wWraMI57nTzfdEWYDOaPlsEg/jR3boJhxvOmOMGNWJ5huCDMiHBUEemfTHWFFROVBoD/xkuTbOyJrtNZKTljsRSLhR5jph6Y7wmwgZ7TsXPRTeXl5oDVfYboj3PSlpgvCjJnmMxe9ZbojrIJAPayU9azpjrAKgugrlqXkRnW9WL48kVcquMp0R7jJjBZCCCGE2L71LLmeXWC6I8wcx/+N6YYwc5zMZa67ci/THWHlupnjGhuzXzPdEVaNja1J1/WrTXeEVXNzc8x1/RrTHWE2kDNaDov0U8+S6/xZ0x3hRp8zXRBmRCqulC4y3RFealciyJLivSCyhsqS2b0rLS1VAMmM7tPAzWjZuein8vLyQqGAE013hBkzyQ1++qB17rxcbs1K0x1h1dWVW6hU0UOmO8Jq5511QyymrjfdEVaJRKK7UOAK0x1hJjNaCCGEEGJ7V19fH3Vd/zHTHWHmONknTDeEmetm70yns2NNd4SV62ZnOU52iumOsHKc7JccJ3u16Y6wymQyxa6bfdR0R5gN5IyWwyL91LPkOt4w3RFmshx034h4DVE+b7ojrIiwzrJ4g+mOsLIsdAEsS9L3olAoMLN+03RHmMmMFkIIIYTY3jEzue4KuRqiD57XOt50Q5g5TibR0tIiV4v0wvNe2zWdzsrVIr1obl49VC5l7h0zK8dZIVeL9GEgZ7QcFumnhoaGCGDNN90RZlpbtaYbwoxIXdrZGZNfDr1gjh4XBJD7XPQil+tMMusq0x1h5ft+jCgi97now0DOaNm56KfW1nINkCx33Aci/bjphjBj5uVEwUbTHWFFpFuU0nKpbi+UCtYC/ILpjrBqb28PAH7KdEeYyYwWQgghhNjeMbPyvIysitoHx/FlVdQ+OI5/lONkZFXUXqTT2fJ0OiOrovbCdVfu1diY+YrpjrDatESDrIrah4Gc0XJYpJ8aGhosZpphuiPc6BTTBWFGRFMsS+1iuiOstMYXg0BNMN0RVsw6QaS+abojrBIJPwJguumOcBu4GS07F/1UXl4eEPFtpjvCjW81XRBmzLwkCPTbpjvCSik8Y1m6yXRHWBEpn1nLTaJ64fuJAoDbt+U2mDnGzPsz8yA9MVtmtBBCCBEKzBzpDviXec25bs15zaw3BPwiMx9ouk0McosXs+W62UtMd4SZ62YuN90QZo7jVzY1te5muiOsPC9zhOdlDjbdEVae1zpezmvq3aYlGi7aFs/dFfCNrZ3ceUgDM5YxD3mS+VKfg5zmTmYeNLf0H8gZLYdF+mns2AYF8GGmO8KMWR1uuiHMiGgyszXEdEdYMavPaq32Nt0RVlpbIwHa33RHWI0YMcIC6NBP+3mZeYhFqJrSjOJn3+v52MYAuDwDtbQdqgAMmnuPDOSMlp2LfiovLy8Q4TzTHWHGTGebbgi56zd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"\n",
"(function (glob, factory) {\n",
" // AMD support\n",
" if (typeof define === \"function\" && define.amd) {\n",
" // Define as an anonymous module\n",
" define(\"Gadfly\", [\"Snap.svg\"], function (Snap) {\n",
" return factory(Snap);\n",
" });\n",
" } else {\n",
" // Browser globals (glob is window)\n",
" // Snap adds itself to window\n",
" glob.Gadfly = factory(glob.Snap);\n",
" }\n",
"}(this, function (Snap) {\n",
"\n",
"var Gadfly = {};\n",
"\n",
"// Get an x/y coordinate value in pixels\n",
"var xPX = function(fig, x) {\n",
" var client_box = fig.node.getBoundingClientRect();\n",
" return x * fig.node.viewBox.baseVal.width / client_box.width;\n",
"};\n",
"\n",
"var yPX = function(fig, y) {\n",
" var client_box = fig.node.getBoundingClientRect();\n",
" return y * fig.node.viewBox.baseVal.height / client_box.height;\n",
"};\n",
"\n",
"\n",
"Snap.plugin(function (Snap, Element, Paper, global) {\n",
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" Element.prototype.plotroot = function () {\n",
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" while (!element.hasClass(\"plotroot\") && element.parent() != null) {\n",
" element = element.parent();\n",
" }\n",
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"\n",
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" }\n",
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" };\n",
"\n",
" Element.prototype.plotbounds = function () {\n",
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" var bbox = root.select(\".guide.background\").node.getBBox();\n",
" return {\n",
" x0: bbox.x,\n",
" x1: bbox.x + bbox.width,\n",
" y0: bbox.y,\n",
" y1: bbox.y + bbox.height\n",
" };\n",
" };\n",
"\n",
" Element.prototype.plotcenter = function () {\n",
" var root = this.plotroot()\n",
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" return {\n",
" x: bbox.x + bbox.width / 2,\n",
" y: bbox.y + bbox.height / 2\n",
" };\n",
" };\n",
"\n",
" // Emulate IE style mouseenter/mouseleave events, since Microsoft always\n",
" // does everything right.\n",
" // See: http://www.dynamic-tools.net/toolbox/isMouseLeaveOrEnter/\n",
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"\n",
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" return;\n",
" }\n",
"\n",
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" event.type == \"mouseout\" ? event.toElement : event.fromElement;\n",
" while (reltg && reltg != this.node) reltg = reltg.parentNode;\n",
"\n",
" if (reltg != this.node) {\n",
" return fn.apply(this, event);\n",
" }\n",
" };\n",
"\n",
" if (event_name == \"mouseenter\") {\n",
" this.mouseover(fn2, scope);\n",
" } else {\n",
" this.mouseout(fn2, scope);\n",
" }\n",
" }\n",
" return this;\n",
" };\n",
" })(events[i]);\n",
" }\n",
"\n",
"\n",
" Element.prototype.mousewheel = function (fn, scope) {\n",
" if (Snap.is(fn, \"function\")) {\n",
" var el = this;\n",
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" fn.apply(el, [event]);\n",
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" }\n",
"\n",
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" fn2);\n",
"\n",
" return this;\n",
" };\n",
"\n",
"\n",
" // Snap's attr function can be too slow for things like panning/zooming.\n",
" // This is a function to directly update element attributes without going\n",
" // through eve.\n",
" Element.prototype.attribute = function(key, val) {\n",
" if (val === undefined) {\n",
" return this.node.getAttribute(key);\n",
" } else {\n",
" this.node.setAttribute(key, val);\n",
" return this;\n",
" }\n",
" };\n",
"\n",
" Element.prototype.init_gadfly = function() {\n",
" this.mouseenter(Gadfly.plot_mouseover)\n",
" .mousemove(Gadfly.plot_mousemove)\n",
" .mouseleave(Gadfly.plot_mouseout)\n",
" .dblclick(Gadfly.plot_dblclick)\n",
" .mousewheel(Gadfly.guide_background_scroll)\n",
" .drag(Gadfly.guide_background_drag_onmove,\n",
" Gadfly.guide_background_drag_onstart,\n",
" Gadfly.guide_background_drag_onend);\n",
" this.mouseenter(function (event) {\n",
" init_pan_zoom(this.plotroot());\n",
" });\n",
" return this;\n",
" };\n",
"});\n",
"\n",
"\n",
"Gadfly.plot_mousemove = function(event, x_px, y_px) {\n",
" var root = this.plotroot();\n",
" if (root.data(\"crosshair\")) {\n",
" px_per_mm = root.data(\"px_per_mm\");\n",
" bB = root.select('boundingbox').node.getAttribute('value').split(' ');\n",
" uB = root.select('unitbox').node.getAttribute('value').split(' ');\n",
" xscale = root.data(\"xscale\");\n",
" yscale = root.data(\"yscale\");\n",
" xtranslate = root.data(\"tx\");\n",
" ytranslate = root.data(\"ty\");\n",
"\n",
" xoff_mm = bB[0].substr(0,bB[0].length-2)/1;\n",
" yoff_mm = bB[1].substr(0,bB[1].length-2)/1;\n",
" xoff_unit = uB[0]/1;\n",
" yoff_unit = uB[1]/1;\n",
" mm_per_xunit = bB[2].substr(0,bB[2].length-2) / uB[2];\n",
" mm_per_yunit = bB[3].substr(0,bB[3].length-2) / uB[3];\n",
" \n",
" x_unit = ((x_px / px_per_mm - xtranslate) / xscale - xoff_mm) / mm_per_xunit + xoff_unit;\n",
" y_unit = ((y_px / px_per_mm - ytranslate) / yscale - yoff_mm) / mm_per_yunit + yoff_unit;\n",
"\n",
" root.select('.crosshair').select('.primitive').select('text')\n",
" .node.innerHTML = x_unit.toPrecision(3)+\",\"+y_unit.toPrecision(3);\n",
" };\n",
"};\n",
"\n",
"Gadfly.helpscreen_visible = function(event) {\n",
" helpscreen_visible(this.plotroot());\n",
"};\n",
"var helpscreen_visible = function(root) {\n",
" root.select(\".helpscreen\").animate({opacity: 1.0}, 250);\n",
"};\n",
"\n",
"Gadfly.helpscreen_hidden = function(event) {\n",
" helpscreen_hidden(this.plotroot());\n",
"};\n",
"var helpscreen_hidden = function(root) {\n",
" root.select(\".helpscreen\").animate({opacity: 0.0}, 250);\n",
"};\n",
"\n",
"// When the plot is moused over, emphasize the grid lines.\n",
"Gadfly.plot_mouseover = function(event) {\n",
" var root = this.plotroot();\n",
"\n",
" var keyboard_help = function(event) {\n",
" if (event.which == 191) { // ?\n",
" helpscreen_visible(root);\n",
" }\n",
" };\n",
" root.data(\"keyboard_help\", keyboard_help);\n",
" window.addEventListener(\"keydown\", keyboard_help);\n",
"\n",
" var keyboard_pan_zoom = function(event) {\n",
" var bounds = root.plotbounds(),\n",
" width = bounds.x1 - bounds.x0;\n",
" height = bounds.y1 - bounds.y0;\n",
" if (event.which == 187 || event.which == 73) { // plus or i\n",
" increase_zoom_by_position(root, 0.1, true);\n",
" } else if (event.which == 189 || event.which == 79) { // minus or o\n",
" increase_zoom_by_position(root, -0.1, true);\n",
" } else if (event.which == 39 || event.which == 76) { // right-arrow or l\n",
" set_plot_pan_zoom(root, root.data(\"tx\")-width/10, root.data(\"ty\"),\n",
" root.data(\"xscale\"), root.data(\"yscale\"));\n",
" } else if (event.which == 40 || event.which == 74) { // down-arrow or j\n",
" set_plot_pan_zoom(root, root.data(\"tx\"), root.data(\"ty\")-height/10,\n",
" root.data(\"xscale\"), root.data(\"yscale\"));\n",
" } else if (event.which == 37 || event.which == 72) { // left-arrow or h\n",
" set_plot_pan_zoom(root, root.data(\"tx\")+width/10, root.data(\"ty\"),\n",
" root.data(\"xscale\"), root.data(\"yscale\"));\n",
" } else if (event.which == 38 || event.which == 75) { // up-arrow or k\n",
" set_plot_pan_zoom(root, root.data(\"tx\"), root.data(\"ty\")+height/10,\n",
" root.data(\"xscale\"), root.data(\"yscale\"));\n",
" } else if (event.which == 82) { // r\n",
" set_plot_pan_zoom(root, 0.0, 0.0, 1.0, 1.0);\n",
" } else if (event.which == 191) { // ?\n",
" helpscreen_hidden(root);\n",
" } else if (event.which == 67) { // c\n",
" root.data(\"crosshair\",!root.data(\"crosshair\"));\n",
" root.select(\".crosshair\")\n",
" .animate({opacity: root.data(\"crosshair\") ? 1.0 : 0.0}, 250);\n",
" }\n",
" };\n",
" root.data(\"keyboard_pan_zoom\", keyboard_pan_zoom);\n",
" window.addEventListener(\"keyup\", keyboard_pan_zoom);\n",
"\n",
" var xgridlines = root.select(\".xgridlines\"),\n",
" ygridlines = root.select(\".ygridlines\");\n",
"\n",
" if (xgridlines) {\n",
" xgridlines.data(\"unfocused_strokedash\",\n",
" xgridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
" var destcolor = root.data(\"focused_xgrid_color\");\n",
" xgridlines.attribute(\"stroke-dasharray\", \"none\")\n",
" .selectAll(\"path\")\n",
" .animate({stroke: destcolor}, 250);\n",
" }\n",
"\n",
" if (ygridlines) {\n",
" ygridlines.data(\"unfocused_strokedash\",\n",
" ygridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
" var destcolor = root.data(\"focused_ygrid_color\");\n",
" ygridlines.attribute(\"stroke-dasharray\", \"none\")\n",
" .selectAll(\"path\")\n",
" .animate({stroke: destcolor}, 250);\n",
" }\n",
"\n",
" root.select(\".crosshair\")\n",
" .animate({opacity: root.data(\"crosshair\") ? 1.0 : 0.0}, 250);\n",
" root.select(\".questionmark\").animate({opacity: 1.0}, 250);\n",
"};\n",
"\n",
"// Reset pan and zoom on double click\n",
"Gadfly.plot_dblclick = function(event) {\n",
" set_plot_pan_zoom(this.plotroot(), 0.0, 0.0, 1.0, 1.0);\n",
"};\n",
"\n",
"// Unemphasize grid lines on mouse out.\n",
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" window.removeEventListener(\"keyup\", root.data(\"keyboard_pan_zoom\"));\n",
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"};\n",
"\n",
"\n",
"var set_geometry_transform = function(root, tx, ty, xscale, yscale) {\n",
" var xscalable = root.hasClass(\"xscalable\"),\n",
" yscalable = root.hasClass(\"yscalable\");\n",
"\n",
" var old_xscale = root.data(\"xscale\"),\n",
" old_yscale = root.data(\"yscale\");\n",
"\n",
" var xscale = xscalable ? xscale : 1.0,\n",
" yscale = yscalable ? yscale : 1.0;\n",
"\n",
" tx = xscalable ? tx : 0.0;\n",
" ty = yscalable ? ty : 0.0;\n",
"\n",
" var t = new Snap.Matrix().translate(tx, ty).scale(xscale, yscale);\n",
" root.selectAll(\".geometry, image\").forEach(function (element, i) {\n",
" element.transform(t);\n",
" });\n",
"\n",
" var t = new Snap.Matrix().scale(1.0/xscale, 1.0/yscale);\n",
" root.selectAll('.marker').forEach(function (element, i) {\n",
" element.selectAll('.primitive').forEach(function (element, i) {\n",
" element.transform(t);\n",
" }) });\n",
"\n",
" bounds = root.plotbounds();\n",
" px_per_mm = root.data(\"px_per_mm\");\n",
"\n",
" if (yscalable) {\n",
" var xfixed_t = new Snap.Matrix().translate(0, ty).scale(1.0, yscale);\n",
" root.selectAll(\".xfixed\")\n",
" .forEach(function (element, i) {\n",
" element.transform(xfixed_t);\n",
" });\n",
"\n",
" ylabels = root.select(\".ylabels\");\n",
" if (ylabels) {\n",
" ylabels.transform(xfixed_t)\n",
" .selectAll(\"g\")\n",
" .forEach(function (element, i) {\n",
" if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
" unscale_t = new Snap.Matrix();\n",
" unscale_t.scale(1, 1/yscale);\n",
" element.select(\"text\").transform(unscale_t);\n",
" \n",
" var y = element.attr(\"transform\").globalMatrix.f / px_per_mm;\n",
" element.attr(\"visibility\",\n",
" bounds.y0 <= y && y <= bounds.y1 ? \"visible\" : \"hidden\");\n",
" }\n",
" });\n",
" }\n",
" }\n",
"\n",
" if (xscalable) {\n",
" var yfixed_t = new Snap.Matrix().translate(tx, 0).scale(xscale, 1.0);\n",
" var xtrans = new Snap.Matrix().translate(tx, 0);\n",
" root.selectAll(\".yfixed\")\n",
" .forEach(function (element, i) {\n",
" element.transform(yfixed_t);\n",
" });\n",
"\n",
" xlabels = root.select(\".xlabels\");\n",
" if (xlabels) {\n",
" xlabels.transform(yfixed_t)\n",
" .selectAll(\"g\")\n",
" .forEach(function (element, i) {\n",
" if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
" unscale_t = new Snap.Matrix();\n",
" unscale_t.scale(1/xscale, 1);\n",
" element.select(\"text\").transform(unscale_t);\n",
"\n",
" var x = element.attr(\"transform\").globalMatrix.e / px_per_mm;\n",
" element.attr(\"visibility\",\n",
" bounds.x0 <= x && x <= bounds.x1 ? \"visible\" : \"hidden\");\n",
" }\n",
" });\n",
" }\n",
" }\n",
"};\n",
"\n",
"\n",
"// Find the most appropriate tick scale and update label visibility.\n",
"var update_tickscale = function(root, scale, axis) {\n",
" if (!root.hasClass(axis + \"scalable\")) return;\n",
"\n",
" var tickscales = root.data(axis + \"tickscales\");\n",
" var best_tickscale = 1.0;\n",
" var best_tickscale_dist = Infinity;\n",
" for (tickscale in tickscales) {\n",
" var dist = Math.abs(Math.log(tickscale) - Math.log(scale));\n",
" if (dist < best_tickscale_dist) {\n",
" best_tickscale_dist = dist;\n",
" best_tickscale = tickscale;\n",
" }\n",
" }\n",
"\n",
" if (best_tickscale != root.data(axis + \"tickscale\")) {\n",
" root.data(axis + \"tickscale\", best_tickscale);\n",
" var mark_inscale_gridlines = function (element, i) {\n",
" if (element.attribute(\"gadfly:inscale\") == null) { return; }\n",
" var inscale = element.attr(\"gadfly:scale\") == best_tickscale;\n",
" element.attribute(\"gadfly:inscale\", inscale);\n",
" element.attr(\"visibility\", inscale ? \"visible\" : \"hidden\");\n",
" };\n",
"\n",
" var mark_inscale_labels = function (element, i) {\n",
" if (element.attribute(\"gadfly:inscale\") == null) { return; }\n",
" var inscale = element.attr(\"gadfly:scale\") == best_tickscale;\n",
" element.attribute(\"gadfly:inscale\", inscale);\n",
" element.attr(\"visibility\", inscale ? \"visible\" : \"hidden\");\n",
" };\n",
"\n",
" root.select(\".\" + axis + \"gridlines\").selectAll(\"g\").forEach(mark_inscale_gridlines);\n",
" root.select(\".\" + axis + \"labels\").selectAll(\"g\").forEach(mark_inscale_labels);\n",
" }\n",
"};\n",
"\n",
"\n",
"var set_plot_pan_zoom = function(root, tx, ty, xscale, yscale) {\n",
" var old_xscale = root.data(\"xscale\"),\n",
" old_yscale = root.data(\"yscale\");\n",
" var bounds = root.plotbounds();\n",
"\n",
" var width = bounds.x1 - bounds.x0,\n",
" height = bounds.y1 - bounds.y0;\n",
"\n",
" // compute the viewport derived from tx, ty, xscale, and yscale\n",
" var x_min = -width * xscale - (xscale * width - width),\n",
" x_max = width * xscale,\n",
" y_min = -height * yscale - (yscale * height - height),\n",
" y_max = height * yscale;\n",
"\n",
" var x0 = bounds.x0 - xscale * bounds.x0,\n",
" y0 = bounds.y0 - yscale * bounds.y0;\n",
"\n",
" var tx = Math.max(Math.min(tx - x0, x_max), x_min),\n",
" ty = Math.max(Math.min(ty - y0, y_max), y_min);\n",
"\n",
" tx += x0;\n",
" ty += y0;\n",
"\n",
" // when the scale changes, we may need to alter which set of\n",
" // ticks are being displayed\n",
" if (xscale != old_xscale) {\n",
" update_tickscale(root, xscale, \"x\");\n",
" }\n",
" if (yscale != old_yscale) {\n",
" update_tickscale(root, yscale, \"y\");\n",
" }\n",
"\n",
" set_geometry_transform(root, tx, ty, xscale, yscale);\n",
"\n",
" root.data(\"xscale\", xscale);\n",
" root.data(\"yscale\", yscale);\n",
" root.data(\"tx\", tx);\n",
" root.data(\"ty\", ty);\n",
"};\n",
"\n",
"\n",
"var scale_centered_translation = function(root, xscale, yscale) {\n",
" var bounds = root.plotbounds();\n",
"\n",
" var width = bounds.x1 - bounds.x0,\n",
" height = bounds.y1 - bounds.y0;\n",
"\n",
" var tx0 = root.data(\"tx\"),\n",
" ty0 = root.data(\"ty\");\n",
"\n",
" var xscale0 = root.data(\"xscale\"),\n",
" yscale0 = root.data(\"yscale\");\n",
"\n",
" // how off from center the current view is\n",
" var xoff = tx0 - (bounds.x0 * (1 - xscale0) + (width * (1 - xscale0)) / 2),\n",
" yoff = ty0 - (bounds.y0 * (1 - yscale0) + (height * (1 - yscale0)) / 2);\n",
"\n",
" // rescale offsets\n",
" xoff = xoff * xscale / xscale0;\n",
" yoff = yoff * yscale / yscale0;\n",
"\n",
" // adjust for the panel position being scaled\n",
" var x_edge_adjust = bounds.x0 * (1 - xscale),\n",
" y_edge_adjust = bounds.y0 * (1 - yscale);\n",
"\n",
" return {\n",
" x: xoff + x_edge_adjust + (width - width * xscale) / 2,\n",
" y: yoff + y_edge_adjust + (height - height * yscale) / 2\n",
" };\n",
"};\n",
"\n",
"\n",
"// Initialize data for panning zooming if it isn't already.\n",
"var init_pan_zoom = function(root) {\n",
" if (root.data(\"zoompan-ready\")) {\n",
" return;\n",
" }\n",
"\n",
" root.data(\"crosshair\",false);\n",
"\n",
" // The non-scaling-stroke trick. Rather than try to correct for the\n",
" // stroke-width when zooming, we force it to a fixed value.\n",
" var px_per_mm = root.node.getCTM().a;\n",
"\n",
" // Drag events report deltas in pixels, which we'd like to convert to\n",
" // millimeters.\n",
" root.data(\"px_per_mm\", px_per_mm);\n",
"\n",
" root.selectAll(\"path\")\n",
" .forEach(function (element, i) {\n",
" sw = element.asPX(\"stroke-width\") * px_per_mm;\n",
" if (sw > 0) {\n",
" element.attribute(\"stroke-width\", sw);\n",
" element.attribute(\"vector-effect\", \"non-scaling-stroke\");\n",
" }\n",
" });\n",
"\n",
" // Store ticks labels original tranformation\n",
" root.selectAll(\".xlabels > g, .ylabels > g\")\n",
" .forEach(function (element, i) {\n",
" var lm = element.transform().localMatrix;\n",
" element.data(\"static_transform\",\n",
" new Snap.Matrix(lm.a, lm.b, lm.c, lm.d, lm.e, lm.f));\n",
" });\n",
"\n",
" var xgridlines = root.select(\".xgridlines\");\n",
" var ygridlines = root.select(\".ygridlines\");\n",
" var xlabels = root.select(\".xlabels\");\n",
" var ylabels = root.select(\".ylabels\");\n",
"\n",
" if (root.data(\"tx\") === undefined) root.data(\"tx\", 0);\n",
" if (root.data(\"ty\") === undefined) root.data(\"ty\", 0);\n",
" if (root.data(\"xscale\") === undefined) root.data(\"xscale\", 1.0);\n",
" if (root.data(\"yscale\") === undefined) root.data(\"yscale\", 1.0);\n",
" if (root.data(\"xtickscales\") === undefined) {\n",
"\n",
" // index all the tick scales that are listed\n",
" var xtickscales = {};\n",
" var ytickscales = {};\n",
" var add_x_tick_scales = function (element, i) {\n",
" if (element.attribute(\"gadfly:scale\")==null) { return; }\n",
" xtickscales[element.attribute(\"gadfly:scale\")] = true;\n",
" };\n",
" var add_y_tick_scales = function (element, i) {\n",
" if (element.attribute(\"gadfly:scale\")==null) { return; }\n",
" ytickscales[element.attribute(\"gadfly:scale\")] = true;\n",
" };\n",
"\n",
" if (xgridlines) xgridlines.selectAll(\"g\").forEach(add_x_tick_scales);\n",
" if (ygridlines) ygridlines.selectAll(\"g\").forEach(add_y_tick_scales);\n",
" if (xlabels) xlabels.selectAll(\"g\").forEach(add_x_tick_scales);\n",
" if (ylabels) ylabels.selectAll(\"g\").forEach(add_y_tick_scales);\n",
"\n",
" root.data(\"xtickscales\", xtickscales);\n",
" root.data(\"ytickscales\", ytickscales);\n",
" root.data(\"xtickscale\", 1.0);\n",
" root.data(\"ytickscale\", 1.0); // ???\n",
" }\n",
"\n",
" var min_scale = 1.0, max_scale = 1.0;\n",
" for (scale in xtickscales) {\n",
" min_scale = Math.min(min_scale, scale);\n",
" max_scale = Math.max(max_scale, scale);\n",
" }\n",
" for (scale in ytickscales) {\n",
" min_scale = Math.min(min_scale, scale);\n",
" max_scale = Math.max(max_scale, scale);\n",
" }\n",
" root.data(\"min_scale\", min_scale);\n",
" root.data(\"max_scale\", max_scale);\n",
"\n",
" // store the original positions of labels\n",
" if (xlabels) {\n",
" xlabels.selectAll(\"g\")\n",
" .forEach(function (element, i) {\n",
" element.data(\"x\", element.asPX(\"x\"));\n",
" });\n",
" }\n",
"\n",
" if (ylabels) {\n",
" ylabels.selectAll(\"g\")\n",
" .forEach(function (element, i) {\n",
" element.data(\"y\", element.asPX(\"y\"));\n",
" });\n",
" }\n",
"\n",
" // mark grid lines and ticks as in or out of scale.\n",
" var mark_inscale = function (element, i) {\n",
" if (element.attribute(\"gadfly:scale\") == null) { return; }\n",
" element.attribute(\"gadfly:inscale\", element.attribute(\"gadfly:scale\") == 1.0);\n",
" };\n",
"\n",
" if (xgridlines) xgridlines.selectAll(\"g\").forEach(mark_inscale);\n",
" if (ygridlines) ygridlines.selectAll(\"g\").forEach(mark_inscale);\n",
" if (xlabels) xlabels.selectAll(\"g\").forEach(mark_inscale);\n",
" if (ylabels) ylabels.selectAll(\"g\").forEach(mark_inscale);\n",
"\n",
" // figure out the upper ond lower bounds on panning using the maximum\n",
" // and minum grid lines\n",
" var bounds = root.plotbounds();\n",
" var pan_bounds = {\n",
" x0: 0.0,\n",
" y0: 0.0,\n",
" x1: 0.0,\n",
" y1: 0.0\n",
" };\n",
"\n",
" if (xgridlines) {\n",
" xgridlines\n",
" .selectAll(\"g\")\n",
" .forEach(function (element, i) {\n",
" if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
" var bbox = element.node.getBBox();\n",
" if (bounds.x1 - bbox.x < pan_bounds.x0) {\n",
" pan_bounds.x0 = bounds.x1 - bbox.x;\n",
" }\n",
" if (bounds.x0 - bbox.x > pan_bounds.x1) {\n",
" pan_bounds.x1 = bounds.x0 - bbox.x;\n",
" }\n",
" element.attr(\"visibility\", \"visible\");\n",
" }\n",
" });\n",
" }\n",
"\n",
" if (ygridlines) {\n",
" ygridlines\n",
" .selectAll(\"g\")\n",
" .forEach(function (element, i) {\n",
" if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
" var bbox = element.node.getBBox();\n",
" if (bounds.y1 - bbox.y < pan_bounds.y0) {\n",
" pan_bounds.y0 = bounds.y1 - bbox.y;\n",
" }\n",
" if (bounds.y0 - bbox.y > pan_bounds.y1) {\n",
" pan_bounds.y1 = bounds.y0 - bbox.y;\n",
" }\n",
" element.attr(\"visibility\", \"visible\");\n",
" }\n",
" });\n",
" }\n",
"\n",
" // nudge these values a little\n",
" pan_bounds.x0 -= 5;\n",
" pan_bounds.x1 += 5;\n",
" pan_bounds.y0 -= 5;\n",
" pan_bounds.y1 += 5;\n",
" root.data(\"pan_bounds\", pan_bounds);\n",
"\n",
" root.data(\"zoompan-ready\", true)\n",
"};\n",
"\n",
"\n",
"// drag actions, i.e. zooming and panning\n",
"var pan_action = {\n",
" start: function(root, x, y, event) {\n",
" root.data(\"dx\", 0);\n",
" root.data(\"dy\", 0);\n",
" root.data(\"tx0\", root.data(\"tx\"));\n",
" root.data(\"ty0\", root.data(\"ty\"));\n",
" },\n",
" update: function(root, dx, dy, x, y, event) {\n",
" var px_per_mm = root.data(\"px_per_mm\");\n",
" dx /= px_per_mm;\n",
" dy /= px_per_mm;\n",
"\n",
" var tx0 = root.data(\"tx\"),\n",
" ty0 = root.data(\"ty\");\n",
"\n",
" var dx0 = root.data(\"dx\"),\n",
" dy0 = root.data(\"dy\");\n",
"\n",
" root.data(\"dx\", dx);\n",
" root.data(\"dy\", dy);\n",
"\n",
" dx = dx - dx0;\n",
" dy = dy - dy0;\n",
"\n",
" var tx = tx0 + dx,\n",
" ty = ty0 + dy;\n",
"\n",
" set_plot_pan_zoom(root, tx, ty, root.data(\"xscale\"), root.data(\"yscale\"));\n",
" },\n",
" end: function(root, event) {\n",
"\n",
" },\n",
" cancel: function(root) {\n",
" set_plot_pan_zoom(root, root.data(\"tx0\"), root.data(\"ty0\"),\n",
" root.data(\"xscale\"), root.data(\"yscale\"));\n",
" }\n",
"};\n",
"\n",
"var zoom_box;\n",
"var zoom_action = {\n",
" start: function(root, x, y, event) {\n",
" var bounds = root.plotbounds();\n",
" var width = bounds.x1 - bounds.x0,\n",
" height = bounds.y1 - bounds.y0;\n",
" var xscalable = root.hasClass(\"xscalable\"),\n",
" yscalable = root.hasClass(\"yscalable\");\n",
" var px_per_mm = root.data(\"px_per_mm\");\n",
" x = xscalable ? x / px_per_mm : bounds.x0;\n",
" y = yscalable ? y / px_per_mm : bounds.y0;\n",
" var w = xscalable ? 0 : width;\n",
" var h = yscalable ? 0 : height;\n",
" zoom_box = root.rect(x, y, w, h).attr({\n",
" \"fill\": \"#000\",\n",
" \"opacity\": 0.25\n",
" });\n",
" },\n",
" update: function(root, dx, dy, x, y, event) {\n",
" var xscalable = root.hasClass(\"xscalable\"),\n",
" yscalable = root.hasClass(\"yscalable\");\n",
" var px_per_mm = root.data(\"px_per_mm\");\n",
" var bounds = root.plotbounds();\n",
" if (yscalable) {\n",
" y /= px_per_mm;\n",
" y = Math.max(bounds.y0, y);\n",
" y = Math.min(bounds.y1, y);\n",
" } else {\n",
" y = bounds.y1;\n",
" }\n",
" if (xscalable) {\n",
" x /= px_per_mm;\n",
" x = Math.max(bounds.x0, x);\n",
" x = Math.min(bounds.x1, x);\n",
" } else {\n",
" x = bounds.x1;\n",
" }\n",
"\n",
" dx = x - zoom_box.attr(\"x\");\n",
" dy = y - zoom_box.attr(\"y\");\n",
" var xoffset = 0,\n",
" yoffset = 0;\n",
" if (dx < 0) {\n",
" xoffset = dx;\n",
" dx = -1 * dx;\n",
" }\n",
" if (dy < 0) {\n",
" yoffset = dy;\n",
" dy = -1 * dy;\n",
" }\n",
" if (isNaN(dy)) {\n",
" dy = 0.0;\n",
" }\n",
" if (isNaN(dx)) {\n",
" dx = 0.0;\n",
" }\n",
" zoom_box.transform(\"T\" + xoffset + \",\" + yoffset);\n",
" zoom_box.attr(\"width\", dx);\n",
" zoom_box.attr(\"height\", dy);\n",
" },\n",
" end: function(root, event) {\n",
" var xscalable = root.hasClass(\"xscalable\"),\n",
" yscalable = root.hasClass(\"yscalable\");\n",
" var zoom_bounds = zoom_box.getBBox();\n",
" if (zoom_bounds.width * zoom_bounds.height <= 0) {\n",
" return;\n",
" }\n",
" var plot_bounds = root.plotbounds();\n",
" var xzoom_factor = 1.0,\n",
" yzoom_factor = 1.0;\n",
" if (xscalable) {\n",
" xzoom_factor = (plot_bounds.x1 - plot_bounds.x0) / zoom_bounds.width;\n",
" }\n",
" if (yscalable) {\n",
" yzoom_factor = (plot_bounds.y1 - plot_bounds.y0) / zoom_bounds.height;\n",
" }\n",
" var tx = (root.data(\"tx\") - zoom_bounds.x) * xzoom_factor + plot_bounds.x0,\n",
" ty = (root.data(\"ty\") - zoom_bounds.y) * yzoom_factor + plot_bounds.y0;\n",
" set_plot_pan_zoom(root, tx, ty,\n",
" root.data(\"xscale\") * xzoom_factor, root.data(\"yscale\") * yzoom_factor);\n",
" zoom_box.remove();\n",
" },\n",
" cancel: function(root) {\n",
" zoom_box.remove();\n",
" }\n",
"};\n",
"\n",
"\n",
"Gadfly.guide_background_drag_onstart = function(x, y, event) {\n",
" var root = this.plotroot();\n",
" var scalable = root.hasClass(\"xscalable\") || root.hasClass(\"yscalable\");\n",
" var zoomable = !event.altKey && !event.ctrlKey && event.shiftKey && scalable;\n",
" var panable = !event.altKey && !event.ctrlKey && !event.shiftKey && scalable;\n",
" var drag_action = zoomable ? zoom_action :\n",
" panable ? pan_action :\n",
" undefined;\n",
" root.data(\"drag_action\", drag_action);\n",
" if (drag_action) {\n",
" var cancel_drag_action = function(event) {\n",
" if (event.which == 27) { // esc key\n",
" drag_action.cancel(root);\n",
" root.data(\"drag_action\", undefined);\n",
" }\n",
" };\n",
" window.addEventListener(\"keyup\", cancel_drag_action);\n",
" root.data(\"cancel_drag_action\", cancel_drag_action);\n",
" drag_action.start(root, x, y, event);\n",
" }\n",
"};\n",
"\n",
"\n",
"Gadfly.guide_background_drag_onmove = function(dx, dy, x, y, event) {\n",
" var root = this.plotroot();\n",
" var drag_action = root.data(\"drag_action\");\n",
" if (drag_action) {\n",
" drag_action.update(root, dx, dy, x, y, event);\n",
" }\n",
"};\n",
"\n",
"\n",
"Gadfly.guide_background_drag_onend = function(event) {\n",
" var root = this.plotroot();\n",
" window.removeEventListener(\"keyup\", root.data(\"cancel_drag_action\"));\n",
" root.data(\"cancel_drag_action\", undefined);\n",
" var drag_action = root.data(\"drag_action\");\n",
" if (drag_action) {\n",
" drag_action.end(root, event);\n",
" }\n",
" root.data(\"drag_action\", undefined);\n",
"};\n",
"\n",
"\n",
"Gadfly.guide_background_scroll = function(event) {\n",
" if (event.shiftKey) {\n",
" increase_zoom_by_position(this.plotroot(), 0.001 * event.wheelDelta);\n",
" event.preventDefault();\n",
" }\n",
"};\n",
"\n",
"// Map slider position x to scale y using the function y = a*exp(b*x)+c.\n",
"// The constants a, b, and c are solved using the constraint that the function\n",
"// should go through the points (0; min_scale), (0.5; 1), and (1; max_scale).\n",
"var scale_from_slider_position = function(position, min_scale, max_scale) {\n",
" if (min_scale==max_scale) { return 1; }\n",
" var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
" b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
" c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
" return a * Math.exp(b * position) + c;\n",
"}\n",
"\n",
"// inverse of scale_from_slider_position\n",
"var slider_position_from_scale = function(scale, min_scale, max_scale) {\n",
" if (min_scale==max_scale) { return min_scale; }\n",
" var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
" b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
" c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
" return 1 / b * Math.log((scale - c) / a);\n",
"}\n",
"\n",
"var increase_zoom_by_position = function(root, delta_position, animate) {\n",
" var old_xscale = root.data(\"xscale\"),\n",
" old_yscale = root.data(\"yscale\"),\n",
" min_scale = root.data(\"min_scale\"),\n",
" max_scale = root.data(\"max_scale\");\n",
" var xposition = slider_position_from_scale(old_xscale, min_scale, max_scale),\n",
" yposition = slider_position_from_scale(old_yscale, min_scale, max_scale);\n",
" xposition += (root.hasClass(\"xscalable\") ? delta_position : 0.0);\n",
" yposition += (root.hasClass(\"yscalable\") ? delta_position : 0.0);\n",
" old_xscale = scale_from_slider_position(xposition, min_scale, max_scale);\n",
" old_yscale = scale_from_slider_position(yposition, min_scale, max_scale);\n",
" var new_xscale = Math.max(min_scale, Math.min(old_xscale, max_scale)),\n",
" new_yscale = Math.max(min_scale, Math.min(old_yscale, max_scale));\n",
" if (animate) {\n",
" Snap.animate(\n",
" [old_xscale, old_yscale],\n",
" [new_xscale, new_yscale],\n",
" function (new_scale) {\n",
" update_plot_scale(root, new_scale[0], new_scale[1]);\n",
" },\n",
" 200);\n",
" } else {\n",
" update_plot_scale(root, new_xscale, new_yscale);\n",
" }\n",
"}\n",
"\n",
"\n",
"var update_plot_scale = function(root, new_xscale, new_yscale) {\n",
" var trans = scale_centered_translation(root, new_xscale, new_yscale);\n",
" set_plot_pan_zoom(root, trans.x, trans.y, new_xscale, new_yscale);\n",
"};\n",
"\n",
"\n",
"var toggle_color_class = function(root, color_class, ison) {\n",
" var escaped_color_class = color_class.replace(/([^0-9a-zA-z])/g,\"\\\\$1\");\n",
" var guides = root.selectAll(\".guide.\" + escaped_color_class + \",.guide .\" + escaped_color_class);\n",
" var geoms = root.selectAll(\".geometry.\" + escaped_color_class + \",.geometry .\" + escaped_color_class);\n",
" if (ison) {\n",
" guides.animate({opacity: 0.5}, 250);\n",
" geoms.animate({opacity: 0.0}, 250);\n",
" } else {\n",
" guides.animate({opacity: 1.0}, 250);\n",
" geoms.animate({opacity: 1.0}, 250);\n",
" }\n",
"};\n",
"\n",
"\n",
"Gadfly.colorkey_swatch_click = function(event) {\n",
" var root = this.plotroot();\n",
" var color_class = this.data(\"color_class\");\n",
"\n",
" if (event.shiftKey) {\n",
" root.selectAll(\".colorkey g\")\n",
" .forEach(function (element) {\n",
" var other_color_class = element.data(\"color_class\");\n",
" if (typeof other_color_class !== 'undefined' && other_color_class != color_class) {\n",
" toggle_color_class(root, other_color_class,\n",
" element.attr(\"opacity\") == 1.0);\n",
" }\n",
" });\n",
" } else {\n",
" toggle_color_class(root, color_class, this.attr(\"opacity\") == 1.0);\n",
" }\n",
"};\n",
"\n",
"\n",
"return Gadfly;\n",
"\n",
"}));\n",
"\n",
"\n",
"//@ sourceURL=gadfly.js\n",
"\n",
"(function (glob, factory) {\n",
" // AMD support\n",
" if (typeof require === \"function\" && typeof define === \"function\" && define.amd) {\n",
" require([\"Snap.svg\", \"Gadfly\"], function (Snap, Gadfly) {\n",
" factory(Snap, Gadfly);\n",
" });\n",
" } else {\n",
" factory(glob.Snap, glob.Gadfly);\n",
" }\n",
"})(window, function (Snap, Gadfly) {\n",
" var fig = Snap(\"#img-9d700c96\");\n",
"fig.select(\"#img-9d700c96-5\")\n",
" .init_gadfly();\n",
"fig.select(\"#img-9d700c96-7\")\n",
" .plotroot().data(\"unfocused_ygrid_color\", \"#D0D0E0\")\n",
";\n",
"fig.select(\"#img-9d700c96-7\")\n",
" .plotroot().data(\"focused_ygrid_color\", \"#A0A0A0\")\n",
";\n",
"fig.select(\"#img-9d700c96-8\")\n",
" .plotroot().data(\"unfocused_xgrid_color\", \"#D0D0E0\")\n",
";\n",
"fig.select(\"#img-9d700c96-8\")\n",
" .plotroot().data(\"focused_xgrid_color\", \"#A0A0A0\")\n",
";\n",
"fig.select(\"#img-9d700c96-39\")\n",
" .mouseenter(Gadfly.helpscreen_visible)\n",
".mouseleave(Gadfly.helpscreen_hidden)\n",
";\n",
" });\n",
"]]> </script>\n",
"</svg>\n"
],
"text/plain": [
"Plot(...)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#seed\n",
"srand(1234)\n",
"\n",
"#データ生成\n",
"x = rand(Uniform(-1, 7), 10)\n",
"y = sin.(x)\n",
"df = DataFrame(x = x, y = y)\n",
"\n",
"#可視化\n",
"plot(df, x=:x, y =:y, Geom.point)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"data-frame\"><thead><tr><th></th><th>x</th><th>x2</th><th>x3</th><th>x4</th><th>x5</th><th>x6</th><th>x7</th><th>x8</th><th>x9</th><th>y</th></tr></thead><tbody><tr><th>1</th><td>3.72676</td><td>13.8887</td><td>51.7599</td><td>192.897</td><td>718.878</td><td>2679.09</td><td>9984.3</td><td>37209.1</td><td>1.38669e5</td><td>-0.552336</td></tr><tr><th>2</th><td>5.13438</td><td>26.3618</td><td>135.352</td><td>694.946</td><td>3568.11</td><td>18320.0</td><td>94061.9</td><td>4.82949e5</td><td>2.47964e6</td><td>-0.912277</td></tr><tr><th>3</th><td>3.5299</td><td>12.4602</td><td>43.9832</td><td>155.256</td><td>548.039</td><td>1934.52</td><td>6828.67</td><td>24104.5</td><td>85086.5</td><td>-0.378622</td></tr><tr><th>4</th><td>2.68068</td><td>7.18606</td><td>19.2635</td><td>51.6395</td><td>138.429</td><td>371.084</td><td>994.759</td><td>2666.63</td><td>7148.4</td><td>0.444763</td></tr><tr><th>5</th><td>5.35221</td><td>28.6461</td><td>153.32</td><td>820.599</td><td>4392.02</td><td>23507.0</td><td>1.25814e5</td><td>6.73383e5</td><td>3.60409e6</td><td>-0.802205</td></tr><tr><th>6</th><td>5.83317</td><td>34.0259</td><td>198.479</td><td>1157.76</td><td>6753.43</td><td>39393.9</td><td>2.29791e5</td><td>1.34041e6</td><td>7.81886e6</td><td>-0.434977</td></tr><tr><th>7</th><td>0.604688</td><td>0.365648</td><td>0.221103</td><td>0.133698</td><td>0.0808459</td><td>0.0488865</td><td>0.0295611</td><td>0.0178753</td><td>0.010809</td><td>0.568506</td></tr><tr><th>8</th><td>1.38891</td><td>1.92908</td><td>2.67933</td><td>3.72136</td><td>5.16865</td><td>7.17881</td><td>9.97075</td><td>13.8485</td><td>19.2344</td><td>0.983505</td></tr><tr><th>9</th><td>0.974697</td><td>0.950035</td><td>0.925997</td><td>0.902567</td><td>0.87973</td><td>0.85747</td><td>0.835774</td><td>0.814627</td><td>0.794015</td><td>0.827532</td></tr><tr><th>10</th><td>3.63738</td><td>13.2305</td><td>48.1244</td><td>175.047</td><td>636.711</td><td>2315.96</td><td>8424.01</td><td>30641.3</td><td>111454.0</td><td>-0.475722</td></tr></tbody></table>"
],
"text/plain": [
"10×10 DataFrames.DataFrame. Omitted printing of 4 columns\n",
"│ Row │ x │ x2 │ x3 │ x4 │ x5 │ x6 │\n",
"├─────┼──────────┼──────────┼──────────┼──────────┼───────────┼───────────┤\n",
"│ 1 │ 3.72676 │ 13.8887 │ 51.7599 │ 192.897 │ 718.878 │ 2679.09 │\n",
"│ 2 │ 5.13438 │ 26.3618 │ 135.352 │ 694.946 │ 3568.11 │ 18320.0 │\n",
"│ 3 │ 3.5299 │ 12.4602 │ 43.9832 │ 155.256 │ 548.039 │ 1934.52 │\n",
"│ 4 │ 2.68068 │ 7.18606 │ 19.2635 │ 51.6395 │ 138.429 │ 371.084 │\n",
"│ 5 │ 5.35221 │ 28.6461 │ 153.32 │ 820.599 │ 4392.02 │ 23507.0 │\n",
"│ 6 │ 5.83317 │ 34.0259 │ 198.479 │ 1157.76 │ 6753.43 │ 39393.9 │\n",
"│ 7 │ 0.604688 │ 0.365648 │ 0.221103 │ 0.133698 │ 0.0808459 │ 0.0488865 │\n",
"│ 8 │ 1.38891 │ 1.92908 │ 2.67933 │ 3.72136 │ 5.16865 │ 7.17881 │\n",
"│ 9 │ 0.974697 │ 0.950035 │ 0.925997 │ 0.902567 │ 0.87973 │ 0.85747 │\n",
"│ 10 │ 3.63738 │ 13.2305 │ 48.1244 │ 175.047 │ 636.711 │ 2315.96 │"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#各種モデル用データ準備\n",
"df2 = DataFrame(x = x, x2 = x.^2, y = y)\n",
"df3 = DataFrame(x = x, x2 = x.^2, x3 = x.^3, y = y)\n",
"df4 = DataFrame(x = x, x2 = x.^2, x3 = x.^3, x4 = x.^4, y = y)\n",
"df5 = DataFrame(x = x, x2 = x.^2, x3 = x.^3, x4 = x.^4, x5 = x.^5, y = y)\n",
"df10 = DataFrame(x = x, x2 = x.^2, x3 = x.^3, x4 = x.^4, x5 = x.^5, x6 = x.^6, x7 = x.^7, x8 = x.^8, x9 = x.^9, y = y)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"6-element Array{Any,1}:\n",
" Array{Float64,N} where N[[0.239125, 0.420242, 0.269331, 0.00889347, -0.120894, -0.0179207, 0.035694, -0.0107182, 0.00133319, -6.18073e-5], [2001.0 6572.55 … 5.18276e8 2.84899e9; 6572.55 27809.8 … 2.84899e9 1.57743e10; … ; 5.18276e8 2.84899e9 … 4.97261e14 2.82312e15; 2.84899e9 1.57743e10 … 2.82312e15 1.60623e16], [0.110667 -0.224682 … 0.00083126 -3.7051e-5; -0.224682 0.56552 … -0.00110675 5.16205e-5; … ; 0.000831257 -0.00110674 … 3.20533e-5 -1.39807e-6; -3.7051e-5 5.16203e-5 … -1.39807e-6 6.12625e-8]] \n",
" [-0.17312 0.81965 … 0.393834 -0.0161733; 1.07062 -0.965062 … -0.705558 0.912728; … ; -0.00731306 0.0074251 … 0.00072685 -0.00221273; 0.000325961 -0.000349754 … -4.20978e-5 0.000101466] \n",
" Formula: y ~ x + x2 + x3 + x4 + x5 + x6 + x7 + x8 + x9 \n",
" 10×10 DataFrames.DataFrame. Omitted printing of 4 columns\n",
"│ Row │ x │ x2 │ x3 │ x4 │ x5 │ x6 │\n",
"├─────┼──────────┼──────────┼──────────┼──────────┼───────────┼───────────┤\n",
"│ 1 │ 3.72676 │ 13.8887 │ 51.7599 │ 192.897 │ 718.878 │ 2679.09 │\n",
"│ 2 │ 5.13438 │ 26.3618 │ 135.352 │ 694.946 │ 3568.11 │ 18320.0 │\n",
"│ 3 │ 3.5299 │ 12.4602 │ 43.9832 │ 155.256 │ 548.039 │ 1934.52 │\n",
"│ 4 │ 2.68068 │ 7.18606 │ 19.2635 │ 51.6395 │ 138.429 │ 371.084 │\n",
"│ 5 │ 5.35221 │ 28.6461 │ 153.32 │ 820.599 │ 4392.02 │ 23507.0 │\n",
"│ 6 │ 5.83317 │ 34.0259 │ 198.479 │ 1157.76 │ 6753.43 │ 39393.9 │\n",
"│ 7 │ 0.604688 │ 0.365648 │ 0.221103 │ 0.133698 │ 0.0808459 │ 0.0488865 │\n",
"│ 8 │ 1.38891 │ 1.92908 │ 2.67933 │ 3.72136 │ 5.16865 │ 7.17881 │\n",
"│ 9 │ 0.974697 │ 0.950035 │ 0.925997 │ 0.902567 │ 0.87973 │ 0.85747 │\n",
"│ 10 │ 3.63738 │ 13.2305 │ 48.1244 │ 175.047 │ 636.711 │ 2315.96 │\n",
" [1.0 1.0 … 1.0 1.0; 3.72676 5.13438 … 0.974697 3.63738; … ; 37209.1 4.82949e5 … 0.814627 30641.3; 1.38669e5 2.47964e6 … 0.794015 111454.0] \n",
" 200 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#モデルフィット\n",
"model0 = bayes_fit(@formula(y ~ 1), df, l = 200, iter = 1000)\n",
"model1 = bayes_fit(@formula(y ~ x), df, l = 200, iter = 1000)\n",
"model2 = bayes_fit(@formula(y ~ x + x2), df2, l = 200, iter = 1000)\n",
"model3 = bayes_fit(@formula(y ~ x + x2 + x3), df3, l = 200, iter = 1000)\n",
"model4 = bayes_fit(@formula(y ~ x + x2 + x3 + x4), df4, l = 200, iter = 1000)\n",
"model5 = bayes_fit(@formula(y ~ x + x2 + x3 + x4 + x5), df5, l = 200, iter = 1000)\n",
"model10 = bayes_fit(@formula(y ~ x + x2 + x3 + x4 + x5 + x6 + x7 + x8 + x9), df10, l = 200, iter = 1000)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"data-frame\"><thead><tr><th></th><th>x</th><th>x2</th><th>x3</th><th>x4</th><th>x5</th><th>x6</th><th>x7</th><th>x8</th><th>x9</th></tr></thead><tbody><tr><th>1</th><td>1.87193</td><td>3.50413</td><td>6.5595</td><td>12.2789</td><td>22.9854</td><td>43.0271</td><td>80.5438</td><td>150.773</td><td>282.236</td></tr><tr><th>2</th><td>0.488271</td><td>0.238409</td><td>0.116408</td><td>0.0568386</td><td>0.0277527</td><td>0.0135508</td><td>0.00661647</td><td>0.00323063</td><td>0.00157742</td></tr><tr><th>3</th><td>-0.403367</td><td>0.162705</td><td>-0.0656296</td><td>0.0264728</td><td>-0.0106782</td><td>0.00430724</td><td>-0.0017374</td><td>0.000700808</td><td>-0.000282683</td></tr><tr><th>4</th><td>-0.957506</td><td>0.916818</td><td>-0.877859</td><td>0.840556</td><td>-0.804838</td><td>0.770637</td><td>-0.73789</td><td>0.706534</td><td>-0.676511</td></tr><tr><th>5</th><td>-0.0775838</td><td>0.00601925</td><td>-0.000466996</td><td>3.62313e-5</td><td>-2.81097e-6</td><td>2.18085e-7</td><td>-1.69199e-8</td><td>1.31271e-9</td><td>-1.01845e-10</td></tr><tr><th>6</th><td>-0.284191</td><td>0.0807646</td><td>-0.0229526</td><td>0.00652292</td><td>-0.00185376</td><td>0.000526821</td><td>-0.000149718</td><td>4.25485e-5</td><td>-1.20919e-5</td></tr><tr><th>7</th><td>0.19605</td><td>0.0384357</td><td>0.00753532</td><td>0.0014773</td><td>0.000289625</td><td>5.6781e-5</td><td>1.11319e-5</td><td>2.18242e-6</td><td>4.27863e-7</td></tr><tr><th>8</th><td>0.328096</td><td>0.107647</td><td>0.0353186</td><td>0.0115879</td><td>0.00380195</td><td>0.00124741</td><td>0.00040927</td><td>0.00013428</td><td>4.40567e-5</td></tr><tr><th>9</th><td>5.67108</td><td>32.1611</td><td>182.388</td><td>1034.34</td><td>5865.8</td><td>33265.4</td><td>1.88651e5</td><td>1.06985e6</td><td>6.06721e6</td></tr><tr><th>10</th><td>2.38565</td><td>5.69131</td><td>13.5774</td><td>32.391</td><td>77.2734</td><td>184.347</td><td>439.786</td><td>1049.17</td><td>2502.96</td></tr><tr><th>11</th><td>2.62141</td><td>6.8718</td><td>18.0138</td><td>47.2216</td><td>123.787</td><td>324.498</td><td>850.642</td><td>2229.88</td><td>5845.45</td></tr><tr><th>12</th><td>5.81609</td><td>33.8268</td><td>196.74</td><td>1144.26</td><td>6655.09</td><td>38706.6</td><td>2.25121e5</td><td>1.30932e6</td><td>7.61512e6</td></tr><tr><th>13</th><td>3.09594</td><td>9.58483</td><td>29.674</td><td>91.869</td><td>284.421</td><td>880.549</td><td>2726.13</td><td>8439.91</td><td>26129.5</td></tr><tr><th>14</th><td>1.74941</td><td>3.06043</td><td>5.35395</td><td>9.36625</td><td>16.3854</td><td>28.6648</td><td>50.1464</td><td>87.7266</td><td>153.47</td></tr><tr><th>15</th><td>5.73542</td><td>32.895</td><td>188.667</td><td>1082.08</td><td>6206.19</td><td>35595.1</td><td>2.04153e5</td><td>1.1709e6</td><td>6.7156e6</td></tr><tr><th>16</th><td>4.79568</td><td>22.9985</td><td>110.293</td><td>528.932</td><td>2536.59</td><td>12164.6</td><td>58337.7</td><td>2.79769e5</td><td>1.34168e6</td></tr><tr><th>17</th><td>4.83278</td><td>23.3558</td><td>112.874</td><td>545.493</td><td>2636.25</td><td>12740.4</td><td>61571.7</td><td>2.97563e5</td><td>1.43806e6</td></tr><tr><th>18</th><td>0.241291</td><td>0.0582211</td><td>0.0140482</td><td>0.0033897</td><td>0.000817903</td><td>0.000197352</td><td>4.76192e-5</td><td>1.14901e-5</td><td>2.77245e-6</td></tr><tr><th>19</th><td>1.05774</td><td>1.11881</td><td>1.1834</td><td>1.25173</td><td>1.324</td><td>1.40044</td><td>1.48129</td><td>1.56682</td><td>1.65728</td></tr><tr><th>20</th><td>2.05323</td><td>4.21575</td><td>8.65589</td><td>17.7725</td><td>36.491</td><td>74.9244</td><td>153.837</td><td>315.862</td><td>648.537</td></tr><tr><th>21</th><td>0.0937274</td><td>0.00878483</td><td>0.000823379</td><td>7.71732e-5</td><td>7.23324e-6</td><td>6.77953e-7</td><td>6.35428e-8</td><td>5.9557e-9</td><td>5.58212e-10</td></tr><tr><th>22</th><td>4.8399</td><td>23.4246</td><td>113.373</td><td>548.712</td><td>2655.71</td><td>12853.4</td><td>62208.9</td><td>3.01085e5</td><td>1.45722e6</td></tr><tr><th>23</th><td>-0.791404</td><td>0.626321</td><td>-0.495673</td><td>0.392278</td><td>-0.31045</td><td>0.245691</td><td>-0.194441</td><td>0.153882</td><td>-0.121783</td></tr><tr><th>24</th><td>0.721181</td><td>0.520102</td><td>0.375088</td><td>0.270507</td><td>0.195084</td><td>0.140691</td><td>0.101464</td><td>0.0731738</td><td>0.0527716</td></tr><tr><th>25</th><td>-0.0484147</td><td>0.00234399</td><td>-0.000113484</td><td>5.49428e-6</td><td>-2.66004e-7</td><td>1.28785e-8</td><td>-6.2351e-10</td><td>3.01871e-11</td><td>-1.4615e-12</td></tr><tr><th>26</th><td>-0.0218545</td><td>0.000477618</td><td>-1.04381e-5</td><td>2.28119e-7</td><td>-4.98541e-9</td><td>1.08954e-10</td><td>-2.38112e-12</td><td>5.20382e-14</td><td>-1.13727e-15</td></tr><tr><th>27</th><td>0.330826</td><td>0.109446</td><td>0.0362075</td><td>0.0119784</td><td>0.00396275</td><td>0.00131098</td><td>0.000433706</td><td>0.000143481</td><td>4.74672e-5</td></tr><tr><th>28</th><td>-0.63801</td><td>0.407056</td><td>-0.259706</td><td>0.165695</td><td>-0.105715</td><td>0.0674471</td><td>-0.0430319</td><td>0.0274548</td><td>-0.0175164</td></tr><tr><th>29</th><td>5.65419</td><td>31.9698</td><td>180.763</td><td>1022.07</td><td>5778.97</td><td>32675.4</td><td>1.84753e5</td><td>1.04463e6</td><td>5.90651e6</td></tr><tr><th>30</th><td>4.23031</td><td>17.8955</td><td>75.7036</td><td>320.25</td><td>1354.75</td><td>5731.03</td><td>24244.0</td><td>1.0256e5</td><td>4.3386e5</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>"
],
"text/plain": [
"100×9 DataFrames.DataFrame. Omitted printing of 4 columns\n",
"│ Row │ x │ x2 │ x3 │ x4 │ x5 │\n",
"├─────┼────────────┼────────────┼──────────────┼────────────┼─────────────┤\n",
"│ 1 │ 1.87193 │ 3.50413 │ 6.5595 │ 12.2789 │ 22.9854 │\n",
"│ 2 │ 0.488271 │ 0.238409 │ 0.116408 │ 0.0568386 │ 0.0277527 │\n",
"│ 3 │ -0.403367 │ 0.162705 │ -0.0656296 │ 0.0264728 │ -0.0106782 │\n",
"│ 4 │ -0.957506 │ 0.916818 │ -0.877859 │ 0.840556 │ -0.804838 │\n",
"│ 5 │ -0.0775838 │ 0.00601925 │ -0.000466996 │ 3.62313e-5 │ -2.81097e-6 │\n",
"│ 6 │ -0.284191 │ 0.0807646 │ -0.0229526 │ 0.00652292 │ -0.00185376 │\n",
"│ 7 │ 0.19605 │ 0.0384357 │ 0.00753532 │ 0.0014773 │ 0.000289625 │\n",
"│ 8 │ 0.328096 │ 0.107647 │ 0.0353186 │ 0.0115879 │ 0.00380195 │\n",
"│ 9 │ 5.67108 │ 32.1611 │ 182.388 │ 1034.34 │ 5865.8 │\n",
"│ 10 │ 2.38565 │ 5.69131 │ 13.5774 │ 32.391 │ 77.2734 │\n",
"│ 11 │ 2.62141 │ 6.8718 │ 18.0138 │ 47.2216 │ 123.787 │\n",
"⋮\n",
"│ 89 │ -0.493814 │ 0.243852 │ -0.120417 │ 0.0594637 │ -0.029364 │\n",
"│ 90 │ 2.90997 │ 8.4679 │ 24.6413 │ 71.7053 │ 208.66 │\n",
"│ 91 │ 2.89005 │ 8.35237 │ 24.1387 │ 69.7621 │ 201.616 │\n",
"│ 92 │ 3.30047 │ 10.8931 │ 35.9523 │ 118.659 │ 391.631 │\n",
"│ 93 │ 4.43473 │ 19.6668 │ 87.2172 │ 386.785 │ 1715.29 │\n",
"│ 94 │ 1.55523 │ 2.41874 │ 3.7617 │ 5.8503 │ 9.09857 │\n",
"│ 95 │ 0.0406722 │ 0.00165422 │ 6.72809e-5 │ 2.73646e-6 │ 1.11298e-7 │\n",
"│ 96 │ 0.923351 │ 0.852576 │ 0.787227 │ 0.726886 │ 0.671171 │\n",
"│ 97 │ 4.52218 │ 20.4501 │ 92.4792 │ 418.208 │ 1891.21 │\n",
"│ 98 │ 5.36182 │ 28.7491 │ 154.148 │ 826.513 │ 4431.62 │\n",
"│ 99 │ 2.41751 │ 5.84436 │ 14.1288 │ 34.1565 │ 82.5737 │\n",
"│ 100 │ 1.28164 │ 1.64261 │ 2.10524 │ 2.69817 │ 3.4581 │"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#seed\n",
"srand(2234)\n",
"\n",
"#新規データ予測\n",
"x_new = rand(Uniform(-1, 6), 100)\n",
"\n",
"df_new0 = DataFrame(x = x_new)\n",
"df_new2 = DataFrame(x = x_new, x2 = x_new.^2)\n",
"df_new3 = DataFrame(x = x_new, x2 = x_new.^2, x3 = x_new.^3)\n",
"df_new4 = DataFrame(x = x_new, x2 = x_new.^2, x3 = x_new.^3, x4 = x_new.^4)\n",
"df_new5 = DataFrame(x = x_new, x2 = x_new.^2, x3 = x_new.^3, x4 = x_new.^4, x5 = x_new.^5)\n",
"df_new10 = DataFrame(x = x_new, x2 = x_new.^2, x3 = x_new.^3, x4 = x_new.^4, x5 = x_new.^5, x6 = x_new.^6, x7 = x_new.^7, x8 = x_new.^8, x9 = x_new.^9)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"100×4 Array{Float64,2}:\n",
" 0.987625 1.11223 0.863023 0.0155256 \n",
" 0.502611 0.617483 0.38774 0.0131955 \n",
" 0.110016 0.787391 -0.56736 0.458838 \n",
" 0.0250668 2.15948 -2.10934 4.5557 \n",
" 0.208134 0.601645 -0.185378 0.154851 \n",
" 0.140509 0.70006 -0.419041 0.313097 \n",
" 0.33175 0.556329 0.107172 0.0504357 \n",
" 0.404883 0.569251 0.240515 0.0270168 \n",
" -0.560142 -0.408741 -0.711544 0.0229223 \n",
" 0.705019 0.813948 0.59609 0.0118655 \n",
" 0.501423 0.601002 0.401844 0.00991598\n",
" -0.447091 -0.348219 -0.545963 0.00977576\n",
" 0.0303278 0.13072 -0.0700647 0.0100787 \n",
" ⋮ \n",
" 0.0901466 0.874556 -0.694263 0.615298 \n",
" 0.218849 0.319101 0.118597 0.0100504 \n",
" 0.238967 0.339007 0.138927 0.010008 \n",
" -0.17242 -0.0784852 -0.266355 0.00882378\n",
" -0.933494 -0.758202 -1.10879 0.0307271 \n",
" 1.01882 1.12582 0.91183 0.0114476 \n",
" 0.256663 0.57048 -0.0571537 0.0984809 \n",
" 0.78054 0.868234 0.692845 0.00769033\n",
" -0.956062 -0.77727 -1.13485 0.0319665 \n",
" -0.79487 -0.692986 -0.896754 0.0103804 \n",
" 0.679602 0.786795 0.572408 0.0114905 \n",
" 0.957135 1.04774 0.866529 0.00820953"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#新規データ予測\n",
"pre0 = predict(model0, df_new0)\n",
"pre1 = predict(model1, df_new0)\n",
"pre2 = predict(model2, df_new2)\n",
"pre3 = predict(model3, df_new3)\n",
"pre4 = predict(model4, df_new4)\n",
"pre5 = predict(model5, df_new5)\n",
"pre10 = predict(model10, df_new10)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
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